Update version to v1.4.183 and commit

Add a completion script for fish

.devcontainer/devcontainer.json

@@ -0,0 +1,5 @@
+{
+  "image": "mcr.microsoft.com/devcontainers/universal:2",
+  "features": {
+  }
+}

.dockerignore

@@ -0,0 +1,6 @@
+.git
+.gitignore
+.env
+README.md
+docker-compose.yml
+Dockerfile 

.envrc

@@ -0,0 +1,2 @@
+watch_file nix/shell.nix
+use flake

.github/ISSUE_TEMPLATE/bug.yml

@@ -34,4 +34,4 @@ body:
     id: screens
     attributes:
       label: Relevant screenshots (optional)
-      description: Please upload any screenshots that may help us reproduce and/or understand the issue.
+      description: Please upload any screenshots that may help us reproduce and/or understand the issue.

.github/workflows/ci.yml

@@ -0,0 +1,37 @@
+name: Go Build
+
+on:
+  push:
+    branches: ["main"]
+    paths-ignore:
+      - 'patterns/**'
+      - '**/*.md'
+  pull_request:
+    branches: ["main"]
+    paths-ignore:
+      - 'patterns/**'
+      - '**/*.md'
+
+jobs:
+  test:
+    name: Run tests
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Install Nix
+        uses: DeterminateSystems/nix-installer-action@main
+
+      - name: Set up Go
+        uses: actions/setup-go@v4
+        with:
+          go-version-file: ./go.mod
+
+      - name: Run tests
+        run: go test -v ./...
+
+      - name: Check Formatting
+        run: nix flake check

.github/workflows/patterns.yaml

@@ -0,0 +1,33 @@
+name: Patterns Artifact
+
+on:
+  push:
+    paths:
+      - "patterns/**" # Trigger only on changes to files in the patterns folder
+
+jobs:
+  zip-and-upload:
+    name: Zip and Upload Patterns Folder
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Verify Changes in Patterns Folder
+        run: |
+          git fetch origin
+          if git diff --quiet HEAD~1 -- patterns; then
+            echo "No changes detected in patterns folder."
+            exit 1
+          fi
+
+      - name: Zip the Patterns Folder
+        run: zip -r patterns.zip patterns/
+
+      - name: Upload Patterns Artifact
+        uses: actions/upload-artifact@v4
+        with:
+          name: patterns
+          path: patterns.zip

.github/workflows/release.yml

@@ -0,0 +1,128 @@
+name: Go Release
+
+on:
+  repository_dispatch:
+    types: [ tag_created ]
+  push:
+    tags:
+      - "v*"
+
+jobs:
+  test:
+    name: Run tests
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Set up Go
+        uses: actions/setup-go@v4
+        with:
+          go-version-file: ./go.mod
+
+      - name: Run tests
+        run: go test -v ./...
+
+  build:
+    name: Build binaries for Windows, macOS, and Linux
+    runs-on: ${{ matrix.os }}
+    permissions:
+      contents: write
+    strategy:
+      matrix:
+        os: [ubuntu-latest, macos-latest, windows-latest]
+        arch: [amd64, arm64]
+        exclude:
+          - os: windows-latest
+            arch: arm64
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Set up Go
+        uses: actions/setup-go@v4
+        with:
+          go-version-file: ./go.mod
+
+      - name: Determine OS Name
+        id: os-name
+        run: |
+          if [ "${{ matrix.os }}" == "ubuntu-latest" ]; then
+            echo "OS=linux" >> $GITHUB_ENV
+          elif [ "${{ matrix.os }}" == "macos-latest" ]; then
+            echo "OS=darwin" >> $GITHUB_ENV
+          else
+            echo "OS=windows" >> $GITHUB_ENV
+          fi
+        shell: bash
+
+      - name: Build binary on Linux and macOS
+        if: matrix.os != 'windows-latest'
+        env:
+          GOOS: ${{ env.OS }}
+          GOARCH: ${{ matrix.arch }}
+        run: |
+          go build -o fabric-${OS}-${{ matrix.arch }} .
+
+      - name: Build binary on Windows
+        if: matrix.os == 'windows-latest'
+        env:
+          GOOS: windows
+          GOARCH: ${{ matrix.arch }}
+        run: |
+          go build -o fabric-windows-${{ matrix.arch }}.exe .
+
+      - name: Upload build artifact
+        if: matrix.os != 'windows-latest'
+        uses: actions/upload-artifact@v4
+        with:
+          name: fabric-${OS}-${{ matrix.arch }}
+          path: fabric-${OS}-${{ matrix.arch }}
+
+      - name: Upload build artifact
+        if: matrix.os == 'windows-latest'
+        uses: actions/upload-artifact@v4
+        with:
+          name: fabric-windows-${{ matrix.arch }}.exe
+          path: fabric-windows-${{ matrix.arch }}.exe
+
+      - name: Get latest tag
+        if: matrix.os != 'windows-latest'
+        id: get_latest_tag
+        run: |
+          latest_tag=$(git tag --sort=-creatordate | head -n 1)
+          echo "latest_tag=$latest_tag" >> $GITHUB_ENV
+
+      - name: Get latest tag
+        if: matrix.os == 'windows-latest'
+        id: get_latest_tag_windows
+        run: |
+          $latest_tag = git tag --sort=-creatordate | Select-Object -First 1
+          Add-Content -Path $env:GITHUB_ENV -Value "latest_tag=$latest_tag"
+
+      - name: Create release if it doesn't exist
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          gh release view ${{ env.latest_tag }} || gh release create ${{ env.latest_tag }} --title "Release ${{ env.latest_tag }}" --notes "Automated release for ${{ env.latest_tag }}"
+
+      - name: Upload release artifact
+        if: matrix.os == 'windows-latest'
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          gh release upload ${{ env.latest_tag }} fabric-windows-${{ matrix.arch }}.exe
+
+      - name: Upload release artifact
+        if: matrix.os != 'windows-latest'
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          gh release upload ${{ env.latest_tag }} fabric-${OS}-${{ matrix.arch }}

.github/workflows/update-version-and-create-tag.yml

@@ -0,0 +1,106 @@
+name: Update Version File and Create Tag
+
+on:
+  push:
+    branches:
+      - main  # Monitor the main branch
+    paths-ignore:
+      - 'patterns/**'
+      - '**/*.md'
+
+permissions:
+  contents: write  # Ensure the workflow has write permissions
+
+jobs:
+  update-version:
+    if: github.event_name == 'push' && github.ref == 'refs/heads/main'
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Install Nix
+        uses: DeterminateSystems/nix-installer-action@main
+
+      - name: Set up Git
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Get the latest tag
+        id: get_latest_tag
+        run: |
+          latest_tag=$(git tag --sort=-creatordate | head -n 1)
+          echo "Latest tag is: $latest_tag"
+          echo "tag=$latest_tag" >> $GITHUB_ENV  # Save the latest tag to environment file
+
+      - name: Increment patch version
+        id: increment_version
+        run: |
+          latest_tag=${{ env.tag }}
+          major=$(echo "$latest_tag" | cut -d. -f1 | sed 's/v//')
+          minor=$(echo "$latest_tag" | cut -d. -f2)
+          patch=$(echo "$latest_tag" | cut -d. -f3)
+          new_patch=$((patch + 1))
+          new_version="${major}.${minor}.${new_patch}"
+          new_tag="v${new_version}"
+          echo "New version is: $new_version"
+          echo "new_version=$new_version" >> $GITHUB_ENV  # Save the new version to environment file
+          echo "New tag is: $new_tag"
+          echo "new_tag=$new_tag" >> $GITHUB_ENV  # Save the new tag to environment file
+
+      - name: Update version.go file
+        run: |
+          echo "package main" > version.go
+          echo "" >> version.go
+          echo "var version = \"${{ env.new_tag }}\"" >> version.go
+
+      - name: Update version.nix file
+        run: |
+          echo "\"${{ env.new_version }}\"" > nix/pkgs/fabric/version.nix
+      
+      - name: Format source code
+        run: |
+          nix fmt
+
+      - name: Update gomod2nix.toml file
+        run: |
+          nix run .#gomod2nix -- --outdir nix/pkgs/fabric
+
+      - name: Commit changes
+        run: |
+          git add version.go
+          git add nix/pkgs/fabric/version.nix
+          git add nix/pkgs/fabric/gomod2nix.toml
+          git add .
+          if ! git diff --staged --quiet; then
+            git commit -m "Update version to ${{ env.new_tag }} and commit $commit_hash"
+          else
+            echo "No changes to commit."
+          fi
+
+      - name: Push changes
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}  # Use GITHUB_TOKEN to authenticate the push
+        run: |
+          git push origin main  # Push changes to the main branch
+
+      - name: Create a new tag
+        env:
+          GITHUB_TOKEN: ${{ secrets.TAG_PAT }}
+        run: |
+          git tag ${{ env.new_tag }}
+          git push origin ${{ env.new_tag }}  # Push the new tag
+
+      - name: Dispatch event to trigger release workflow
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}  # Use GITHUB_TOKEN to authenticate the dispatch
+        run: |
+          curl -X POST \
+            -H "Authorization: token $GITHUB_TOKEN" \
+            -H "Accept: application/vnd.github.v3+json" \
+            https://api.github.com/repos/${{ github.repository }}/dispatches \
+            -d '{"event_type": "tag_created", "client_payload": {"tag": "${{ env.new_tag }}"}}'

.gitignore

@@ -1,3 +1,7 @@
+# Nix
+.direnv
+result
+
 # macOS local stores
 .DS_Store
 
@@ -11,13 +15,14 @@ __pycache__/
 
 # Distribution / packaging
 .Python
+.idea
 build/
 develop-eggs/
 dist/
 downloads/
 eggs/
 .eggs/
-lib/
+
 lib64/
 parts/
 sdist/
@@ -160,4 +165,188 @@ cython_debug/
 #  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
+#.idea/
+
+patterns/dialog_with_socrates/Apology by Plato.txt
+patterns/dialog_with_socrates/Phaedrus by Plato.txt
+patterns/dialog_with_socrates/Symposium by Plato.txt
+patterns/dialog_with_socrates/The Economist by Xenophon.txt
+patterns/dialog_with_socrates/The Memorabilia by Xenophon.txt
+patterns/dialog_with_socrates/The Memorable Thoughts of Socrates by Xenophon.txt
+patterns/dialog_with_socrates/The Republic by Plato.txt
+patterns/dialog_with_socrates/The Symposium by Xenophon.txt
+
+web/node_modules
+
+# Output
+web/.output
+web/.vercel
+web/.svelte-kit
+web/build
+
+# OS
+web/.DS_Store
+web/Thumbs.db
+
+# Env
+web/.env
+web/.env.*
+web/!.env.example
+web/!.env.test
+
+# Vite
+web/vite.config.js.timestamp-*
+web/vite.config.ts.timestamp-*
+# Created by https://www.toptal.com/developers/gitignore/api/node
+# Edit at https://www.toptal.com/developers/gitignore?templates=node
+
+### Node ###
+# Logs
+web/logs
+web/*.log
+web/npm-debug.log*
+web/yarn-debug.log*
+web/yarn-error.log*
+web/lerna-debug.log*
+web/.pnpm-debug.log*
+
+# Diagnostic reports (https://nodejs.org/api/report.html)
+web/report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json
+
+# Runtime data
+web/pids
+web/*.pid
+web/*.seed
+web/*.pid.lock
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+web/lib-cov
+
+# Coverage directory used by tools like istanbul
+web/coverage
+web/*.lcov
+
+# nyc test coverage
+web/.nyc_output
+
+# Grunt intermediate storage (https://gruntjs.com/creating-plugins#storing-task-files)
+web/.grunt
+
+# Bower dependency directory (https://bower.io/)
+web/bower_components
+
+# node-waf configuration
+web/.lock-wscript
+
+# Compiled binary addons (https://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directories
+web/node_modules/
+jspm_packages/
+
+# Snowpack dependency directory (https://snowpack.dev/)
+web/web_modules/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache directory
+web/.npm
+
+# Optional eslint cache
+web/.eslintcache
+
+# Optional stylelint cache
+web/.stylelintcache
+
+# Microbundle cache
+web/.rpt2_cache/
+web/.rts2_cache_cjs/
+web/.rts2_cache_es/
+web/.rts2_cache_umd/
+
+# Optional REPL history
+.node_repl_history
+
+# Output of 'npm pack'
+*.tgz
+
+# Yarn Integrity file
+.yarn-integrity
+
+# dotenv environment variable files
+web/.env
+web/.env.development.local
+web/.env.test.local
+web/.env.production.local
+web/.env.local
+
+# parcel-bundler cache (https://parceljs.org/)
+.cache
+.parcel-cache
+
+# Next.js build output
+web/.next
+web/out
+
+# Nuxt.js build / generate output
+web/.nuxt
+web/dist
+
+# Gatsby files
+web/.cache/
+# Comment in the public line in if your project uses Gatsby and not Next.js
+# https://nextjs.org/blog/next-9-1#public-directory-support
+# public
+
+# vuepress build output
+web/.vuepress/dist
+
+# vuepress v2.x temp and cache directory
+web/.temp
+
+# Docusaurus cache and generated files
+.docusaurus
+
+# Serverless directories
+.serverless/
+
+# FuseBox cache
+.fusebox/
+
+# DynamoDB Local files
+.dynamodb/
+
+# TernJS port file
+.tern-port
+
+# Stores VSCode versions used for testing VSCode extensions
+web/.vscode-test
+
+# yarn v2
+web/.yarn/cache
+web/.yarn/unplugged
+web/.yarn/build-state.yml
+web/.yarn/install-state.gz
+web/.pnp.*
+
+### Node Patch ###
+# Serverless Webpack directories
+web/.webpack/
+
+# Optional stylelint cache
+
+# SvelteKit build / generate output
+web/.svelte-kit
+
+# End of https://www.toptal.com/developers/gitignore/api/node
+
+web/myfiles/Obsidian_perso_not_share/
+ENV
+web/package-lock.json
+.gitignore_backup
+web/static/*.png
+
+# Local VSCode project settings
+.vscode/

.python-version

@@ -1 +0,0 @@
-3.10

Alma.md

@@ -0,0 +1,318 @@
+# SPQA Policy and State for Alma Security
+
+## Document Purpose
+
+This document captures the SPQA policy and State for Alma Security, a security startup out of Redwood City, Ca.
+
+This is part of the SPQA context that will be used to answer questions and create artifacts for the company, e.g., company strategy, security strategy, quarterly security reports (QSRs), project plans, recommendations on which projects to undertake, which investments to take and avoid, and other such decisions.
+
+A major aspect of the SPQA system is the definition of the company's mission, goals, KPIs, and challenges. These shape everything within the company and thus should be used to shape the recommendations made when asked.
+
+In addition to the clearly stated goals and other defining characteristics listed above, there will also be a streaming list of updates coming into this system using the Activity document.
+
+Those will be changes, updates, or modifications to the direction of the company. For example, if Goal number 4 is to build a new datacenter in Boise, Idaho, but we see an update in the Activity section that says we've lost the ability to build in Boise, we should consider goal #4 out of the picture for prioritization and other decision purposes. In other words, the streaming activity log into this document should be considered updates to the core content.
+
+## Company History
+
+Alma Security was started by Chris Meyers, who was previously at Sigma Systems as CTO and HPE as a senior security engineer.
+
+He started the company because, "I saw a gap in the authentication market, where companies were only looking at one or two aspects of one's identity to do authentication. They we're looking at the whole picture and turning that into a continuous authentication story."
+
+## Company Mission
+
+The mission of Alma Security is to ensure businesses can continuously authenticate their users using their whole selves.
+
+## Company Goals (G1 means goal 1, G2 is goal 2, etc. Treat each item (goal/kpi/etc) as half as important as the one before it.)
+
+NOTE: Some goals are things like project rollout which serve the higher goals. In that case they shouldn't always be considered so much lower priority because one is serving the other.
+
+## Company Goals
+
+- G1: Achieve 20% market share by January 2025
+- G2: Hit 10000 active customers by January 2025
+- G3: Hit a customer trust score of 90+% by January 2025
+- G4: Get churn below 5% by August 2024
+- G5: Launch in Europe by August 2024
+- G6: Launch in India by November 2024
+- G7: Launch Mood-monitor integration by February 2024
+- G8: Launch partnership with Apple Passkeys by June 2024
+
+## Company KPIs
+
+- K1: Current market share percentage
+- K2: Number of active customers
+- K3: Current churn percentage
+- K4: Launched_in_Europe (yes/no)
+- K4: Launched_in_India (yes/no)
+
+-----------------------------------------------------------------------------------------------------------------------
+
+## Security Team Mission
+
+- SM1: Protect Alma Security's customers and intellectual property from security and privacy incidents.
+
+## Security Team Goals
+
+- SG1: Secure all customer data -- especially biometric -- from security and privacy incidents.
+- SG2: Protect Alma Security's intellectual property from being captured by unauthorized parties.
+- SG3: Reach a time to detect malicious behavior of less than 4 minutes by January 2025
+- SG4: Ensure the public trusts our product, because it's an authentication product we can't survive if people don't trust us.
+- SG5: Reach a time to remediate critical vulnerabilities on crown jewel systems of less than 16 hours by August 2025
+- SG6: Reach a time to remediate critical vulnerabilities on all systems of less than 3 days by August 2025
+- SG5: Reach a time to remediate critical vulnerabilities on crown jewel systems of less than 16 hours by August 2025
+- SG6: Reach a time to remediate critical vulnerabilities on all systems of less than 3 days by August 2025
+- SG7: Complete audit of Apple Passkey integration by February 2025
+- SG8: Complete remediation of Apple Passkey vulnerabilities by February 2025
+
+## Security Team KPIs (How we measure the team)
+
+- SK1: TTD: Time to detect malicious behavior (Minutes)
+- SK1: TTI: Time to begin investigation of malicious behavior (Minutes)
+- SK3: TTR-CJC: Time to remediate critical vulnerabilities on crown jewel systems (Hours)
+- SK3: TTR-C: Time to remediate critical vulnerabilities on all systems (Hours)
+- SK4: PT: Public trust score (Complete, Significant, Moderate, Minimal, Distrust, N/A)
+
+## Risk Register (The things we're most worried about)
+
+- R1: Our infrastructure security team is understaffed by 50% after 5 key people left
+- R2: We are not currently monitoring our external perimeter for attack surface related vulnerabilities like open ports, listening applications, unknown hosts, unknown subdomains pointing to these things, etc. We only do scans once every couple of months and we don't really have anyone to look at the results
+- R3: It takes us multiple days to investigate potential malicious behavior on our systems.
+- R4: We lack a full list of our assets, including externally facing hosts, S3 buckets, etc., which make up our attack surface
+- R5: We have a low public trust score due to the events of 2022.
+
+## Security Team Narrative
+
+### Background
+
+Alma hired a new security team starting in January of 2023 and we have been building out the program since then. The philosophy and approach for the security team is to explicitly articulate what we believe the highest risks are to Alma, to deploy targeted strategies to address those risks, and to use clear, transparent KPIs to show progress towards our goals over time.
+
+### Current Risks
+
+So our risk register looks like this:
+
+1. We are understaffed by 50% after 5 key people left in 2022
+2. Our perimeter is not being monitored for attack surface related vulnerabilities
+3. It takes us too long to detect and start investigating malicious behavior on our systems
+4. We do not have a full list of our assets, which makes it difficult to know what we need to protect
+5. We have a low public trust score due to the events of 2022
+
+### Strategies
+
+As such, our strategies are as follows:
+
+1. Hire 5 more A-tier security professionals
+2. Purchase and implement an attack surface management solution
+3. Invest in our detection and response capabilities
+4. Purchase an asset inventory system that integrates with our attack surface management tool
+5. Leverage PR to share as much of our progress as possible with the public to rebuild trust
+
+### How We're Doing
+
+We believe being transparent about our progress is key to everything, and for that reason we maintain a limited number of KPIs that we update every quarter. These metrics will not change often. They will remain consistent so that it's easy to track how we're spending our resources and the progress we're making.
+
+Those KPIs are:
+
+1. Time to detect malicious behavior
+2. Time to start investigating malicious behavior
+3. Time to remediate critical vulnerabilities on crown jewel systems
+4. Time to remediate critical vulnerabilities on all systems
+5. Our public trust score
+
+As of $DATE$, our KPIs for these are currently:
+
+$GIVE CURRENT KPIs from the Activity section below$
+
+$INSERT GRAPHS OF KPI PROGRESS OVER TIME HERE$
+
+## Security Team Strategies
+
+- STS1: Hire 5 more A-tier security professionals
+- STS2: Purchase an attack surface management solution
+- STS3: Invest in our detection and response capabilities
+- STS4: Purchase an asset inventory system that integrates with our attack surface management tool
+
+## Infrastructure Notes (a basic description of our tech stack and various context around it)
+
+- We currently have no WAF protecting our main web app but we're considering adding one
+- We have had some issues with S3 buckets becoming public, or being set up as public, which has lead to some close calls with customer data almost being exposed.
+- alma.amazon-domain.com is our primary S3 bucket that contains everything, but it's not public readable or listable
+- We have a root account for our AWS account that doesn't yet have 2FA on it, but we're working on fixing that within a few weeks (but it's been open for a few months)
+- We also use Postgres for all our databases.
+- Developers have root access to the all kubernetes nodes via SSH on port 45,001 using a shared developer key issued during laptop provisioning.
+- We're a kubernetes shop and do everything through AWS
+- We're logging most stuff to Cloudtrail and we kind of use Amazon Guarduty, but we don't have a 24/7 team to monitor alerts and logs. We should add that to our list of challenges next time we update our overall policy
+- We also have a Windows infrastructure because some key personnel came from Microsoft. The DC is hosted in our head office which is in Redwood City, and anyone who works in that office (most of the 300 employees) uses that to log in when they start work. The domain is ALMA.
+- There's a domain-joined fileserver running Windows 2012 that most people use to upload new ideas and plans for new products. It uses Windows authentication from the domain.
+- We use a Palo Alto Networks firewall with 2fa using windows authenticator tied to SSO.
+- The name of the AI system doing all this context creation using SPQA is Alma, which is also the name of the company.
+- We use Workday for HR stuff. Slack for realtime communications. Outlook 365 as a service. Sentinel One on the workstations and laptops. Servers in AWS are mostly Amazon Linux 2 with a few Ubuntu boxes that are a few years old.
+- We also primarily use Postgres for all of our systems.
+
+## Team
+
+TEAM MEMBER | TEAM ASSIGNED | SKILLS | PAY LEVEL | LOCATION | PROJECTS
+
+Nadia Khan | Detection and Response | D&R (Expert), AWS (Strong), Python (Expert), Kubernetes (Basic), Postgres (Basic) | $249K | Redwood City
+Chris Magann | Vulnerability Management | VM (Expert), AWS (Strong), Python (Basic), Postgres (Basic) | $212K | Redwood City
+Tigan Wang | Vulnerability Management | VM (Expert), AWS (Strong), Python (Basic), Postgres (Basic) | $217K | Redwood City
+
+## Projects
+
+PROJECT NAME | PROJECT DESCRIPTION | PROJECT PRIORITY | PROJECT MEMBERS | START DATE | END DATE | STATUS | PROJECT COST
+
+WAF Install | Install a WAF in front of our main web app | Critical | Nadia Khan | 2024-01-01 - Ongoing | In Progress | $112K one-time, $9K/month
+
+Multi-Factor Authentication (MFA) Rollout | Implement MFA across all internal and external systems | Critical | Chris Magann | 2024-01-15 | 2024-05-01 | Planned | $80K one-time, $5K/month
+
+Procure and Implement ASM | Implement continuous monitoring for attack surface vulnerabilities | High | Tigan Wang | 2024-02-15 | 2024-06-15 | Not Started | $75K one-time, $6K/month
+
+Data Encryption Upgrade | Upgrade encryption protocols for all sensitive data | Medium | Nadia Khan | 2024-04-01 | 2024-08-01 | Planned | $95K one-time
+
+Incident Response Enhancement | Develop and implement a 24/7 incident response team | High | Nadia Khan | 2024-03-01 | 2024-07-01 | In Progress | $150K one-time, $10K/month
+
+Cloud Security Optimization | Optimize AWS cloud security configurations and practices | Medium | Tigan Wang | 2024-02-01 | 2024-06-01 | In Progress | $100K one-time, $8K/month
+
+S3 Bucket Security | Review and secure all S3 buckets to prevent data breaches | High | Chris Magann | 2024-01-10 | 2024-04-10 | In Progress | $70K one-time, $5K/month
+
+SQL Injection Mitigation | Implement measures to eliminate SQL injection vulnerabilities | High | Tigan Wang | 2024-01-20 | 2024-05-20 | Not Started | $60K one-time
+
+## SECURITY POSTURE (To be referenced for compliance questions and security questionnaires)
+
+July 2019
+Admin accounts still not required to use 2FA.
+Company laptops distributed to employees, no MDM yet for device management.
+AWS IAM roles created for engineers, but root access still frequently used.
+Started basic vulnerability scanning using open-source tools.
+December 2019
+
+MFA enforced for all Google Workspace accounts after a phishing attempt.
+Introduced ClamAV for basic endpoint protection on corporate laptops.
+AWS GuardDuty enabled for threat detection, but no formal incident response team.
+First incident response plan table-top exercise conducted, but findings not fully documented.
+April 2020
+
+Migrated from Google Workspace to Office 365, with MFA enabled for all users.
+Rolled out SentinelOne for endpoint protection on 50% of company laptops.
+Implemented least-privilege access control for AWS IAM roles.
+First formal vendor risk management review completed for major SaaS providers.
+August 2020
+
+Completed full deployment of SentinelOne across all endpoints.
+Implemented AWS CloudWatch for real-time alerts; however, logs still not monitored 24/7.
+Began encrypting all AWS S3 buckets at rest using server-side encryption.
+First internal review of data retention policies, started drafting data disposal policy.
+January 2021
+
+Rolled out Jamf MDM for centralized management of macOS devices, enforcing encryption (FileVault) on all laptops.
+Strengthened Office 365 security by implementing phishing-resistant MFA using authenticator apps.
+AWS KMS introduced for managing encryption keys; manual key rotation policy documented.
+Introduced formal onboarding and offboarding processes for employee account management.
+July 2021
+
+Conditional access policies introduced for Office 365, restricting access based on geography (US-only).
+Conducted company-wide security awareness training for the first time, focusing on phishing threats.
+Completed first backup and disaster recovery (DR) drill with AWS, documenting recovery times.
+AWS Config deployed to monitor and enforce encryption and access control policies across accounts.
+December 2021
+
+Full migration to AWS for all production systems completed.
+Incident response playbook finalized and shared with the security team; still no 24/7 monitoring.
+Documented data classification policies for handling sensitive customer data in preparation for SOC 2 audit.
+First third-party penetration test conducted, critical vulnerabilities identified and remediated within 30 days.
+March 2022
+
+Rolled out company-wide 2FA for all critical systems, including Office 365, AWS, GitHub, and Slack.
+Introduced AWS Secrets Manager for managing sensitive credentials, eliminating hardcoded API keys.
+Updated all documentation for identity and access management in preparation for SOC 2 Type 1 audit.
+First external vulnerability scan completed using Qualys, with remediation SLAs established.
+April 2022
+
+Updated and consolidated all security policies (incident response, access control, data retention) in preparation for SOC 2 audit.
+Conducted tabletop exercise for ransomware response, documenting gaps in the incident response process.
+Implemented Just-In-Time (JIT) access for administrative privileges in AWS, reducing unnecessary persistent access.
+October 2022
+
+Passed SOC 2 Type 1 audit, with recommendations to improve monitoring and asset management.
+Launched quarterly phishing simulations to raise employee awareness and track training effectiveness.
+Fully enforced encryption for all customer data in transit and at rest using AWS KMS.
+Extended GuardDuty to cover all AWS regions; started monitoring alerts daily.
+January 2023
+
+Hired a dedicated CISO and expanded security team by 30%.
+Integrated continuous vulnerability scanning across all externally facing assets using Qualys.
+Conducted first third-party vendor risk assessment to ensure alignment with SOC 2 and internal security standards.
+Implemented automated patch management for all AWS EC2 instances, reducing time to deploy critical patches.
+July 2023
+
+Rolled out continuous attack surface monitoring (ASM) to identify and remediate external vulnerabilities.
+Performed annual data retention review, ensuring compliance with SOC 2 and GDPR requirements.
+Conducted a disaster recovery drill for AWS workloads, achieving a recovery time objective (RTO) of under 4 hours.
+Completed SOC 2 Type 2 readiness assessment, with focus on improving incident response times.
+November 2023
+
+Updated incident response documentation and assigned 24/7 monitoring to a third-party SOC provider.
+Rolled out zero-trust network architecture across the organization, removing reliance on VPN for remote access.
+Passed SOC 2 Type 2 audit with no major findings; recommendations included improved asset inventory tracking.
+Conducted full audit of access control policies and JIT access implementation in preparation for ISO 27001 certification.
+April 2024
+
+Implemented AI-driven threat detection to reduce time to detect security incidents from 10 hours to under 2 hours.
+Completed full encryption audit across all databases, ensuring compliance with GDPR, HIPAA, and other privacy regulations.
+Updated employee training programs to include privacy regulations (GDPR, CCPA) and data handling best practices.
+Completed internal review and audit of vendor access to critical systems as part of SOC 2 compliance effort.
+Completed move of all AWS services to us-west-2  and us-east-1 regions for 100% us-based cloud services.
+October 2024
+
+Conducted organization-wide review of data retention and disposal policies, implementing automated data deletion for expired data.
+Implemented continuous compliance monitoring for SOC 2, with automated alerts for deviations in access controls and encryption settings.
+Finalized implementation of AI-based monitoring and response systems, significantly reducing time to remediate critical vulnerabilities.
+Passed SOC 2 Type 2 and ISO 27001 audits with zero non-conformities, achieving full compliance across all control areas.March 2018
+
+Personal Gmail accounts used for internal and external communication.
+No 2FA enabled on any accounts.
+AWS accounts shared with engineers, no IAM roles or formal access control policies.
+No centralized endpoint protection; employees use personal laptops with no security controls.
+No documented security policies or incident response plan.
+September 2018
+
+Initiated migration from personal Gmail to Google Workspace (G Suite) for business email.
+Password complexity requirements introduced (minimum 8 characters).
+AWS root credentials still shared among team members, no MFA enabled.
+No formal logging or monitoring in place for AWS activity.
+February 2019
+
+Completed migration to Google Workspace; no email encryption yet.
+Introduced a basic password manager (LastPass) but no enforcement policy.
+AWS CloudTrail enabled for logging, but no one is reviewing logs.
+First draft of the incident response plan created, but not tested.
+June 2019
+
+Enforced MFA for Google Workspace admin accounts; standard user
+
+## CURRENT STATE (KPIs, Metrics, Project Activity Updates, etc.)
+
+- October 2022: Current time to detect malicious behavior is 81 hours
+- October 2022: Current time to start investigating malicious behavior is 82 hours
+- October 2022: Current time to remediate critical vulnerabilities on crown jewel systems is 21 days
+- October 2022: Current time to remediate critical vulnerabilities on all systems is 51 days
+- January 2023: Current time to detect malicious behavior is 62 hours
+- January 2023: Current time to start investigating malicious behavior is 72 hours
+- January 2023: Current time to remediate critical vulnerabilities on crown jewel systems is 17 days
+- January 2023: Current time to remediate critical vulnerabilities on all systems is 43 days
+- July 2023: Current time to detect malicious behavior is 29 hours
+- July 2023: Current time to start investigating malicious behavior is 41 hours
+- July 2023: Current time to remediate critical vulnerabilities on crown jewel systems is 12 days
+- July 2023: Current time to remediate critical vulnerabilities on all systems is 29 days
+- November 2023: Current time to start detect malicious behavior is 12 hours
+- November 2023: Current time to start investigating malicious behavior is 16 hours
+- November 2023: Current time to remediate critical vulnerabilities on crown jewel systems is 9 days
+- November 2023: Current time to remediate critical vulnerabilities on all systems is 17 days
+- February 2024: Started attack surface management vendor selection process
+- January 2024: Current time to start detect malicious behavior is 9 hours
+- January 2024: Current time to start investigating malicious behavior is 14 hours
+- January 2024: Current time to remediate critical vulnerabilities on crown jewel systems is 8 days
+- January 2024: Current time to remediate critical vulnerabilities on all systems is 12 days
+- March 2024: We're now remediating critical vulnerabilities on crown jewels in less than 6 days
+- April 2024: We're now remediating all critical vulnerabilities within 11 days
+- July 2024: critical vulnerabilities are now being fixed in 9 days
+- On August 5 we got remediation of critical vulnerabilities down to 7 days

Dockerfile

@@ -0,0 +1,41 @@
+# Use official golang image as builder
+FROM golang:1.24.2-alpine AS builder
+
+# Set working directory
+WORKDIR /app
+
+# Copy go mod and sum files
+COPY go.mod go.sum ./
+
+# Download dependencies
+RUN go mod download
+
+# Copy source code
+COPY . .
+
+# Build the application
+RUN CGO_ENABLED=0 GOOS=linux go build -o fabric
+
+# Use scratch as final base image
+FROM alpine:latest
+
+# Copy the binary from builder
+COPY --from=builder /app/fabric /fabric
+
+# Copy patterns directory
+COPY patterns /patterns
+
+# Ensure clean config directory and copy ENV file
+RUN rm -rf /root/.config/fabric && \
+    mkdir -p /root/.config/fabric
+COPY ENV /root/.config/fabric/.env
+
+# Add debug commands
+RUN ls -la /root/.config/fabric/
+
+# Expose port 8080
+EXPOSE 8080
+
+# Run the binary with debug output
+ENTRYPOINT ["/fabric"]
+CMD ["--serve"] 

LICENSE

@@ -19,4 +19,4 @@ MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
 NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE
 LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION
 OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION
-WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
+WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

NOTES.md

@@ -0,0 +1,33 @@
+## Notes on some refactoring.
+
+- The goal is to bring more encapsulation of the models management and simplified configuration management to bring increased flexibility, transparency on the overall flow, and simplicity in adding new model.
+- We need to differentiate:
+  - Vendors: the producer of models (like OpenAI, Azure, Anthropric, Ollama, ..etc) and their associated APIs
+  - Models: the LLM models these vendors are making public
+- Each vendor and operations allowed by the vendor needs to be encapsulated. This includes:
+  - The questions needed to setup the model (like the API key, or the URL)
+  - The listing of all models supported by the vendor
+  - The actions performed with a given model
+
+- The configuration flow works like this for an **initial** call:
+  - The available vendors are called one by one, each of them being responsible for the data they collect. They return a set of environment variables under the form of a list of strings, or an empty list if the user does not want to setup this vendor. As we do not want each vendor to know which way the data they need will be collected (e.g., read from the command line, or a GUI), they will be asked for a list of questions, the configuration will inquire the user, and send back the questions with the collected answers to the Vendor. The Vendor is then either instantiating an instance (Vendor configured) and returning it, or returning `nil` if the Vendor should not be set up.
+  - the `.env` file is created, using the information returned by the vendors
+  - A list of patterns is downloaded from the main site
+
+- When the system is configured, the configuration flows:
+  - Read the `.env` file using the godotenv library
+  - It configures a structure that contains the various vendors selected as well as the preferred model. This structure will be completed with some of the command line values (i.e, context, session, etc..)
+
+- To get the list of all supported models:
+  - Each configured model (part of the configuration structure) is asked, using a goroutine, to return the list of model
+
+- Order when building message: session + context + pattern + user input (role "user)
+
+
+## TODO:
+- Check if we need to read the system.md for every patterns when running the ListAllPatterns
+- Context management seems more complex than the one in the original fabric. Probably needs some work (at least to make it clear how it works)
+- models on command line: give as well vendor (like `--model openai/gpt-4o`). If the vendor is not given, get it by retrieving all possible models and searching from that.
+- if user gives the ollama url on command line, we need to update/init an ollama vendor.
+- The db should host only things related to access and storage in ~/.config/fabric
+- The interaction part of the Setup function should be in the cli (and perhaps all the Setup)

Pattern_Descriptions/README_Pattern_Descriptions_and_Tags_MGT.md

@@ -0,0 +1,124 @@
+# Pattern Descriptions and Tags Management
+
+This document explains the complete workflow for managing pattern descriptions and tags, including how to process new patterns and maintain metadata.
+
+## System Overview
+
+The pattern system follows this hierarchy:
+1. `~/.config/fabric/patterns/` directory: The source of truth for available patterns
+2. `pattern_extracts.json`: Contains first 500 words of each pattern for reference
+3. `pattern_descriptions.json`: Stores pattern metadata (descriptions and tags)
+4. `web/static/data/pattern_descriptions.json`: Web-accessible copy for the interface
+
+## Pattern Processing Workflow
+
+### 1. Adding New Patterns
+- Add patterns to `~/.config/fabric/patterns/`
+- Run extract_patterns.py to process new additions:
+  ```bash
+  python extract_patterns.py
+
+The Python Script automatically:
+- Creates pattern extracts for reference
+- Adds placeholder entries in descriptions file
+- Syncs to web interface
+
+### 2. Pattern Extract Creation
+The script extracts first 500 words from each pattern's system.md file to:
+
+- Provide context for writing descriptions
+- Maintain reference material
+- Aid in pattern categorization
+
+### 3. Description and Tag Management
+Pattern descriptions and tags are managed in pattern_descriptions.json:
+
+
+{
+  "patterns": [
+    {
+      "patternName": "pattern_name",
+      "description": "[Description pending]",
+      "tags": []
+    }
+  ]
+}
+
+
+## Completing Pattern Metadata
+
+### Writing Descriptions
+1. Check pattern_descriptions.json for "[Description pending]" entries
+2. Reference pattern_extracts.json for context
+
+3. How to update Pattern short descriptions (one sentence). 
+
+You can update your descriptions in pattern_descriptions.json manually or using LLM assistance (prefered approach). 
+
+Tell AI to look for "Description pending" entries in this file and write a short description based on the extract info in the pattern_extracts.json file. You can also ask your LLM to add tags for those newly added patterns, using other patterns tag assignments as example.    
+
+### Managing Tags
+1. Add appropriate tags to new patterns
+2. Update existing tags as needed
+3. Tags are stored as arrays: ["TAG1", "TAG2"]
+4. Edit pattern_descriptions.json directly to modify tags
+5. Make tags your own. You can delete, replace, amend existing tags.
+
+## File Synchronization
+
+The script maintains synchronization between:
+- Local pattern_descriptions.json
+- Web interface copy in static/data/
+- No manual file copying needed
+
+## Best Practices
+
+1. Run extract_patterns.py when:
+   - Adding new patterns
+   - Updating existing patterns
+   - Modifying pattern structure
+
+2. Description Writing:
+   - Use pattern extracts for context
+   - Keep descriptions clear and concise
+   - Focus on pattern purpose and usage
+
+3. Tag Management:
+   - Use consistent tag categories
+   - Apply multiple tags when relevant
+   - Update tags to reflect pattern evolution
+
+## Troubleshooting
+
+If patterns are not showing in the web interface:
+1. Verify pattern_descriptions.json format
+2. Check web static copy exists
+3. Ensure proper file permissions
+4. Run extract_patterns.py to resync
+
+## File Structure
+
+fabric/
+├── patterns/                     # Pattern source files
+├── PATTERN_DESCRIPTIONS/
+│   ├── extract_patterns.py      # Pattern processing script
+│   ├── pattern_extracts.json    # Pattern content references
+│   └── pattern_descriptions.json # Pattern metadata
+└── web/
+    └── static/
+        └── data/
+            └── pattern_descriptions.json # Web interface copy
+
+
+
+
+
+
+
+
+
+
+
+
+
+

Pattern_Descriptions/extract_patterns.py

@@ -0,0 +1,114 @@
+import os
+import json
+import shutil
+
+def load_existing_file(filepath):
+    """Load existing JSON file or return default structure"""
+    if os.path.exists(filepath):
+        with open(filepath, 'r', encoding='utf-8') as f:
+            return json.load(f)
+    return {"patterns": []}
+
+def get_pattern_extract(pattern_path):
+    """Extract first 500 words from pattern's system.md file"""
+    system_md_path = os.path.join(pattern_path, "system.md")
+    with open(system_md_path, 'r', encoding='utf-8') as f:
+        content = ' '.join(f.read().split()[:500])
+    return content
+
+def extract_pattern_info():
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    patterns_dir = os.path.expanduser("~/.config/fabric/patterns")
+    print(f"\nScanning patterns directory: {patterns_dir}")
+    
+    extracts_path = os.path.join(script_dir, "pattern_extracts.json")
+    descriptions_path = os.path.join(script_dir, "pattern_descriptions.json")
+    
+    existing_extracts = load_existing_file(extracts_path)
+    existing_descriptions = load_existing_file(descriptions_path)
+    
+    existing_extract_names = {p["patternName"] for p in existing_extracts["patterns"]}
+    existing_description_names = {p["patternName"] for p in existing_descriptions["patterns"]}
+    print(f"Found existing patterns: {len(existing_extract_names)}")
+    
+    new_extracts = []
+    new_descriptions = []
+    
+    
+    for dirname in sorted(os.listdir(patterns_dir)):
+        # Only log new pattern processing
+        if dirname not in existing_extract_names:
+            print(f"Processing new pattern: {dirname}")
+    
+            
+        pattern_path = os.path.join(patterns_dir, dirname)
+        system_md_path = os.path.join(pattern_path, "system.md")
+        print(f"Checking system.md at: {system_md_path}")
+        
+        if os.path.isdir(pattern_path) and os.path.exists(system_md_path):
+            print(f"Valid pattern directory found: {dirname}")
+            try:
+                if dirname not in existing_extract_names:
+                    print(f"Creating new extract for: {dirname}")
+                    pattern_extract = get_pattern_extract(pattern_path)  # Pass directory path
+                    new_extracts.append({
+                        "patternName": dirname,
+                        "pattern_extract": pattern_extract
+                    })
+                
+                if dirname not in existing_description_names:
+                    print(f"Creating new description for: {dirname}")
+                    new_descriptions.append({
+                        "patternName": dirname,
+                        "description": "[Description pending]",
+                        "tags": []
+                    })
+                    
+            except Exception as e:
+                print(f"Error processing {dirname}: {str(e)}")
+        else:
+            print(f"Invalid pattern directory or missing system.md: {dirname}")
+    
+    print(f"\nProcessing summary:")
+    print(f"New extracts created: {len(new_extracts)}")
+    print(f"New descriptions added: {len(new_descriptions)}")
+    
+    existing_extracts["patterns"].extend(new_extracts)
+    existing_descriptions["patterns"].extend(new_descriptions)
+    
+    return existing_extracts, existing_descriptions, len(new_descriptions)
+
+
+def update_web_static(descriptions_path):
+    """Copy pattern descriptions to web static directory"""
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    static_dir = os.path.join(script_dir, "..", "web", "static", "data")
+    os.makedirs(static_dir, exist_ok=True)
+    static_path = os.path.join(static_dir, "pattern_descriptions.json")
+    shutil.copy2(descriptions_path, static_path)
+
+def save_pattern_files():
+    """Save both pattern files and sync to web"""
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    extracts_path = os.path.join(script_dir, "pattern_extracts.json")
+    descriptions_path = os.path.join(script_dir, "pattern_descriptions.json")
+    
+    pattern_extracts, pattern_descriptions, new_count = extract_pattern_info()
+    
+    # Save files
+    with open(extracts_path, 'w', encoding='utf-8') as f:
+        json.dump(pattern_extracts, f, indent=2, ensure_ascii=False)
+    
+    with open(descriptions_path, 'w', encoding='utf-8') as f:
+        json.dump(pattern_descriptions, f, indent=2, ensure_ascii=False)
+    
+    # Update web static
+    update_web_static(descriptions_path)
+    
+    print(f"\nProcessing complete:")
+    print(f"Total patterns: {len(pattern_descriptions['patterns'])}")
+    print(f"New patterns added: {new_count}")
+
+if __name__ == "__main__":
+    save_pattern_files()
+

README.md

@@ -1,4 +1,7 @@
 <div align="center">
+Fabric is graciously supported by…
+
+[![Github Repo Tagline](https://github.com/user-attachments/assets/96ab3d81-9b13-4df4-ba09-75dee7a5c3d2)](https://warp.dev/fabric)
 
 <img src="./images/fabric-logo-gif.gif" alt="fabriclogo" width="400" height="400"/>
 
@@ -14,46 +17,75 @@
 <h4><code>fabric</code> is an open-source framework for augmenting humans using AI.</h4>
 </p>
 
-[Introduction Video](#introduction-video) •
-[What and Why](#whatandwhy) •
+[Updates](#updates) •
+[What and Why](#what-and-why) •
 [Philosophy](#philosophy) •
-[Quickstart](#quickstart) •
-[Structure](#structure) •
+[Installation](#Installation) •
+[Usage](#Usage) •
 [Examples](#examples) •
+[Just Use the Patterns](#just-use-the-patterns) •
+[Custom Patterns](#custom-patterns) •
+[Helper Apps](#helper-apps) •
 [Meta](#meta)
 
+![Screenshot of fabric](images/fabric-summarize.png)
+
 </div>
 
 ## Navigation
 
-- [Introduction Video](#introduction-video)
-- [What and Why](#what-and-why)
-- [Philosophy](#philosophy)
-  - [Breaking problems into components](#breaking-problems-into-components)
-  - [Too many prompts](#too-many-prompts)
-  - [The Fabric approach to prompting](#our-approach-to-prompting)
-- [Quickstart](#quickstart)
-  - [Setting up the fabric commands](#setting-up-the-fabric-commands)
-  - [Using the fabric client](#using-the-fabric-client)
+- [`fabric`](#fabric)
+  - [Navigation](#navigation)
+  - [Updates](#updates)
+  - [What and why](#what-and-why)
+  - [Intro videos](#intro-videos)
+  - [Philosophy](#philosophy)
+    - [Breaking problems into components](#breaking-problems-into-components)
+    - [Too many prompts](#too-many-prompts)
+  - [Installation](#installation)
+    - [Get Latest Release Binaries](#get-latest-release-binaries)
+      - [Windows](#windows)
+      - [macOS (arm64)](#macos-arm64)
+      - [macOS (amd64)](#macos-amd64)
+      - [Linux (amd64)](#linux-amd64)
+      - [Linux (arm64)](#linux-arm64)
+    - [Using package managers](#using-package-managers)
+      - [macOS (Homebrew)](#macos-homebrew)
+      - [Arch Linux (AUR)](#arch-linux-aur)
+    - [From Source](#from-source)
+    - [Environment Variables](#environment-variables)
+    - [Setup](#setup)
+    - [Add aliases for all patterns](#add-aliases-for-all-patterns)
+      - [Save your files in markdown using aliases](#save-your-files-in-markdown-using-aliases)
+    - [Migration](#migration)
+    - [Upgrading](#upgrading)
+  - [Usage](#usage)
+  - [Our approach to prompting](#our-approach-to-prompting)
+  - [Examples](#examples)
   - [Just use the Patterns](#just-use-the-patterns)
-  - [Create your own Fabric Mill](#create-your-own-fabric-mill)
-- [Structure](#structure)
-  - [Components](#components)
-  - [CLI-native](#cli-native)
-  - [Directly calling Patterns](#directly-calling-patterns)
-- [Examples](#examples)
-- [Meta](#meta)
-  - [Primary contributors](#primary-contributors)
+    - [Prompt Strategies](#prompt-strategies)
+  - [Custom Patterns](#custom-patterns)
+  - [Helper Apps](#helper-apps)
+    - [`to_pdf`](#to_pdf)
+    - [`to_pdf` Installation](#to_pdf-installation)
+    - [`code_helper`](#code_helper)
+  - [pbpaste](#pbpaste)
+  - [Web Interface](#web-interface)
+    - [Installing](#installing)
+    - [Streamlit UI](#streamlit-ui)
+      - [Clipboard Support](#clipboard-support)
+  - [Meta](#meta)
+    - [Primary contributors](#primary-contributors)
+    - [Contributors](#contributors)
 
 <br />
 
-## Introduction video
+## Updates
 
-<div align="center">
-<a href="https://youtu.be/wPEyyigh10g">
-  <img width="972" alt="fabric_intro_video" src="https://github.com/danielmiessler/fabric/assets/50654/1eb1b9be-0bab-4c77-8ed2-ed265e8a3435">
-</a>
-</div>
+> [!NOTE]
+> April 16, 2025
+>
+> - Fabric now supports Grok (from XAI)! Update and use `-S` to select it as your default if you want, or just use the shortcut `-m grok-3-beta`. Enjoy!
 
 ## What and why
 
@@ -65,6 +97,15 @@ Since the start of 2023 and GenAI we've seen a massive number of AI applications
 
 Fabric was created to address this by enabling everyone to granularly apply AI to everyday challenges.
 
+## Intro videos
+
+Keep in mind that many of these were recorded when Fabric was Python-based, so remember to use the current [install instructions](#installation) below.
+
+- [Network Chuck](https://www.youtube.com/watch?v=UbDyjIIGaxQ)
+- [David Bombal](https://www.youtube.com/watch?v=vF-MQmVxnCs)
+- [My Own Intro to the Tool](https://www.youtube.com/watch?v=wPEyyigh10g)
+- [More Fabric YouTube Videos](https://www.youtube.com/results?search_query=fabric+ai)
+
 ## Philosophy
 
 > AI isn't a thing; it's a _magnifier_ of a thing. And that thing is **human creativity**.
@@ -81,7 +122,7 @@ Our approach is to break problems into individual pieces (see below) and then ap
 
 Prompts are good for this, but the biggest challenge I faced in 2023——which still exists today—is **the sheer number of AI prompts out there**. We all have prompts that are useful, but it's hard to discover new ones, know if they are good or not, _and manage different versions of the ones we like_.
 
-One of <code>fabric</code>'s primary features is helping people collect and integrate prompts, which we call _Patterns_, into various parts of their lives.
+One of `fabric`'s primary features is helping people collect and integrate prompts, which we call _Patterns_, into various parts of their lives.
 
 Fabric has Patterns for all sorts of life and work activities, including:
 
@@ -96,7 +137,353 @@ Fabric has Patterns for all sorts of life and work activities, including:
 - Creating social media posts from any content input
 - And a million more…
 
-### Our approach to prompting
+## Installation
+
+To install Fabric, you can use the latest release binaries or install it from the source.
+
+### Get Latest Release Binaries
+
+#### Windows
+
+`https://github.com/danielmiessler/fabric/releases/latest/download/fabric-windows-amd64.exe`
+
+#### macOS (arm64)
+
+`curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric-darwin-arm64 > fabric && chmod +x fabric && ./fabric --version`
+
+#### macOS (amd64)
+
+`curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric-darwin-amd64 > fabric && chmod +x fabric && ./fabric --version`
+
+#### Linux (amd64)
+
+`curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric-linux-amd64 > fabric && chmod +x fabric && ./fabric --version`
+
+#### Linux (arm64)
+
+`curl -L https://github.com/danielmiessler/fabric/releases/latest/download/fabric-linux-arm64 > fabric && chmod +x fabric && ./fabric --version`
+
+### Using package managers
+
+**NOTE:** using Homebrew or the Arch Linux package managers makes `fabric` available as `fabric-ai`, so add
+the following alias to your shell startup files to account for this:
+
+```bash
+alias fabric='fabric-ai'
+```
+
+#### macOS (Homebrew)
+
+`brew install fabric-ai`
+
+#### Arch Linux (AUR)
+
+`yay -S fabric-ai`
+
+### From Source
+
+To install Fabric, [make sure Go is installed](https://go.dev/doc/install), and then run the following command.
+
+```bash
+# Install Fabric directly from the repo
+go install github.com/danielmiessler/fabric@latest
+```
+
+### Environment Variables
+
+You may need to set some environment variables in your `~/.bashrc` on linux or `~/.zshrc` file on mac to be able to run the `fabric` command. Here is an example of what you can add:
+
+For Intel based macs or linux
+
+```bash
+# Golang environment variables
+export GOROOT=/usr/local/go
+export GOPATH=$HOME/go
+
+# Update PATH to include GOPATH and GOROOT binaries
+export PATH=$GOPATH/bin:$GOROOT/bin:$HOME/.local/bin:$PATH
+```
+
+for Apple Silicon based macs
+
+```bash
+# Golang environment variables
+export GOROOT=$(brew --prefix go)/libexec
+export GOPATH=$HOME/go
+export PATH=$GOPATH/bin:$GOROOT/bin:$HOME/.local/bin:$PATH
+```
+
+### Setup
+
+Now run the following command
+
+```bash
+# Run the setup to set up your directories and keys
+fabric --setup
+```
+
+If everything works you are good to go.
+
+### Add aliases for all patterns
+
+In order to add aliases for all your patterns and use them directly as commands ie. `summarize` instead of `fabric --pattern summarize`
+You can add the following to your `.zshrc` or `.bashrc` file.
+
+```bash
+# Loop through all files in the ~/.config/fabric/patterns directory
+for pattern_file in $HOME/.config/fabric/patterns/*; do
+    # Get the base name of the file (i.e., remove the directory path)
+    pattern_name=$(basename "$pattern_file")
+
+    # Create an alias in the form: alias pattern_name="fabric --pattern pattern_name"
+    alias_command="alias $pattern_name='fabric --pattern $pattern_name'"
+
+    # Evaluate the alias command to add it to the current shell
+    eval "$alias_command"
+done
+
+yt() {
+    if [ "$#" -eq 0 ] || [ "$#" -gt 2 ]; then
+        echo "Usage: yt [-t | --timestamps] youtube-link"
+        echo "Use the '-t' flag to get the transcript with timestamps."
+        return 1
+    fi
+
+    transcript_flag="--transcript"
+    if [ "$1" = "-t" ] || [ "$1" = "--timestamps" ]; then
+        transcript_flag="--transcript-with-timestamps"
+        shift
+    fi
+    local video_link="$1"
+    fabric -y "$video_link" $transcript_flag
+}
+```
+
+You can add the below code for the equivalent aliases inside PowerShell by running `notepad $PROFILE` inside a PowerShell window:
+
+```powershell
+# Path to the patterns directory
+$patternsPath = Join-Path $HOME ".config/fabric/patterns"
+foreach ($patternDir in Get-ChildItem -Path $patternsPath -Directory) {
+    $patternName = $patternDir.Name
+
+    # Dynamically define a function for each pattern
+    $functionDefinition = @"
+function $patternName {
+    [CmdletBinding()]
+    param(
+        [Parameter(ValueFromPipeline = `$true)]
+        [string] `$InputObject,
+
+        [Parameter(ValueFromRemainingArguments = `$true)]
+        [String[]] `$patternArgs
+    )
+
+    begin {
+        # Initialize an array to collect pipeline input
+        `$collector = @()
+    }
+
+    process {
+        # Collect pipeline input objects
+        if (`$InputObject) {
+            `$collector += `$InputObject
+        }
+    }
+
+    end {
+        # Join all pipeline input into a single string, separated by newlines
+        `$pipelineContent = `$collector -join "`n"
+
+        # If there's pipeline input, include it in the call to fabric
+        if (`$pipelineContent) {
+            `$pipelineContent | fabric --pattern $patternName `$patternArgs
+        } else {
+            # No pipeline input; just call fabric with the additional args
+            fabric --pattern $patternName `$patternArgs
+        }
+    }
+}
+"@
+    # Add the function to the current session
+    Invoke-Expression $functionDefinition
+}
+
+# Define the 'yt' function as well
+function yt {
+    [CmdletBinding()]
+    param(
+        [Parameter()]
+        [Alias("timestamps")]
+        [switch]$t,
+
+        [Parameter(Position = 0, ValueFromPipeline = $true)]
+        [string]$videoLink
+    )
+
+    begin {
+        $transcriptFlag = "--transcript"
+        if ($t) {
+            $transcriptFlag = "--transcript-with-timestamps"
+        }
+    }
+
+    process {
+        if (-not $videoLink) {
+            Write-Error "Usage: yt [-t | --timestamps] youtube-link"
+            return
+        }
+    }
+
+    end {
+        if ($videoLink) {
+            # Execute and allow output to flow through the pipeline
+            fabric -y $videoLink $transcriptFlag
+        }
+    }
+}
+```
+
+This also creates a `yt` alias that allows you to use `yt https://www.youtube.com/watch?v=4b0iet22VIk` to get transcripts, comments, and metadata.
+
+#### Save your files in markdown using aliases
+
+If in addition to the above aliases you would like to have the option to save the output to your favorite markdown note vault like Obsidian then instead of the above add the following to your `.zshrc` or `.bashrc` file:
+
+```bash
+# Define the base directory for Obsidian notes
+obsidian_base="/path/to/obsidian"
+
+# Loop through all files in the ~/.config/fabric/patterns directory
+for pattern_file in ~/.config/fabric/patterns/*; do
+    # Get the base name of the file (i.e., remove the directory path)
+    pattern_name=$(basename "$pattern_file")
+
+    # Remove any existing alias with the same name
+    unalias "$pattern_name" 2>/dev/null
+
+    # Define a function dynamically for each pattern
+    eval "
+    $pattern_name() {
+        local title=\$1
+        local date_stamp=\$(date +'%Y-%m-%d')
+        local output_path=\"\$obsidian_base/\${date_stamp}-\${title}.md\"
+
+        # Check if a title was provided
+        if [ -n \"\$title\" ]; then
+            # If a title is provided, use the output path
+            fabric --pattern \"$pattern_name\" -o \"\$output_path\"
+        else
+            # If no title is provided, use --stream
+            fabric --pattern \"$pattern_name\" --stream
+        fi
+    }
+    "
+done
+```
+
+This will allow you to use the patterns as aliases like in the above for example `summarize` instead of `fabric --pattern summarize --stream`, however if you pass in an extra argument like this `summarize "my_article_title"` your output will be saved in the destination that you set in `obsidian_base="/path/to/obsidian"` in the following format `YYYY-MM-DD-my_article_title.md` where the date gets autogenerated for you.
+You can tweak the date format by tweaking the `date_stamp` format.
+
+### Migration
+
+If you have the Legacy (Python) version installed and want to migrate to the Go version, here's how you do it. It's basically two steps: 1) uninstall the Python version, and 2) install the Go version.
+
+```bash
+# Uninstall Legacy Fabric
+pipx uninstall fabric
+
+# Clear any old Fabric aliases
+(check your .bashrc, .zshrc, etc.)
+# Install the Go version
+go install github.com/danielmiessler/fabric@latest
+# Run setup for the new version. Important because things have changed
+fabric --setup
+```
+
+Then [set your environmental variables](#environment-variables) as shown above.
+
+### Upgrading
+
+The great thing about Go is that it's super easy to upgrade. Just run the same command you used to install it in the first place and you'll always get the latest version.
+
+```bash
+go install github.com/danielmiessler/fabric@latest
+```
+
+## Usage
+
+Once you have it all set up, here's how to use it.
+
+```bash
+fabric -h
+```
+
+```bash
+
+Usage:
+  fabric [OPTIONS]
+
+Application Options:
+  -p, --pattern=                    Choose a pattern from the available patterns
+  -v, --variable=                   Values for pattern variables, e.g. -v=#role:expert -v=#points:30
+  -C, --context=                    Choose a context from the available contexts
+      --session=                    Choose a session from the available sessions
+  -a, --attachment=                 Attachment path or URL (e.g. for OpenAI image recognition messages)
+  -S, --setup                       Run setup for all reconfigurable parts of fabric
+  -t, --temperature=                Set temperature (default: 0.7)
+  -T, --topp=                       Set top P (default: 0.9)
+  -s, --stream                      Stream
+  -P, --presencepenalty=            Set presence penalty (default: 0.0)
+  -r, --raw                         Use the defaults of the model without sending chat options (like temperature etc.) and use the user role instead of the system role for patterns.
+  -F, --frequencypenalty=           Set frequency penalty (default: 0.0)
+  -l, --listpatterns                List all patterns
+  -L, --listmodels                  List all available models
+  -x, --listcontexts                List all contexts
+  -X, --listsessions                List all sessions
+  -U, --updatepatterns              Update patterns
+  -c, --copy                        Copy to clipboard
+  -m, --model=                      Choose model
+      --modelContextLength=         Model context length (only affects ollama)
+  -o, --output=                     Output to file
+      --output-session              Output the entire session (also a temporary one) to the output file
+  -n, --latest=                     Number of latest patterns to list (default: 0)
+  -d, --changeDefaultModel          Change default model
+  -y, --youtube=                    YouTube video or play list "URL" to grab transcript, comments from it and send to chat or print it put to the console and store it in the output file
+      --playlist                    Prefer playlist over video if both ids are present in the URL
+      --transcript                  Grab transcript from YouTube video and send to chat (it is used per default).
+      --transcript-with-timestamps  Grab transcript from YouTube video with timestamps and send to chat
+      --comments                    Grab comments from YouTube video and send to chat
+      --metadata                    Output video metadata
+  -g, --language=                   Specify the Language Code for the chat, e.g. -g=en -g=zh
+  -u, --scrape_url=                 Scrape website URL to markdown using Jina AI
+  -q, --scrape_question=            Search question using Jina AI
+  -e, --seed=                       Seed to be used for LMM generation
+  -w, --wipecontext=                Wipe context
+  -W, --wipesession=                Wipe session
+      --printcontext=               Print context
+      --printsession=               Print session
+      --readability                 Convert HTML input into a clean, readable view
+      --input-has-vars              Apply variables to user input
+      --dry-run                     Show what would be sent to the model without actually sending it
+      --serve                       Serve the Fabric Rest API
+      --serveOllama                 Serve the Fabric Rest API with ollama endpoints
+      --address=                    The address to bind the REST API (default: :8080)
+      --config=                     Path to YAML config file
+      --version                     Print current version
+      --listextensions              List all registered extensions
+      --addextension=               Register a new extension from config file path
+      --rmextension=                Remove a registered extension by name
+      --strategy=                   Choose a strategy from the available strategies
+      --liststrategies              List all strategies
+      --listvendors                 List all vendors
+
+Help Options:
+  -h, --help                        Show this help message
+
+```
+
+## Our approach to prompting
 
 Fabric _Patterns_ are different than most prompts you'll see.
 
@@ -114,136 +501,43 @@ https://github.com/danielmiessler/fabric/blob/main/patterns/extract_wisdom/syste
 
 - **And finally, we tend to use the System section of the prompt almost exclusively**. In over a year of being heads-down with this stuff, we've just seen more efficacy from doing that. If that changes, or we're shown data that says otherwise, we will adjust.
 
-## Quickstart
+## Examples
 
-The most feature-rich way to use Fabric is to use the `fabric` client, which can be found under <a href="https://github.com/danielmiessler/fabric/tree/main/client">`/client`</a> directory in this repository.
+> The following examples use the macOS `pbpaste` to paste from the clipboard. See the [pbpaste](#pbpaste) section below for Windows and Linux alternatives.
 
-### Setting up the fabric commands
-
-Follow these steps to get all fabric related apps installed and configured.
-
-1. Navigate to where you want the Fabric project to live on your system in a semi-permanent place on your computer.
-
-```bash
-# Find a home for Fabric
-cd /where/you/keep/code
-```
-
-2. Clone the project to your computer.
-
-```bash
-# Clone Fabric to your computer
-git clone https://github.com/danielmiessler/fabric.git
-```
-
-3. Enter Fabric's main directory
-
-```bash
-# Enter the project folder (where you cloned it)
-cd fabric
-```
-
-4. Ensure the `setup.sh` script is executable. If you're not sure, you can make it executable by running the following command:
-
-```bash
-chmod +x setup.sh
-```
-
-5. Install poetry
-
-ref.: https://python-poetry.org/docs/#installing-with-the-official-installer
-
-```bash
-curl -sSL https://install.python-poetry.org | python3 -
-```
-
-6. Run the `setup.sh`, which will do the following:
-
-- Installs python dependencies.
-- Creates aliases in your OS. It should update `~/.bashrc`, `/.zshrc`, and `~/.bash_profile` if they are present in your file system.
-
-```bash
-./setup.sh
-```
-
-7. Restart your shell to reload everything.
-
-8. Set your `OPENAI_API_KEY`.
-
-```bash
-fabric --setup
-```
-
-You'll be asked to enter your OpenAI API key, which will be written to `~/.config/fabric/.env`. Patterns will then be downloaded from Github, which will take a few moments.
-
-9. Now you are up and running! You can test by pulling the help.
-
-```bash
-# Making sure the paths are set up correctly
-fabric --help
-```
-
-> [!NOTE]  
-> If you're using the `server` functions, `fabric-api` and `fabric-webui` need to be run in distinct terminal windows.
-
-### Using the `fabric` client
-
-Once you have it all set up, here's how to use it.
-
-1. Check out the options
-   `fabric -h`
-
-```bash
-fabric [-h] [--text TEXT] [--copy] [--output [OUTPUT]] [--stream] [--list]
-              [--update] [--pattern PATTERN] [--setup]
-
-An open-source framework for augmenting humans using AI.
-
-options:
-  -h, --help            show this help message and exit
-  --text TEXT, -t TEXT  Text to extract summary from
-  --copy, -c            Copy the response to the clipboard
-  --output [OUTPUT], -o [OUTPUT]
-                        Save the response to a file
-  --stream, -s          Use this option if you want to see the results in realtime.
-                        NOTE: You will not be able to pipe the output into another
-                        command.
-  --list, -l            List available patterns
-  --update, -u          Update patterns
-  --pattern PATTERN, -p PATTERN
-                        The pattern (prompt) to use
-  --setup               Set up your fabric instance
-```
-
-#### Example commands
-
-The client, by default, runs Fabric patterns without needing a server (the Patterns were downloaded during setup). This means the client connects directly to OpenAI using the input given and the Fabric pattern used.
+Now let's look at some things you can do with Fabric.
 
 1. Run the `summarize` Pattern based on input from `stdin`. In this case, the body of an article.
 
-```bash
-pbpaste | fabric --pattern summarize
-```
+    ```bash
+    pbpaste | fabric --pattern summarize
+    ```
 
 2. Run the `analyze_claims` Pattern with the `--stream` option to get immediate and streaming results.
 
-```bash
-pbpaste | fabric --stream --pattern analyze_claims
-```
+    ```bash
+    pbpaste | fabric --stream --pattern analyze_claims
+    ```
 
-3. **new** All of the patterns have been added as aliases to your bash (or zsh) config file
+3. Run the `extract_wisdom` Pattern with the `--stream` option to get immediate and streaming results from any      Youtube video (much like in the original introduction video).
 
-```bash
-pbpaste | analyze_claims --stream
-```
+    ```bash
+    fabric -y "https://youtube.com/watch?v=uXs-zPc63kM" --stream --pattern extract_wisdom
+    ```
 
-> [!NOTE]  
-> More examples coming in the next few days, including a demo video!
+4. Create patterns- you must create a .md file with the pattern and save it to `~/.config/fabric/patterns/[yourpatternname]`.
 
-### Just use the Patterns
+5. Run a `analyze_claims` pattern on a website. Fabric uses Jina AI to scrape the URL into markdown format before sending it to the model.
+
+    ```bash
+    fabric -u https://github.com/danielmiessler/fabric/ -p analyze_claims
+    ```
+
+## Just use the Patterns
 
 <img width="1173" alt="fabric-patterns-screenshot" src="https://github.com/danielmiessler/fabric/assets/50654/9186a044-652b-4673-89f7-71cf066f32d8">
 
+<br />
 <br />
 
 If you're not looking to do anything fancy, and you just want a lot of great prompts, you can navigate to the [`/patterns`](https://github.com/danielmiessler/fabric/tree/main/patterns) directory and start exploring!
@@ -254,195 +548,168 @@ You can use any of the Patterns you see there in any AI application that you hav
 
 The wisdom of crowds for the win.
 
-### Create your own Fabric Mill
+### Prompt Strategies
 
-<img width="2070" alt="fabric_mill_architecture" src="https://github.com/danielmiessler/fabric/assets/50654/ec3bd9b5-d285-483d-9003-7a8e6d842584">
+Fabric also implements prompt strategies like "Chain of Thought" or "Chain of Draft" which can
+be used in addition to the basic patterns.
 
-<br />
+See the [Thinking Faster by Writing Less](https://arxiv.org/pdf/2502.18600) paper and
+the [Thought Generation section of Learn Prompting](https://learnprompting.org/docs/advanced/thought_generation/introduction) for examples of prompt strategies.
 
-But we go beyond just providing Patterns. We provide code for you to build your very own Fabric server and personal AI infrastructure!
+Each strategy is available as a small `json` file in the [`/strategies`](https://github.com/danielmiessler/fabric/tree/main/strategies) directory.
 
-To get started, just run the `./setup.sh` file and it'll set up the client, the API server, and the API server web interface. The output of the setup command will also tell you how to run the commands to start them.
+The prompt modification of the strategy is applied to the system prompt and passed on to the
+LLM in the chat session.
 
-## Structure
+Use `fabric -S` and select the option to install the strategies in your `~/.config/fabric` directory.
 
-Fabric is themed off of, well… _fabric_—as in…woven materials. So, think blankets, quilts, patterns, etc. Here's the concept and structure:
+## Custom Patterns
 
-### Components
+You may want to use Fabric to create your own custom Patterns—but not share them with others. No problem!
 
-The Fabric ecosystem has three primary components, all named within this textile theme.
+Just make a directory in `~/.config/custompatterns/` (or wherever) and put your `.md` files in there.
 
-- The **Mill** is the (optional) server that makes **Patterns** available.
-- **Patterns** are the actual granular AI use cases (prompts).
-- **Stitches** are chained together _Patterns_ that create advanced functionality (see below).
-- **Looms** are the client-side apps that call a specific **Pattern** hosted by a **Mill**.
+When you're ready to use them, copy them into `~/.config/fabric/patterns/`
 
-### CLI-native
+You can then use them like any other Patterns, but they won't be public unless you explicitly submit them as Pull Requests to the Fabric project. So don't worry—they're private to you.
 
-One of the coolest parts of the project is that it's **command-line native**!
+## Helper Apps
 
-Each Pattern you see in the `/patterns` directory can be used in any AI application you use, but you can also set up your own server using the `/server` code and then call APIs directly!
+Fabric also makes use of some core helper apps (tools) to make it easier to integrate with your various workflows. Here are some examples:
 
-Once you're set up, you can do things like:
+### `to_pdf`
+
+`to_pdf` is a helper command that converts LaTeX files to PDF format. You can use it like this:
 
 ```bash
-# Take any idea from `stdin` and send it to the `/write_essay` API!
-cat "An idea that coding is like speaking with rules." | write_essay
+to_pdf input.tex
 ```
 
-### Directly calling Patterns
+This will create a PDF file from the input LaTeX file in the same directory.
 
-One key feature of `fabric` and its Markdown-based format is the ability to _ directly reference_ (and edit) individual [patterns](https://github.com/danielmiessler/fabric/tree/main#naming) directly—on their own—without surrounding code.
-
-As an example, here's how to call _the direct location_ of the `extract_wisdom` pattern.
+You can also use it with stdin which works perfectly with the `write_latex` pattern:
 
 ```bash
-https://github.com/danielmiessler/fabric/blob/main/patterns/extract_wisdom/system.md
+echo "ai security primer" | fabric --pattern write_latex | to_pdf
 ```
 
-This means you can cleanly, and directly reference any pattern for use in a web-based AI app, your own code, or wherever!
+This will create a PDF file named `output.pdf` in the current directory.
 
-Even better, you can also have your [Mill](https://github.com/danielmiessler/fabric/tree/main#naming) functionality directly call _system_ and _user_ prompts from `fabric`, meaning you can have your personal AI ecosystem automatically kept up to date with the latest version of your favorite [Patterns](https://github.com/danielmiessler/fabric/tree/main#naming).
+### `to_pdf` Installation
 
-Here's what that looks like in code:
+To install `to_pdf`, install it the same way as you install Fabric, just with a different repo name.
 
 ```bash
-https://github.com/danielmiessler/fabric/blob/main/server/fabric_api_server.py
+go install github.com/danielmiessler/fabric/plugins/tools/to_pdf@latest
 ```
 
-```python
-# /extwis
-@app.route("/extwis", methods=["POST"])
-@auth_required  # Require authentication
-def extwis():
-    data = request.get_json()
+Make sure you have a LaTeX distribution (like TeX Live or MiKTeX) installed on your system, as `to_pdf` requires `pdflatex` to be available in your system's PATH.
 
-    # Warn if there's no input
-    if "input" not in data:
-        return jsonify({"error": "Missing input parameter"}), 400
+### `code_helper`
 
-    # Get data from client
-    input_data = data["input"]
+`code_helper` is used in conjunction with the `create_coding_feature` pattern.
+It generates a `json` representation of a directory of code that can be fed into an AI model
+with instructions to create a new feature or edit the code in a specified way.
 
-    # Set the system and user URLs
-    system_url = "https://raw.githubusercontent.com/danielmiessler/fabric/main/patterns/extract_wisdom/system.md"
-    user_url = "https://raw.githubusercontent.com/danielmiessler/fabric/main/patterns/extract_wisdom/user.md"
+See [the Create Coding Feature Pattern README](./patterns/create_coding_feature/README.md) for details.
 
-    # Fetch the prompt content
-    system_content = fetch_content_from_url(system_url)
-    user_file_content = fetch_content_from_url(user_url)
-
-    # Build the API call
-    system_message = {"role": "system", "content": system_content}
-    user_message = {"role": "user", "content": user_file_content + "\n" + input_data}
-    messages = [system_message, user_message]
-    try:
-        response = openai.chat.completions.create(
-            model="gpt-4-1106-preview",
-            messages=messages,
-            temperature=0.0,
-            top_p=1,
-            frequency_penalty=0.1,
-            presence_penalty=0.1,
-        )
-        assistant_message = response.choices[0].message.content
-        return jsonify({"response": assistant_message})
-    except Exception as e:
-        return jsonify({"error": str(e)}), 500
-```
-
-## Examples
-
-Here's an abridged output example from the <a href="https://github.com/danielmiessler/fabric/blob/main/patterns/extract_wisdom/system.md">`extract_wisdom`</a> pattern (limited to only 10 items per section).
+Install it first using:
 
 ```bash
-# Paste in the transcript of a YouTube video of Riva Tez on David Perrel's podcast
-pbpaste | extract_wisdom
+go install github.com/danielmiessler/fabric/plugins/tools/code_helper@latest
 ```
 
-```markdown
-## SUMMARY:
+## pbpaste
 
-The content features a conversation between two individuals discussing various topics, including the decline of Western culture, the importance of beauty and subtlety in life, the impact of technology and AI, the resonance of Rilke's poetry, the value of deep reading and revisiting texts, the captivating nature of Ayn Rand's writing, the role of philosophy in understanding the world, and the influence of drugs on society. They also touch upon creativity, attention spans, and the importance of introspection.
+The [examples](#examples) use the macOS program `pbpaste` to paste content from the clipboard to pipe into `fabric` as the input. `pbpaste` is not available on Windows or Linux, but there are alternatives.
 
-## IDEAS:
+On Windows, you can use the PowerShell command `Get-Clipboard` from a PowerShell command prompt. If you like, you can also alias it to `pbpaste`. If you are using classic PowerShell, edit the file `~\Documents\WindowsPowerShell\.profile.ps1`, or if you are using PowerShell Core, edit `~\Documents\PowerShell\.profile.ps1` and add the alias,
 
-1. Western culture is perceived to be declining due to a loss of values and an embrace of mediocrity.
-2. Mass media and technology have contributed to shorter attention spans and a need for constant stimulation.
-3. Rilke's poetry resonates due to its focus on beauty and ecstasy in everyday objects.
-4. Subtlety is often overlooked in modern society due to sensory overload.
-5. The role of technology in shaping music and performance art is significant.
-6. Reading habits have shifted from deep, repetitive reading to consuming large quantities of new material.
-7. Revisiting influential books as one ages can lead to new insights based on accumulated wisdom and experiences.
-8. Fiction can vividly illustrate philosophical concepts through characters and narratives.
-9. Many influential thinkers have backgrounds in philosophy, highlighting its importance in shaping reasoning skills.
-10. Philosophy is seen as a bridge between theology and science, asking questions that both fields seek to answer.
-
-## QUOTES:
-
-1. "You can't necessarily think yourself into the answers. You have to create space for the answers to come to you."
-2. "The West is dying and we are killing her."
-3. "The American Dream has been replaced by mass packaged mediocrity porn, encouraging us to revel like happy pigs in our own meekness."
-4. "There's just not that many people who have the courage to reach beyond consensus and go explore new ideas."
-5. "I'll start watching Netflix when I've read the whole of human history."
-6. "Rilke saw beauty in everything... He sees it's in one little thing, a representation of all things that are beautiful."
-7. "Vanilla is a very subtle flavor... it speaks to sort of the sensory overload of the modern age."
-8. "When you memorize chapters [of the Bible], it takes a few months, but you really understand how things are structured."
-9. "As you get older, if there's books that moved you when you were younger, it's worth going back and rereading them."
-10. "She [Ayn Rand] took complicated philosophy and embodied it in a way that anybody could resonate with."
-
-## HABITS:
-
-1. Avoiding mainstream media consumption for deeper engagement with historical texts and personal research.
-2. Regularly revisiting influential books from youth to gain new insights with age.
-3. Engaging in deep reading practices rather than skimming or speed-reading material.
-4. Memorizing entire chapters or passages from significant texts for better understanding.
-5. Disengaging from social media and fast-paced news cycles for more focused thought processes.
-6. Walking long distances as a form of meditation and reflection.
-7. Creating space for thoughts to solidify through introspection and stillness.
-8. Embracing emotions such as grief or anger fully rather than suppressing them.
-9. Seeking out varied experiences across different careers and lifestyles.
-10. Prioritizing curiosity-driven research without specific goals or constraints.
-
-## FACTS:
-
-1. The West is perceived as declining due to cultural shifts away from traditional values.
-2. Attention spans have shortened due to technological advancements and media consumption habits.
-3. Rilke's poetry emphasizes finding beauty in everyday objects through detailed observation.
-4. Modern society often overlooks subtlety due to sensory overload from various stimuli.
-5. Reading habits have evolved from deep engagement with texts to consuming large quantities quickly.
-6. Revisiting influential books can lead to new insights based on accumulated life experiences.
-7. Fiction can effectively illustrate philosophical concepts through character development and narrative arcs.
-8. Philosophy plays a significant role in shaping reasoning skills and understanding complex ideas.
-9. Creativity may be stifled by cultural nihilism and protectionist attitudes within society.
-10. Short-term thinking undermines efforts to create lasting works of beauty or significance.
-
-## REFERENCES:
-
-1. Rainer Maria Rilke's poetry
-2. Netflix
-3. Underworld concert
-4. Katy Perry's theatrical performances
-5. Taylor Swift's performances
-6. Bible study
-7. Atlas Shrugged by Ayn Rand
-8. Robert Pirsig's writings
-9. Bertrand Russell's definition of philosophy
-10. Nietzsche's walks
+```powershell
+Set-Alias pbpaste Get-Clipboard
 ```
 
+On Linux, you can use `xclip -selection clipboard -o` to paste from the clipboard. You will likely need to install `xclip` with your package manager. For Debian based systems including Ubuntu,
+
+```sh
+sudo apt update
+sudo apt install xclip -y
+```
+
+You can also create an alias by editing `~/.bashrc` or `~/.zshrc` and adding the alias,
+
+```sh
+alias pbpaste='xclip -selection clipboard -o'
+```
+
+## Web Interface
+
+Fabric now includes a built-in web interface that provides a GUI alternative to the command-line interface and an out-of-the-box website for those who want to get started with web development or blogging.
+You can use this app as a GUI interface for Fabric, a ready to go blog-site, or a website template for your own projects.
+
+The `web/src/lib/content` directory includes starter `.obsidian/` and `templates/` directories, allowing you to open up the `web/src/lib/content/` directory as an [Obsidian.md](https://obsidian.md) vault. You can place your posts in the posts directory when you're ready to publish.
+
+### Installing
+
+The GUI can be installed by navigating to the `web` directory and using `npm install`, `pnpm install`, or your favorite package manager. Then simply run the development server to start the app.
+
+_You will need to run fabric in a separate terminal with the `fabric --serve` command._
+
+**From the fabric project `web/` directory:**
+
+```shell
+npm run dev
+
+## or ##
+
+pnpm run dev
+
+## or your equivalent
+```
+
+### Streamlit UI
+
+To run the Streamlit user interface:
+
+```bash
+# Install required dependencies
+pip install -r requirements.txt
+
+# Or manually install dependencies
+pip install streamlit pandas matplotlib seaborn numpy python-dotenv pyperclip
+
+# Run the Streamlit app
+streamlit run streamlit.py
+```
+
+The Streamlit UI provides a user-friendly interface for:
+
+- Running and chaining patterns
+- Managing pattern outputs
+- Creating and editing patterns
+- Analyzing pattern results
+
+#### Clipboard Support
+
+The Streamlit UI supports clipboard operations across different platforms:
+
+- **macOS**: Uses `pbcopy` and `pbpaste` (built-in)
+- **Windows**: Uses `pyperclip` library (install with `pip install pyperclip`)
+- **Linux**: Uses `xclip` (install with `sudo apt-get install xclip` or equivalent for your distro)
+
 ## Meta
 
-> [!NOTE]  
+> [!NOTE]
 > Special thanks to the following people for their inspiration and contributions!
 
+- _Jonathan Dunn_ for being the absolute MVP dev on the project, including spearheading the new Go version, as well as the GUI! All this while also being a full-time medical doctor!
 - _Caleb Sima_ for pushing me over the edge of whether to make this a public project or not.
-- _Joel Parish_ for super useful input on the project's Github directory structure.
-- _Jonathan Dunn_ for spectacular work on the soon-to-be-released universal client.
+- _Eugen Eisler_ and _Frederick Ros_ for their invaluable contributions to the Go version
+- _David Peters_ for his work on the web interface.
+- _Joel Parish_ for super useful input on the project's Github directory structure..
 - _Joseph Thacker_ for the idea of a `-c` context flag that adds pre-created context in the `./config/fabric/` directory to all Pattern queries.
 - _Jason Haddix_ for the idea of a stitch (chained Pattern) to filter content using a local model before sending on to a cloud model, i.e., cleaning customer data using `llama2` before sending on to `gpt-4` for analysis.
-- _Dani Goland_ for enhancing the Fabric Server (Mill) infrastructure by migrating to FastAPI, breaking the server into discrete pieces, and Dockerizing the entire thing.
-- _Andre Guerra_ for simplifying installation by getting us onto Poetry for virtual environment and dependency management.
+- _Andre Guerra_ for assisting with numerous components to make things simpler and more maintainable.
 
 ### Primary contributors
 
@@ -451,6 +718,14 @@ The content features a conversation between two individuals discussing various t
 <a href="https://github.com/sbehrens"><img src="https://avatars.githubusercontent.com/u/688589?v=4" title="Scott Behrens" width="50" height="50"></a>
 <a href="https://github.com/agu3rra"><img src="https://avatars.githubusercontent.com/u/10410523?v=4" title="Andre Guerra" width="50" height="50"></a>
 
+### Contributors
+
+<a href="https://github.com/danielmiessler/fabric/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=danielmiessler/fabric" />
+</a>
+
+Made with [contrib.rocks](https://contrib.rocks).
+
 `fabric` was created by <a href="https://danielmiessler.com/subscribe" target="_blank">Daniel Miessler</a> in January of 2024.
 <br /><br />
 <a href="https://twitter.com/intent/user?screen_name=danielmiessler">![X (formerly Twitter) Follow](https://img.shields.io/twitter/follow/danielmiessler)</a>

Web Interface MOD Readme Files/WEB V2 Install Guide.md

@@ -0,0 +1,215 @@
+# How to Install the Web Interface and PDF-to-Markdown
+
+If Fabric is already installed and you see fabric/web, go to step 3
+
+If fabric is not installed, ensure Go is installed https://go.dev/doc/install and node / npm for web https://nodejs.org/en/download.
+
+There are many ways to install fabric. Here's one approach that usually works well:
+
+## Step 1: clone the repo
+In terminal, from the parent directory where you want to install fabric:
+git clone https://github.com/danielmiessler/fabric.git
+
+## Step 2 : Install Fabric
+cd fabric
+go install github.com/danielmiessler/fabric@latest
+
+## Step 3: Install GUI
+Navigate to the web directory and install dependencies:
+
+cd web
+
+npm install
+
+npx svelte-kit sync
+
+## Step 4: Install PDF-to-Markdown
+Install the PDF conversion components in the correct order:
+cd web
+# Install dependencies in this specific order
+
+npm install -D patch-package
+
+npm install -D pdfjs-dist@2.5.207
+
+npm install -D github:jzillmann/pdf-to-markdown#modularize
+
+
+No build step is required after installation.
+
+## Step 5: Update Shell Configuration if not already done from your fabric installation
+For Mac/Linux users:
+
+Add environment variables to your ~/.bashrc (Linux) or ~/.zshrc (Mac) file:
+
+# For Intel-based Macs or Linux
+export GOROOT=/usr/local/go
+export GOPATH=$HOME/go
+export PATH=$GOPATH/bin:$GOROOT/bin:$HOME/.local/bin:$PATH
+
+# For Apple Silicon Macs
+export GOROOT=$(brew --prefix go)/libexec
+export GOPATH=$HOME/go
+export PATH=$GOPATH/bin:$GOROOT/bin:$HOME/.local/bin:$PATH
+
+REFER TO OFFICIAL FABRIC README.MD FILE FOR OTHER OPERATING SYSTEMS
+
+Step 5: Create Aliases for Patterns
+Add the following to your .zshrc or .bashrc file to create shorter commands:
+
+```bash
+
+# The following three lines of code are path examples, replace with your actual path.
+
+# Add fabric to PATH
+export PATH="/Users/USERNAME/Documents/fabric:$PATH"
+
+# Define the base directory for Obsidian notes
+obsidian_base="/Users/USERNAME/Documents/fabric/web/myfiles/Fabric_obsidian"
+
+# Define the patterns directory
+patterns_dir="/Users/USERNAME/Documents/fabric/patterns"
+
+
+# Loop through all files in the ~/.config/fabric/patterns directory
+
+for pattern_file in ~/.config/fabric/patterns/*; do
+    # Get the base name of the file
+    pattern_name=$(basename "$pattern_file")
+
+    # Unalias any existing alias with the same name
+    unalias "$pattern_name" 2>/dev/null
+
+    # Define a function dynamically for each pattern
+    eval "
+    $pattern_name() {
+        local title=\$1
+        local date_stamp=\$(date +'%Y-%m-%d')
+        local output_path=\"\$obsidian_base/\${date_stamp}-\${title}.md\"
+
+        # Check if a title was provided
+        if [ -n \"\$title\" ]; then
+            # If a title is provided, use the output path
+            fabric --pattern \"$pattern_name\" -o \"\$output_path\"
+        else
+            # If no title is provided, use --stream
+            fabric --pattern \"$pattern_name\" --stream
+        fi
+    }
+    "
+done
+
+# YouTube shortcut function
+yt() {
+    local video_link="$1"
+    fabric -y "$video_link" --transcript
+}
+
+
+After modifying your shell configuration file, apply the changes:
+
+source ~/.zshrc  # or source ~/.bashrc for Linux
+
+Step 6: Run Fabric Setup
+Initialize fabric configuration:
+
+fabric --setup
+
+Step 7: Launch the Web Interface
+Open two terminal windows and navigate to the web folder:
+
+Terminal 1: Start the Fabric API Server
+fabric --serve
+
+Terminal 2: Start the Development Server
+npm run dev
+
+
+If you get an ** ERROR **.
+It would be much appreciated that you copy /paste your error in your favorite LLM before opening a ticket, 90% of the time your llm will point you to the solution.
+
+Also if you modify patterns, descriptions or tags in  Pattern_Descriptions/pattern_descriptions.json, make sure to copy the file over in  web/static/data/pattern_descriptions.json  
+
+_____   ______   ______
+
+OPTIONAL: Create Start/Stop Scripts 
+You can create scripts to start/stop both servers at once.
+
+### For Mac Users
+When creating scripts on Mac using TextEdit:
+
+1. Open TextEdit
+2. **IMPORTANT:** Select "Format > Make Plain Text" from the menu BEFORE pasting any code
+3. Paste the script content, follow instructions below ((Mac example)).
+
+
+### For Windows Users
+When creating scripts on Windows:
+
+1. Use Notepad or a code editor like VS Code
+2. Paste the script content
+3. Save the file with the appropriate extension
+4. Ensure line endings are set to LF (not CRLF) for bash scripts
+
+ACTUAL SCRIPTS (Mac example)
+
+Start Script 
+1. Create a new file named start-fabric.command on your Desktop:
+
+#!/bin/bash
+
+# Change to the fabric web directory
+cd "$HOME/Documents/Github/fabric/web"
+
+# Start fabric serve in the background
+osascript -e 'tell application "Terminal" to do script "cd '$HOME'/Documents/Github/fabric/web && fabric --serve; exit"'
+
+# Wait a moment to ensure the fabric server starts
+sleep 2
+
+# Start npm development server in a new terminal
+osascript -e 'tell application "Terminal" to do script "cd '$HOME'/Documents/Github/fabric/web && npm run dev; exit"'
+
+# Close this script's terminal window after starting servers
+echo "Fabric servers started!"
+sleep 1
+osascript -e 'tell application "Terminal" to close (every window whose name contains ".command")' &
+exit
+
+Stop Script
+
+2. Create a new file named stop-fabric.command on your Desktop:
+
+#!/bin/bash
+
+# Kill the npm dev server
+pkill -f "node.*dev"
+
+# Kill the fabric server
+pkill -f "fabric --serve"
+
+# Force quit Terminal entirely and restart it
+osascript <<EOD
+tell application "Terminal" to quit
+delay 1
+tell application "Terminal" to activate
+EOD
+
+echo "Fabric servers stopped!"
+sleep 1
+
+# This script's terminal will already be closed by the quit command above
+exit
+
+3. Make both scripts executable:
+chmod +x ~/Desktop/start-fabric.command
+chmod +x ~/Desktop/stop-fabric.command
+
+You can customize with icons by finding suitable .icns files, right-clicking each .command file, selecting "Get Info", and dragging your icon file onto the small icon in the top-left corner.
+
+Note: You might need to allow the scripts to execute in your security settings by going to System Preferences → Security & Privacy after trying to run them the first time.
+
+
+
+## 🎥 Demo Video
+https://youtu.be/XMzjgqvdltM

Web Interface MOD Readme Files/pr-1284-update.md

@@ -0,0 +1,295 @@
+This Cummulative PR adds several Web UI and functionality improvements to make pattern selection more intuitive with the addition of pattern descriptions, ability to save favorite patterns, a Pattern TAG system, powerful multilingual capabilities, PDF-to-markdown functionnalities, a help reference section, more robust Youtube processing and a variety of other ui improvements. 
+
+## 🎥 Demo Video
+https://youtu.be/XMzjgqvdltM
+
+
+
+## 🌟 Key Features
+
+### 1. Web UI and Pattern Selection Improvements
+- Pattern Descriptions
+- Pattern Tags
+- Pattern Favourites
+- Pattern Search bar
+- PDF to markdown (pdf as pattern input)
+- Better handling of Youtube url
+- Multilingual Support
+- Web UI refinements for clearer interaction
+- Help section via modal  
+
+### 2. Multilingual Support System
+- Seamless language switching via UI dropdown 
+- Persistent language state management
+- Pattern processing now use the selected language seamlessly
+
+### 3. YouTube Integration Enhancement
+- Robust language handling for YouTube transcript processing
+- Chunk-based language maintenance for long transcripts
+- Consistent language output throughout transcript analysis
+
+### 4. Enhanced Tag Management Integration
+
+The tag filtering system has been deeply integrated into the Pattern Selection interface through several UI enhancements:
+
+1. **Dual-Position Tag Panel**
+   - Sliding panel positioned to the right of pattern modal
+   - Dynamic toggle button that adapts position and text based on panel state
+   - Smooth transitions for opening/closing animations
+
+2. **Tag Selection Visibility**
+   - New dedicated tag display section in pattern modal
+   - Visual separation through subtle background styling
+   - Immediate feedback showing selected tags with comma separation
+   - Inline reset capability for quick tag clearing
+
+3. **Improved User Experience**
+   - Clear visual hierarchy between pattern list and tag filtering
+   - Multiple ways to manage tags (panel or quick reset)
+   - Consistent styling with existing design language
+   - Space-efficient tag brick layout in 3-column grid
+
+4. **Technical Implementation**
+   - Reactive tag state management
+   - Efficient tag filtering logic
+   - Proper event dispatching between components
+   - Maintained accessibility standards
+   - Responsive design considerations
+
+
+5. **PDF to Markdown conversion functionality for the web interface**
+- Automatic detection and processing of PDF files in chat
+- Conversion to markdown format for LLM processing
+- Installation instructions from the pdf-to-markdown repository
+
+The PDF conversion module has been integrated in the svelte web browser interface. Once installed, it will automatically detect pdf files in the chat interface and convert them to markdown 
+
+
+## HOW TO INSTALL PDF-TO-MARKDOWN
+If you need to update the web component follow the instructions in "Web Interface MOD Readme Files/WEB V2 Install Guide.md".  
+
+Assuming your web install is up to date and web svelte config complete, you can simply follow these steps to add Pdf-to-mardown. 
+
+# FROM FABRIC ROOT DIRECTORY
+  cd .. web
+
+# Install in this sequence: 
+# Step 1
+npm install -D patch-package
+# Step 2
+npm install -D pdfjs-dist@2.5.207
+# Step 3
+npm install -D github:jzillmann/pdf-to-markdown#modularize
+
+These enhancements create a more intuitive and efficient pattern discovery experience, allowing users to quickly filter and find relevant patterns while maintaining a clean, modern interface.
+
+
+## 🛠 Technical Implementation
+
+### Language Support Architecture
+```typescript
+// Language state management
+export const languageStore = writable<string>('');
+
+// Chat input language detection
+if (qualifier === 'fr') {
+  languageStore.set('fr');
+  userInput = userInput.replace(/--fr\s*/, '');
+}
+
+// Service layer integration
+const language = get(languageStore) || 'en';
+const languageInstruction = language !== 'en' 
+  ? `. Please use the language '${language}' for the output.` 
+  : '';
+```
+
+### YouTube Processing Enhancement
+```typescript
+// Process stream with language instruction per chunk
+await chatService.processStream(
+  stream,
+  (content: string, response?: StreamResponse) => {
+    if (currentLanguage !== 'en') {
+      content = `${content}. Please use the language '${currentLanguage}' for the output.`;
+    }
+    // Update messages...
+  }
+);
+```
+# Pattern Descriptions and Tags Management
+
+This document explains the complete workflow for managing pattern descriptions and tags, including how to process new patterns and maintain metadata.
+
+## System Overview
+
+The pattern system follows this hierarchy:
+1. `~/.config/fabric/patterns/` directory: The source of truth for available patterns
+2. `pattern_extracts.json`: Contains first 500 words of each pattern for reference
+3. `pattern_descriptions.json`: Stores pattern metadata (descriptions and tags)
+4. `web/static/data/pattern_descriptions.json`: Web-accessible copy for the interface
+
+## Pattern Processing Workflow
+
+### 1. Adding New Patterns
+- Add patterns to `~/.config/fabric/patterns/`
+- Run extract_patterns.py to process new additions:
+  ```bash
+  python extract_patterns.py
+
+The Python Script automatically:
+- Creates pattern extracts for reference
+- Adds placeholder entries in descriptions file
+- Syncs to web interface
+
+### 2. Pattern Extract Creation
+The script extracts first 500 words from each pattern's system.md file to:
+
+- Provide context for writing descriptions
+- Maintain reference material
+- Aid in pattern categorization
+
+### 3. Description and Tag Management
+Pattern descriptions and tags are managed in pattern_descriptions.json:
+
+
+{
+  "patterns": [
+    {
+      "patternName": "pattern_name",
+      "description": "[Description pending]",
+      "tags": []
+    }
+  ]
+}
+
+
+## Completing Pattern Metadata
+
+### Writing Descriptions
+1. Check pattern_descriptions.json for "[Description pending]" entries
+2. Reference pattern_extracts.json for context
+
+3. How to update Pattern short descriptions (one sentence). 
+
+You can update your descriptions in pattern_descriptions.json manually or using LLM assistance (prefered approach). 
+
+Tell AI to look for "Description pending" entries in this file and write a short description based on the extract info in the pattern_extracts.json file. You can also ask your LLM to add tags for those newly added patterns, using other patterns tag assignments as example.    
+
+### Managing Tags
+1. Add appropriate tags to new patterns
+2. Update existing tags as needed
+3. Tags are stored as arrays: ["TAG1", "TAG2"]
+4. Edit pattern_descriptions.json directly to modify tags
+5. Make tags your own. You can delete, replace, amend existing tags.
+
+## File Synchronization
+
+The script maintains synchronization between:
+- Local pattern_descriptions.json
+- Web interface copy in static/data/
+- No manual file copying needed
+
+## Best Practices
+
+1. Run extract_patterns.py when:
+   - Adding new patterns
+   - Updating existing patterns
+   - Modifying pattern structure
+
+2. Description Writing:
+   - Use pattern extracts for context
+   - Keep descriptions clear and concise
+   - Focus on pattern purpose and usage
+
+3. Tag Management:
+   - Use consistent tag categories
+   - Apply multiple tags when relevant
+   - Update tags to reflect pattern evolution
+
+## Troubleshooting
+
+If patterns are not showing in the web interface:
+1. Verify pattern_descriptions.json format
+2. Check web static copy exists
+3. Ensure proper file permissions
+4. Run extract_patterns.py to resync
+
+## File Structure
+
+fabric/
+├── patterns/                     # Pattern source files
+├── PATTERN_DESCRIPTIONS/
+│   ├── extract_patterns.py      # Pattern processing script
+│   ├── pattern_extracts.json    # Pattern content references
+│   └── pattern_descriptions.json # Pattern metadata
+└── web/
+    └── static/
+        └── data/
+            └── pattern_descriptions.json # Web interface copy
+
+
+
+
+
+## 🎯 Usage Examples
+
+### 1. Using Language Qualifiers
+```
+User: What is the weather?
+AI: The weather information...
+
+User: --fr What is the weather?
+AI: Voici les informations météo...
+```
+
+### 2. Global Settings
+1. Select language from dropdown
+2. All interactions use selected language
+3. Automatic reset to English after each message
+
+### 3. YouTube Analysis
+```
+User: Analyze this YouTube video --fr
+AI: [Provides analysis in French, maintaining language throughout the transcript]
+```
+
+## 💡 Key Benefits
+
+1. **Enhanced User Experience**
+   - Intuitive language switching
+   - Consistent language handling
+   - Seamless integration with existing features
+
+2. **Robust Implementation**
+   - Simple yet powerful design
+   - No complex language detection needed
+   - Direct AI instruction approach
+
+3. **Maintainable Architecture**
+   - Clean separation of concerns
+   - Stateful language management
+   - Easy to extend for new languages
+
+4. **YouTube Integration**
+   - Handles long transcripts effectively
+   - Maintains language consistency
+   - Robust chunk processing
+
+## 🔄 Implementation Notes
+
+1. **State Management**
+   - Language persists until changed
+   - Resets to English after each message
+   - Handles UI state updates efficiently
+
+2. **Error Handling**
+   - Invalid qualifiers are ignored
+   - Unknown languages default to English
+   - Proper store reset on errors
+
+3. **Best Practices**
+   - Clear language instructions
+   - Consistent state management
+   - Robust error handling
+

cli/README.md

@@ -0,0 +1,77 @@
+# YAML Configuration Support
+
+## Overview
+
+Fabric now supports YAML configuration files for commonly used options. This allows users to persist settings and share configurations across multiple runs.
+
+## Usage
+
+Use the `--config` flag to specify a YAML configuration file:
+
+```bash
+fabric --config ~/.config/fabric/config.yaml "Tell me about APIs"
+```
+
+## Configuration Precedence
+
+1. CLI flags (highest priority)
+2. YAML config values
+3. Default values (lowest priority)
+
+## Supported Configuration Options
+
+```yaml
+# Model selection
+model: gpt-4
+modelContextLength: 4096
+
+# Model parameters
+temperature: 0.7
+topp: 0.9
+presencepenalty: 0.0
+frequencypenalty: 0.0
+seed: 42
+
+# Pattern selection
+pattern: analyze  # Use pattern name or filename
+
+# Feature flags
+stream: true
+raw: false
+```
+
+## Rules and Behavior
+
+- Only long flag names are supported in YAML (e.g., `temperature` not `-t`)
+- CLI flags always override YAML values
+- Unknown YAML declarations are ignored
+- If a declaration appears multiple times in YAML, the last one wins
+- The order of YAML declarations doesn't matter
+
+## Type Conversions
+
+The following string-to-type conversions are supported:
+
+- String to number: `"42"` → `42`
+- String to float: `"42.5"` → `42.5`
+- String to boolean: `"true"` → `true`
+
+## Example Config
+
+```yaml
+# ~/.config/fabric/config.yaml
+model: gpt-4
+temperature: 0.8
+pattern: analyze
+stream: true
+topp: 0.95
+presencepenalty: 0.1
+frequencypenalty: 0.2
+```
+
+## CLI Override Example
+
+```bash
+# Override temperature from config
+fabric --config ~/.config/fabric/config.yaml --temperature 0.9 "Query"
+```

cli/cli.go

@@ -0,0 +1,356 @@
+package cli
+
+import (
+	"encoding/json"
+	"fmt"
+	"os"
+	"path/filepath"
+	"strconv"
+	"strings"
+
+	"github.com/danielmiessler/fabric/plugins/tools/youtube"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/danielmiessler/fabric/core"
+	"github.com/danielmiessler/fabric/plugins/ai"
+	"github.com/danielmiessler/fabric/plugins/db/fsdb"
+	"github.com/danielmiessler/fabric/plugins/tools/converter"
+	"github.com/danielmiessler/fabric/restapi"
+)
+
+// Cli Controls the cli. It takes in the flags and runs the appropriate functions
+func Cli(version string) (err error) {
+	var currentFlags *Flags
+	if currentFlags, err = Init(); err != nil {
+		return
+	}
+
+	if currentFlags.Version {
+		fmt.Println(version)
+		return
+	}
+
+	var homedir string
+	if homedir, err = os.UserHomeDir(); err != nil {
+		return
+	}
+
+	fabricDb := fsdb.NewDb(filepath.Join(homedir, ".config/fabric"))
+
+	if err = fabricDb.Configure(); err != nil {
+		if !currentFlags.Setup {
+			println(err.Error())
+			currentFlags.Setup = true
+		}
+	}
+
+	var registry *core.PluginRegistry
+	if registry, err = core.NewPluginRegistry(fabricDb); err != nil {
+		return
+	}
+
+	// if the setup flag is set, run the setup function
+	if currentFlags.Setup {
+		err = registry.Setup()
+		return
+	}
+
+	if currentFlags.Serve {
+		registry.ConfigureVendors()
+		err = restapi.Serve(registry, currentFlags.ServeAddress, currentFlags.ServeAPIKey)
+		return
+	}
+
+	if currentFlags.ServeOllama {
+		registry.ConfigureVendors()
+		err = restapi.ServeOllama(registry, currentFlags.ServeAddress, version)
+		return
+	}
+
+	if currentFlags.UpdatePatterns {
+		err = registry.PatternsLoader.PopulateDB()
+		return
+	}
+
+	if currentFlags.ChangeDefaultModel {
+		if err = registry.Defaults.Setup(); err != nil {
+			return
+		}
+		err = registry.SaveEnvFile()
+		return
+	}
+
+	if currentFlags.LatestPatterns != "0" {
+		var parsedToInt int
+		if parsedToInt, err = strconv.Atoi(currentFlags.LatestPatterns); err != nil {
+			return
+		}
+
+		if err = fabricDb.Patterns.PrintLatestPatterns(parsedToInt); err != nil {
+			return
+		}
+		return
+	}
+
+	if currentFlags.ListPatterns {
+		err = fabricDb.Patterns.ListNames()
+		return
+	}
+
+	if currentFlags.ListAllModels {
+		var models *ai.VendorsModels
+		if models, err = registry.VendorManager.GetModels(); err != nil {
+			return
+		}
+		models.Print()
+		return
+	}
+
+	if currentFlags.ListAllContexts {
+		err = fabricDb.Contexts.ListNames()
+		return
+	}
+
+	if currentFlags.ListAllSessions {
+		err = fabricDb.Sessions.ListNames()
+		return
+	}
+
+	if currentFlags.WipeContext != "" {
+		err = fabricDb.Contexts.Delete(currentFlags.WipeContext)
+		return
+	}
+
+	if currentFlags.WipeSession != "" {
+		err = fabricDb.Sessions.Delete(currentFlags.WipeSession)
+		return
+	}
+
+	if currentFlags.PrintSession != "" {
+		err = fabricDb.Sessions.PrintSession(currentFlags.PrintSession)
+		return
+	}
+
+	if currentFlags.PrintContext != "" {
+		err = fabricDb.Contexts.PrintContext(currentFlags.PrintContext)
+		return
+	}
+
+	if currentFlags.HtmlReadability {
+		if msg, cleanErr := converter.HtmlReadability(currentFlags.Message); cleanErr != nil {
+			fmt.Println("use original input, because can't apply html readability", err)
+		} else {
+			currentFlags.Message = msg
+		}
+	}
+
+	if currentFlags.ListExtensions {
+		err = registry.TemplateExtensions.ListExtensions()
+		return
+	}
+
+	if currentFlags.AddExtension != "" {
+		err = registry.TemplateExtensions.RegisterExtension(currentFlags.AddExtension)
+		return
+	}
+
+	if currentFlags.RemoveExtension != "" {
+		err = registry.TemplateExtensions.RemoveExtension(currentFlags.RemoveExtension)
+		return
+	}
+
+	if currentFlags.ListStrategies {
+		err = registry.Strategies.ListStrategies()
+		return
+	}
+
+	if currentFlags.ListVendors {
+		err = registry.ListVendors(os.Stdout)
+		return
+	}
+
+	// if the interactive flag is set, run the interactive function
+	// if currentFlags.Interactive {
+	// 	interactive.Interactive()
+	// }
+
+	// if none of the above currentFlags are set, run the initiate chat function
+
+	var messageTools string
+
+	if currentFlags.YouTube != "" {
+		if !registry.YouTube.IsConfigured() {
+			err = fmt.Errorf("YouTube is not configured, please run the setup procedure")
+			return
+		}
+
+		var videoId string
+		var playlistId string
+		if videoId, playlistId, err = registry.YouTube.GetVideoOrPlaylistId(currentFlags.YouTube); err != nil {
+			return
+		} else if (videoId == "" || currentFlags.YouTubePlaylist) && playlistId != "" {
+			if currentFlags.Output != "" {
+				err = registry.YouTube.FetchAndSavePlaylist(playlistId, currentFlags.Output)
+			} else {
+				var videos []*youtube.VideoMeta
+				if videos, err = registry.YouTube.FetchPlaylistVideos(playlistId); err != nil {
+					err = fmt.Errorf("error fetching playlist videos: %v", err)
+					return
+				}
+
+				for _, video := range videos {
+					var message string
+					if message, err = processYoutubeVideo(currentFlags, registry, video.Id); err != nil {
+						return
+					}
+
+					if !currentFlags.IsChatRequest() {
+						if err = WriteOutput(message, fmt.Sprintf("%v.md", video.TitleNormalized)); err != nil {
+							return
+						}
+					} else {
+						messageTools = AppendMessage(messageTools, message)
+					}
+				}
+			}
+			return
+		}
+
+		if messageTools, err = processYoutubeVideo(currentFlags, registry, videoId); err != nil {
+			return
+		}
+		if !currentFlags.IsChatRequest() {
+			err = currentFlags.WriteOutput(messageTools)
+			return
+		}
+	}
+
+	if (currentFlags.ScrapeURL != "" || currentFlags.ScrapeQuestion != "") && registry.Jina.IsConfigured() {
+		// Check if the scrape_url flag is set and call ScrapeURL
+		if currentFlags.ScrapeURL != "" {
+			var website string
+			if website, err = registry.Jina.ScrapeURL(currentFlags.ScrapeURL); err != nil {
+				return
+			}
+			messageTools = AppendMessage(messageTools, website)
+		}
+
+		// Check if the scrape_question flag is set and call ScrapeQuestion
+		if currentFlags.ScrapeQuestion != "" {
+			var website string
+			if website, err = registry.Jina.ScrapeQuestion(currentFlags.ScrapeQuestion); err != nil {
+				return
+			}
+
+			messageTools = AppendMessage(messageTools, website)
+		}
+
+		if !currentFlags.IsChatRequest() {
+			err = currentFlags.WriteOutput(messageTools)
+			return
+		}
+	}
+
+	if messageTools != "" {
+		currentFlags.AppendMessage(messageTools)
+	}
+
+	var chatter *core.Chatter
+	if chatter, err = registry.GetChatter(currentFlags.Model, currentFlags.ModelContextLength, currentFlags.Strategy, currentFlags.Stream, currentFlags.DryRun); err != nil {
+		return
+	}
+
+	var session *fsdb.Session
+	var chatReq *common.ChatRequest
+	if chatReq, err = currentFlags.BuildChatRequest(strings.Join(os.Args[1:], " ")); err != nil {
+		return
+	}
+
+	if chatReq.Language == "" {
+		chatReq.Language = registry.Language.DefaultLanguage.Value
+	}
+	if session, err = chatter.Send(chatReq, currentFlags.BuildChatOptions()); err != nil {
+		return
+	}
+
+	result := session.GetLastMessage().Content
+
+	if !currentFlags.Stream {
+		// print the result if it was not streamed already
+		fmt.Println(result)
+	}
+
+	// if the copy flag is set, copy the message to the clipboard
+	if currentFlags.Copy {
+		if err = CopyToClipboard(result); err != nil {
+			return
+		}
+	}
+
+	// if the output flag is set, create an output file
+	if currentFlags.Output != "" {
+		if currentFlags.OutputSession {
+			sessionAsString := session.String()
+			err = CreateOutputFile(sessionAsString, currentFlags.Output)
+		} else {
+			err = CreateOutputFile(result, currentFlags.Output)
+		}
+	}
+	return
+}
+
+func processYoutubeVideo(
+	flags *Flags, registry *core.PluginRegistry, videoId string) (message string, err error) {
+
+	if (!flags.YouTubeComments && !flags.YouTubeMetadata) || flags.YouTubeTranscript || flags.YouTubeTranscriptWithTimestamps {
+		var transcript string
+		var language = "en"
+		if flags.Language != "" || registry.Language.DefaultLanguage.Value != "" {
+			if flags.Language != "" {
+				language = flags.Language
+			} else {
+				language = registry.Language.DefaultLanguage.Value
+			}
+		}
+		if flags.YouTubeTranscriptWithTimestamps {
+			if transcript, err = registry.YouTube.GrabTranscriptWithTimestamps(videoId, language); err != nil {
+				return
+			}
+		} else {
+			if transcript, err = registry.YouTube.GrabTranscript(videoId, language); err != nil {
+				return
+			}
+		}
+		message = AppendMessage(message, transcript)
+	}
+
+	if flags.YouTubeComments {
+		var comments []string
+		if comments, err = registry.YouTube.GrabComments(videoId); err != nil {
+			return
+		}
+
+		commentsString := strings.Join(comments, "\n")
+
+		message = AppendMessage(message, commentsString)
+	}
+
+	if flags.YouTubeMetadata {
+		var metadata *youtube.VideoMetadata
+		if metadata, err = registry.YouTube.GrabMetadata(videoId); err != nil {
+			return
+		}
+		metadataJson, _ := json.MarshalIndent(metadata, "", "  ")
+		message = AppendMessage(message, string(metadataJson))
+	}
+
+	return
+}
+
+func WriteOutput(message string, outputFile string) (err error) {
+	fmt.Println(message)
+	if outputFile != "" {
+		err = CreateOutputFile(message, outputFile)
+	}
+	return
+}

cli/cli_test.go

@@ -0,0 +1,21 @@
+package cli
+
+import (
+	"os"
+	"testing"
+
+	"github.com/danielmiessler/fabric/core"
+
+	"github.com/stretchr/testify/assert"
+)
+
+func TestCli(t *testing.T) {
+	t.Skip("Skipping test for now, collision with flag -t")
+	originalArgs := os.Args
+	defer func() { os.Args = originalArgs }()
+
+	os.Args = []string{os.Args[0]}
+	err := Cli("test")
+	assert.Error(t, err)
+	assert.Equal(t, core.NoSessionPatternUserMessages, err.Error())
+}

cli/example.yaml

@@ -0,0 +1,21 @@
+#this is an example yaml config file for fabric
+
+# use fabric pattern names
+pattern: ai
+
+# or use a filename
+# pattern: ~/testpattern.md
+
+model: phi3:latest
+
+# for models that support context length
+modelContextLength: 2048
+
+frequencypenalty: 0.5
+presencepenalty: 0.5
+topp: 0.67
+temperature: 0.88
+seed: 42
+
+stream: true
+raw: false

cli/flags.go

@@ -0,0 +1,360 @@
+package cli
+
+import (
+	"bufio"
+	"errors"
+	"fmt"
+	"io"
+	"os"
+	"reflect"
+	"strconv"
+	"strings"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/jessevdk/go-flags"
+	goopenai "github.com/sashabaranov/go-openai"
+	"golang.org/x/text/language"
+	"gopkg.in/yaml.v2"
+)
+
+// Flags create flags struct. the users flags go into this, this will be passed to the chat struct in cli
+type Flags struct {
+	Pattern                         string            `short:"p" long:"pattern" yaml:"pattern" description:"Choose a pattern from the available patterns" default:""`
+	PatternVariables                map[string]string `short:"v" long:"variable" description:"Values for pattern variables, e.g. -v=#role:expert -v=#points:30"`
+	Context                         string            `short:"C" long:"context" description:"Choose a context from the available contexts" default:""`
+	Session                         string            `long:"session" description:"Choose a session from the available sessions"`
+	Attachments                     []string          `short:"a" long:"attachment" description:"Attachment path or URL (e.g. for OpenAI image recognition messages)"`
+	Setup                           bool              `short:"S" long:"setup" description:"Run setup for all reconfigurable parts of fabric"`
+	Temperature                     float64           `short:"t" long:"temperature" yaml:"temperature" description:"Set temperature" default:"0.7"`
+	TopP                            float64           `short:"T" long:"topp" yaml:"topp" description:"Set top P" default:"0.9"`
+	Stream                          bool              `short:"s" long:"stream" yaml:"stream" description:"Stream"`
+	PresencePenalty                 float64           `short:"P" long:"presencepenalty" yaml:"presencepenalty" description:"Set presence penalty" default:"0.0"`
+	Raw                             bool              `short:"r" long:"raw" yaml:"raw" description:"Use the defaults of the model without sending chat options (like temperature etc.) and use the user role instead of the system role for patterns."`
+	FrequencyPenalty                float64           `short:"F" long:"frequencypenalty" yaml:"frequencypenalty" description:"Set frequency penalty" default:"0.0"`
+	ListPatterns                    bool              `short:"l" long:"listpatterns" description:"List all patterns"`
+	ListAllModels                   bool              `short:"L" long:"listmodels" description:"List all available models"`
+	ListAllContexts                 bool              `short:"x" long:"listcontexts" description:"List all contexts"`
+	ListAllSessions                 bool              `short:"X" long:"listsessions" description:"List all sessions"`
+	UpdatePatterns                  bool              `short:"U" long:"updatepatterns" description:"Update patterns"`
+	Message                         string            `hidden:"true" description:"Messages to send to chat"`
+	Copy                            bool              `short:"c" long:"copy" description:"Copy to clipboard"`
+	Model                           string            `short:"m" long:"model" yaml:"model" description:"Choose model"`
+	ModelContextLength              int               `long:"modelContextLength" yaml:"modelContextLength" description:"Model context length (only affects ollama)"`
+	Output                          string            `short:"o" long:"output" description:"Output to file" default:""`
+	OutputSession                   bool              `long:"output-session" description:"Output the entire session (also a temporary one) to the output file"`
+	LatestPatterns                  string            `short:"n" long:"latest" description:"Number of latest patterns to list" default:"0"`
+	ChangeDefaultModel              bool              `short:"d" long:"changeDefaultModel" description:"Change default model"`
+	YouTube                         string            `short:"y" long:"youtube" description:"YouTube video or play list \"URL\" to grab transcript, comments from it and send to chat or print it put to the console and store it in the output file"`
+	YouTubePlaylist                 bool              `long:"playlist" description:"Prefer playlist over video if both ids are present in the URL"`
+	YouTubeTranscript               bool              `long:"transcript" description:"Grab transcript from YouTube video and send to chat (it is used per default)."`
+	YouTubeTranscriptWithTimestamps bool              `long:"transcript-with-timestamps" description:"Grab transcript from YouTube video with timestamps and send to chat"`
+	YouTubeComments                 bool              `long:"comments" description:"Grab comments from YouTube video and send to chat"`
+	YouTubeMetadata                 bool              `long:"metadata" description:"Output video metadata"`
+	Language                        string            `short:"g" long:"language" description:"Specify the Language Code for the chat, e.g. -g=en -g=zh" default:""`
+	ScrapeURL                       string            `short:"u" long:"scrape_url" description:"Scrape website URL to markdown using Jina AI"`
+	ScrapeQuestion                  string            `short:"q" long:"scrape_question" description:"Search question using Jina AI"`
+	Seed                            int               `short:"e" long:"seed" yaml:"seed" description:"Seed to be used for LMM generation"`
+	WipeContext                     string            `short:"w" long:"wipecontext" description:"Wipe context"`
+	WipeSession                     string            `short:"W" long:"wipesession" description:"Wipe session"`
+	PrintContext                    string            `long:"printcontext" description:"Print context"`
+	PrintSession                    string            `long:"printsession" description:"Print session"`
+	HtmlReadability                 bool              `long:"readability" description:"Convert HTML input into a clean, readable view"`
+	InputHasVars                    bool              `long:"input-has-vars" description:"Apply variables to user input"`
+	DryRun                          bool              `long:"dry-run" description:"Show what would be sent to the model without actually sending it"`
+	Serve                           bool              `long:"serve" description:"Serve the Fabric Rest API"`
+	ServeOllama                     bool              `long:"serveOllama" description:"Serve the Fabric Rest API with ollama endpoints"`
+	ServeAddress                    string            `long:"address" description:"The address to bind the REST API" default:":8080"`
+	ServeAPIKey                     string            `long:"api-key" description:"API key used to secure server routes" default:""`
+	Config                          string            `long:"config" description:"Path to YAML config file"`
+	Version                         bool              `long:"version" description:"Print current version"`
+	ListExtensions                  bool              `long:"listextensions" description:"List all registered extensions"`
+	AddExtension                    string            `long:"addextension" description:"Register a new extension from config file path"`
+	RemoveExtension                 string            `long:"rmextension" description:"Remove a registered extension by name"`
+	Strategy                        string            `long:"strategy" description:"Choose a strategy from the available strategies" default:""`
+	ListStrategies                  bool              `long:"liststrategies" description:"List all strategies"`
+	ListVendors                     bool              `long:"listvendors" description:"List all vendors"`
+}
+
+var debug = false
+
+func Debugf(format string, a ...interface{}) {
+	if debug {
+		fmt.Printf("DEBUG: "+format, a...)
+	}
+}
+
+// Init Initialize flags. returns a Flags struct and an error
+func Init() (ret *Flags, err error) {
+	// Track which yaml-configured flags were set on CLI
+	usedFlags := make(map[string]bool)
+	yamlArgsScan := os.Args[1:]
+
+	// Get list of fields that have yaml tags, could be in yaml config
+	yamlFields := make(map[string]bool)
+	t := reflect.TypeOf(Flags{})
+	for i := 0; i < t.NumField(); i++ {
+		if yamlTag := t.Field(i).Tag.Get("yaml"); yamlTag != "" {
+			yamlFields[yamlTag] = true
+			//Debugf("Found yaml-configured field: %s\n", yamlTag)
+		}
+	}
+
+	// Scan args for that are provided by cli and might be in yaml
+	for _, arg := range yamlArgsScan {
+		if strings.HasPrefix(arg, "--") {
+			flag := strings.TrimPrefix(arg, "--")
+			if i := strings.Index(flag, "="); i > 0 {
+				flag = flag[:i]
+			}
+			if yamlFields[flag] {
+				usedFlags[flag] = true
+				Debugf("CLI flag used: %s\n", flag)
+			}
+		}
+	}
+
+	// Parse CLI flags first
+	ret = &Flags{}
+	parser := flags.NewParser(ret, flags.Default)
+	var args []string
+	if args, err = parser.Parse(); err != nil {
+		return
+	}
+
+	// If config specified, load and apply YAML for unused flags
+	if ret.Config != "" {
+		var yamlFlags *Flags
+		if yamlFlags, err = loadYAMLConfig(ret.Config); err != nil {
+			return
+		}
+
+		// Apply YAML values where CLI flags weren't used
+		flagsVal := reflect.ValueOf(ret).Elem()
+		yamlVal := reflect.ValueOf(yamlFlags).Elem()
+		flagsType := flagsVal.Type()
+
+		for i := 0; i < flagsType.NumField(); i++ {
+			field := flagsType.Field(i)
+			if yamlTag := field.Tag.Get("yaml"); yamlTag != "" {
+				if !usedFlags[yamlTag] {
+					flagField := flagsVal.Field(i)
+					yamlField := yamlVal.Field(i)
+					if flagField.CanSet() {
+						if yamlField.Type() != flagField.Type() {
+							if err := assignWithConversion(flagField, yamlField); err != nil {
+								Debugf("Type conversion failed for %s: %v\n", yamlTag, err)
+								continue
+							}
+						} else {
+							flagField.Set(yamlField)
+						}
+						Debugf("Applied YAML value for %s: %v\n", yamlTag, yamlField.Interface())
+					}
+				}
+			}
+		}
+	}
+
+	// Handle stdin and messages
+	// Handle stdin and messages
+	info, _ := os.Stdin.Stat()
+	pipedToStdin := (info.Mode() & os.ModeCharDevice) == 0
+
+	// Append positional arguments to the message (custom message)
+	if len(args) > 0 {
+		ret.Message = AppendMessage(ret.Message, args[len(args)-1])
+	}
+
+	if pipedToStdin {
+		var pipedMessage string
+		if pipedMessage, err = readStdin(); err != nil {
+			return
+		}
+		ret.Message = AppendMessage(ret.Message, pipedMessage)
+	}
+	return
+}
+
+func assignWithConversion(targetField, sourceField reflect.Value) error {
+	// Handle string source values
+	if sourceField.Kind() == reflect.String {
+		str := sourceField.String()
+		switch targetField.Kind() {
+		case reflect.Int:
+			// Try parsing as float first to handle "42.9" -> 42
+			if val, err := strconv.ParseFloat(str, 64); err == nil {
+				targetField.SetInt(int64(val))
+				return nil
+			}
+			// Try direct int parse
+			if val, err := strconv.ParseInt(str, 10, 64); err == nil {
+				targetField.SetInt(val)
+				return nil
+			}
+		case reflect.Float64:
+			if val, err := strconv.ParseFloat(str, 64); err == nil {
+				targetField.SetFloat(val)
+				return nil
+			}
+		case reflect.Bool:
+			if val, err := strconv.ParseBool(str); err == nil {
+				targetField.SetBool(val)
+				return nil
+			}
+		}
+		return fmt.Errorf("cannot convert string %q to %v", str, targetField.Kind())
+	}
+
+	return fmt.Errorf("unsupported conversion from %v to %v", sourceField.Kind(), targetField.Kind())
+}
+
+func loadYAMLConfig(configPath string) (*Flags, error) {
+	absPath, err := common.GetAbsolutePath(configPath)
+	if err != nil {
+		return nil, fmt.Errorf("invalid config path: %w", err)
+	}
+
+	data, err := os.ReadFile(absPath)
+	if err != nil {
+		if os.IsNotExist(err) {
+			return nil, fmt.Errorf("config file not found: %s", absPath)
+		}
+		return nil, fmt.Errorf("error reading config file: %w", err)
+	}
+
+	// Use the existing Flags struct for YAML unmarshal
+	config := &Flags{}
+	if err := yaml.Unmarshal(data, config); err != nil {
+		return nil, fmt.Errorf("error parsing config file: %w", err)
+	}
+
+	Debugf("Config: %v\n", config)
+
+	return config, nil
+}
+
+// readStdin reads from stdin and returns the input as a string or an error
+func readStdin() (ret string, err error) {
+	reader := bufio.NewReader(os.Stdin)
+	var sb strings.Builder
+	for {
+		if line, readErr := reader.ReadString('\n'); readErr != nil {
+			if errors.Is(readErr, io.EOF) {
+				sb.WriteString(line)
+				break
+			}
+			err = fmt.Errorf("error reading piped message from stdin: %w", readErr)
+			return
+		} else {
+			sb.WriteString(line)
+		}
+	}
+	ret = sb.String()
+	return
+}
+
+func (o *Flags) BuildChatOptions() (ret *common.ChatOptions) {
+	ret = &common.ChatOptions{
+		Temperature:        o.Temperature,
+		TopP:               o.TopP,
+		PresencePenalty:    o.PresencePenalty,
+		FrequencyPenalty:   o.FrequencyPenalty,
+		Raw:                o.Raw,
+		Seed:               o.Seed,
+		ModelContextLength: o.ModelContextLength,
+	}
+	return
+}
+
+func (o *Flags) BuildChatRequest(Meta string) (ret *common.ChatRequest, err error) {
+	ret = &common.ChatRequest{
+		ContextName:      o.Context,
+		SessionName:      o.Session,
+		PatternName:      o.Pattern,
+		StrategyName:     o.Strategy,
+		PatternVariables: o.PatternVariables,
+		InputHasVars:     o.InputHasVars,
+		Meta:             Meta,
+	}
+
+	var message *goopenai.ChatCompletionMessage
+	if len(o.Attachments) == 0 {
+		if o.Message != "" {
+			message = &goopenai.ChatCompletionMessage{
+				Role:    goopenai.ChatMessageRoleUser,
+				Content: strings.TrimSpace(o.Message),
+			}
+		}
+	} else {
+		message = &goopenai.ChatCompletionMessage{
+			Role: goopenai.ChatMessageRoleUser,
+		}
+
+		if o.Message != "" {
+			message.MultiContent = append(message.MultiContent, goopenai.ChatMessagePart{
+				Type: goopenai.ChatMessagePartTypeText,
+				Text: strings.TrimSpace(o.Message),
+			})
+		}
+
+		for _, attachmentValue := range o.Attachments {
+			var attachment *common.Attachment
+			if attachment, err = common.NewAttachment(attachmentValue); err != nil {
+				return
+			}
+			url := attachment.URL
+			if url == nil {
+				var base64Image string
+				if base64Image, err = attachment.Base64Content(); err != nil {
+					return
+				}
+				var mimeType string
+				if mimeType, err = attachment.ResolveType(); err != nil {
+					return
+				}
+				dataURL := fmt.Sprintf("data:%s;base64,%s", mimeType, base64Image)
+				url = &dataURL
+			}
+			message.MultiContent = append(message.MultiContent, goopenai.ChatMessagePart{
+				Type: goopenai.ChatMessagePartTypeImageURL,
+				ImageURL: &goopenai.ChatMessageImageURL{
+					URL: *url,
+				},
+			})
+		}
+	}
+	ret.Message = message
+
+	if o.Language != "" {
+		if langTag, langErr := language.Parse(o.Language); langErr == nil {
+			ret.Language = langTag.String()
+		}
+	}
+	return
+}
+
+func (o *Flags) AppendMessage(message string) {
+	o.Message = AppendMessage(o.Message, message)
+}
+
+func (o *Flags) IsChatRequest() (ret bool) {
+	ret = o.Message != "" || len(o.Attachments) > 0 || o.Context != "" || o.Session != "" || o.Pattern != ""
+	return
+}
+
+func (o *Flags) WriteOutput(message string) (err error) {
+	fmt.Println(message)
+	if o.Output != "" {
+		err = CreateOutputFile(message, o.Output)
+	}
+	return
+}
+
+func AppendMessage(message string, newMessage string) (ret string) {
+	if message != "" {
+		ret = message + "\n" + newMessage
+	} else {
+		ret = newMessage
+	}
+	return
+}

cli/flags_test.go

@@ -0,0 +1,166 @@
+package cli
+
+import (
+	"bytes"
+	"io"
+	"os"
+	"strings"
+	"testing"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestInit(t *testing.T) {
+	args := []string{"--copy"}
+	expectedFlags := &Flags{Copy: true}
+	oldArgs := os.Args
+	defer func() { os.Args = oldArgs }()
+	os.Args = append([]string{"cmd"}, args...)
+
+	flags, err := Init()
+	assert.NoError(t, err)
+	assert.Equal(t, expectedFlags.Copy, flags.Copy)
+}
+
+func TestReadStdin(t *testing.T) {
+	input := "test input"
+	stdin := io.NopCloser(strings.NewReader(input))
+	// No need to cast stdin to *os.File, pass it as io.ReadCloser directly
+	content, err := ReadStdin(stdin)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+	if content != input {
+		t.Fatalf("expected %q, got %q", input, content)
+	}
+}
+
+// ReadStdin function assuming it's part of `cli` package
+func ReadStdin(reader io.ReadCloser) (string, error) {
+	defer reader.Close()
+	buf := new(bytes.Buffer)
+	_, err := buf.ReadFrom(reader)
+	if err != nil {
+		return "", err
+	}
+	return buf.String(), nil
+}
+
+func TestBuildChatOptions(t *testing.T) {
+	flags := &Flags{
+		Temperature:      0.8,
+		TopP:             0.9,
+		PresencePenalty:  0.1,
+		FrequencyPenalty: 0.2,
+		Seed:             1,
+	}
+
+	expectedOptions := &common.ChatOptions{
+		Temperature:      0.8,
+		TopP:             0.9,
+		PresencePenalty:  0.1,
+		FrequencyPenalty: 0.2,
+		Raw:              false,
+		Seed:             1,
+	}
+	options := flags.BuildChatOptions()
+	assert.Equal(t, expectedOptions, options)
+}
+
+func TestBuildChatOptionsDefaultSeed(t *testing.T) {
+	flags := &Flags{
+		Temperature:      0.8,
+		TopP:             0.9,
+		PresencePenalty:  0.1,
+		FrequencyPenalty: 0.2,
+	}
+
+	expectedOptions := &common.ChatOptions{
+		Temperature:      0.8,
+		TopP:             0.9,
+		PresencePenalty:  0.1,
+		FrequencyPenalty: 0.2,
+		Raw:              false,
+		Seed:             0,
+	}
+	options := flags.BuildChatOptions()
+	assert.Equal(t, expectedOptions, options)
+}
+
+func TestInitWithYAMLConfig(t *testing.T) {
+	// Create a temporary YAML config file
+	configContent := `
+temperature: 0.9
+model: gpt-4
+pattern: analyze
+stream: true
+`
+	tmpfile, err := os.CreateTemp("", "config.*.yaml")
+	if err != nil {
+		t.Fatal(err)
+	}
+	defer os.Remove(tmpfile.Name())
+
+	if _, err := tmpfile.Write([]byte(configContent)); err != nil {
+		t.Fatal(err)
+	}
+	if err := tmpfile.Close(); err != nil {
+		t.Fatal(err)
+	}
+
+	// Test 1: Basic YAML loading
+	t.Run("Load YAML config", func(t *testing.T) {
+		oldArgs := os.Args
+		defer func() { os.Args = oldArgs }()
+		os.Args = []string{"cmd", "--config", tmpfile.Name()}
+
+		flags, err := Init()
+		assert.NoError(t, err)
+		assert.Equal(t, 0.9, flags.Temperature)
+		assert.Equal(t, "gpt-4", flags.Model)
+		assert.Equal(t, "analyze", flags.Pattern)
+		assert.True(t, flags.Stream)
+	})
+
+	// Test 2: CLI overrides YAML
+	t.Run("CLI overrides YAML", func(t *testing.T) {
+		oldArgs := os.Args
+		defer func() { os.Args = oldArgs }()
+		os.Args = []string{"cmd", "--config", tmpfile.Name(), "--temperature", "0.7", "--model", "gpt-3.5-turbo"}
+
+		flags, err := Init()
+		assert.NoError(t, err)
+		assert.Equal(t, 0.7, flags.Temperature)
+		assert.Equal(t, "gpt-3.5-turbo", flags.Model)
+		assert.Equal(t, "analyze", flags.Pattern) // unchanged from YAML
+		assert.True(t, flags.Stream)              // unchanged from YAML
+	})
+
+	// Test 3: Invalid YAML config
+	t.Run("Invalid YAML config", func(t *testing.T) {
+		badConfig := `
+temperature: "not a float"
+model: 123  # should be string
+`
+		badfile, err := os.CreateTemp("", "bad-config.*.yaml")
+		if err != nil {
+			t.Fatal(err)
+		}
+		defer os.Remove(badfile.Name())
+
+		if _, err := badfile.Write([]byte(badConfig)); err != nil {
+			t.Fatal(err)
+		}
+		if err := badfile.Close(); err != nil {
+			t.Fatal(err)
+		}
+
+		oldArgs := os.Args
+		defer func() { os.Args = oldArgs }()
+		os.Args = []string{"cmd", "--config", badfile.Name()}
+
+		_, err = Init()
+		assert.Error(t, err)
+	})
+}

cli/output.go

@@ -0,0 +1,30 @@
+package cli
+
+import (
+	"fmt"
+	"os"
+
+	"github.com/atotto/clipboard"
+)
+
+func CopyToClipboard(message string) (err error) {
+	if err = clipboard.WriteAll(message); err != nil {
+		err = fmt.Errorf("could not copy to clipboard: %v", err)
+	}
+	return
+}
+
+func CreateOutputFile(message string, fileName string) (err error) {
+	var file *os.File
+	if file, err = os.Create(fileName); err != nil {
+		err = fmt.Errorf("error creating file: %v", err)
+		return
+	}
+	defer file.Close()
+	if _, err = file.WriteString(message); err != nil {
+		err = fmt.Errorf("error writing to file: %v", err)
+	} else {
+		fmt.Printf("\n\n... written to %s\n", fileName)
+	}
+	return
+}

cli/output_test.go

@@ -0,0 +1,28 @@
+package cli
+
+import (
+	"os"
+	"testing"
+)
+
+func TestCopyToClipboard(t *testing.T) {
+	t.Skip("skipping test, because of docker env. in ci.")
+
+	message := "test message"
+	err := CopyToClipboard(message)
+	if err != nil {
+		t.Fatalf("CopyToClipboard() error = %v", err)
+	}
+}
+
+func TestCreateOutputFile(t *testing.T) {
+
+	fileName := "test_output.txt"
+	message := "test message"
+	err := CreateOutputFile(message, fileName)
+	if err != nil {
+		t.Fatalf("CreateOutputFile() error = %v", err)
+	}
+
+	defer os.Remove(fileName)
+}

common/attachment.go

@@ -0,0 +1,171 @@
+package common
+
+import (
+	"bytes"
+	"crypto/sha256"
+	"encoding/base64"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"os"
+	"path/filepath"
+
+	"github.com/gabriel-vasile/mimetype"
+)
+
+type Attachment struct {
+	Type    *string `json:"type,omitempty"`
+	Path    *string `json:"path,omitempty"`
+	URL     *string `json:"url,omitempty"`
+	Content []byte  `json:"content,omitempty"`
+	ID      *string `json:"id,omitempty"`
+}
+
+func (a *Attachment) GetId() (ret string, err error) {
+	if a.ID == nil {
+		var hash string
+		if a.Content != nil {
+			hash = fmt.Sprintf("%x", sha256.Sum256(a.Content))
+		} else if a.Path != nil {
+			var content []byte
+			if content, err = os.ReadFile(*a.Path); err != nil {
+				return
+			}
+			hash = fmt.Sprintf("%x", sha256.Sum256(content))
+		} else if a.URL != nil {
+			data := map[string]string{"url": *a.URL}
+			var jsonData []byte
+			if jsonData, err = json.Marshal(data); err != nil {
+				return
+			}
+			hash = fmt.Sprintf("%x", sha256.Sum256(jsonData))
+		}
+		a.ID = &hash
+	}
+	ret = *a.ID
+	return
+}
+
+func (a *Attachment) ResolveType() (ret string, err error) {
+	if a.Type != nil {
+		ret = *a.Type
+		return
+	}
+	if a.Path != nil {
+		var mime *mimetype.MIME
+		if mime, err = mimetype.DetectFile(*a.Path); err != nil {
+			return
+		}
+		ret = mime.String()
+		return
+	}
+	if a.URL != nil {
+		var resp *http.Response
+		if resp, err = http.Head(*a.URL); err != nil {
+			return
+		}
+		defer resp.Body.Close()
+		ret = resp.Header.Get("Content-Type")
+		return
+	}
+	if a.Content != nil {
+		ret = mimetype.Detect(a.Content).String()
+		return
+	}
+	err = fmt.Errorf("attachment has no type and no content to derive it from")
+	return
+}
+
+func (a *Attachment) ContentBytes() (ret []byte, err error) {
+	if a.Content != nil {
+		ret = a.Content
+		return
+	}
+	if a.Path != nil {
+		if ret, err = os.ReadFile(*a.Path); err != nil {
+			return
+		}
+		return
+	}
+	if a.URL != nil {
+		var resp *http.Response
+		if resp, err = http.Get(*a.URL); err != nil {
+			return
+		}
+		defer resp.Body.Close()
+		if ret, err = io.ReadAll(resp.Body); err != nil {
+			return
+		}
+		return
+	}
+	err = fmt.Errorf("no content available")
+	return
+}
+
+func (a *Attachment) Base64Content() (ret string, err error) {
+	var content []byte
+	if content, err = a.ContentBytes(); err != nil {
+		return
+	}
+	ret = base64.StdEncoding.EncodeToString(content)
+	return
+}
+
+func NewAttachment(value string) (ret *Attachment, err error) {
+	if isURL(value) {
+		var mimeType string
+		if mimeType, err = detectMimeTypeFromURL(value); err != nil {
+			return
+		}
+		ret = &Attachment{
+			Type: &mimeType,
+			URL:  &value,
+		}
+		return
+	}
+
+	var absPath string
+	if absPath, err = filepath.Abs(value); err != nil {
+		return
+	}
+	if _, err = os.Stat(absPath); os.IsNotExist(err) {
+		err = fmt.Errorf("file %s does not exist", value)
+		return
+	}
+
+	var mimeType string
+	if mimeType, err = detectMimeTypeFromFile(absPath); err != nil {
+		return
+	}
+	ret = &Attachment{
+		Type: &mimeType,
+		Path: &absPath,
+	}
+	return
+}
+
+func detectMimeTypeFromURL(url string) (string, error) {
+	resp, err := http.Head(url)
+	if err != nil {
+		return "", err
+	}
+	defer resp.Body.Close()
+	mimeType := resp.Header.Get("Content-Type")
+	if mimeType == "" {
+		return "", fmt.Errorf("could not determine mimetype of URL")
+	}
+	return mimeType, nil
+}
+
+func detectMimeTypeFromFile(path string) (string, error) {
+	mime, err := mimetype.DetectFile(path)
+	if err != nil {
+		return "", err
+	}
+	return mime.String(), nil
+}
+
+func isURL(value string) bool {
+	return bytes.Contains([]byte(value), []byte("://"))
+}

common/domain.go

@@ -0,0 +1,49 @@
+package common
+
+import goopenai "github.com/sashabaranov/go-openai"
+
+const ChatMessageRoleMeta = "meta"
+
+type ChatRequest struct {
+	ContextName      string
+	SessionName      string
+	PatternName      string
+	PatternVariables map[string]string
+	Message          *goopenai.ChatCompletionMessage
+	Language         string
+	Meta             string
+	InputHasVars     bool
+	StrategyName     string
+}
+
+type ChatOptions struct {
+	Model              string
+	Temperature        float64
+	TopP               float64
+	PresencePenalty    float64
+	FrequencyPenalty   float64
+	Raw                bool
+	Seed               int
+	ModelContextLength int
+}
+
+// NormalizeMessages remove empty messages and ensure messages order user-assist-user
+func NormalizeMessages(msgs []*goopenai.ChatCompletionMessage, defaultUserMessage string) (ret []*goopenai.ChatCompletionMessage) {
+	// Iterate over messages to enforce the odd position rule for user messages
+	fullMessageIndex := 0
+	for _, message := range msgs {
+		if message.Content == "" {
+			// Skip empty messages as the anthropic API doesn't accept them
+			continue
+		}
+
+		// Ensure, that each odd position shall be a user message
+		if fullMessageIndex%2 == 0 && message.Role != goopenai.ChatMessageRoleUser {
+			ret = append(ret, &goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleUser, Content: defaultUserMessage})
+			fullMessageIndex++
+		}
+		ret = append(ret, message)
+		fullMessageIndex++
+	}
+	return
+}

common/domain_test.go

@@ -0,0 +1,27 @@
+package common
+
+import (
+	"testing"
+
+	goopenai "github.com/sashabaranov/go-openai"
+	"github.com/stretchr/testify/assert"
+)
+
+func TestNormalizeMessages(t *testing.T) {
+	msgs := []*goopenai.ChatCompletionMessage{
+		{Role: goopenai.ChatMessageRoleUser, Content: "Hello"},
+		{Role: goopenai.ChatMessageRoleAssistant, Content: "Hi there!"},
+		{Role: goopenai.ChatMessageRoleUser, Content: ""},
+		{Role: goopenai.ChatMessageRoleUser, Content: ""},
+		{Role: goopenai.ChatMessageRoleUser, Content: "How are you?"},
+	}
+
+	expected := []*goopenai.ChatCompletionMessage{
+		{Role: goopenai.ChatMessageRoleUser, Content: "Hello"},
+		{Role: goopenai.ChatMessageRoleAssistant, Content: "Hi there!"},
+		{Role: goopenai.ChatMessageRoleUser, Content: "How are you?"},
+	}
+
+	actual := NormalizeMessages(msgs, "default")
+	assert.Equal(t, expected, actual)
+}

common/file_manager.go

@@ -0,0 +1,195 @@
+package common
+
+import (
+	"encoding/json"
+	"fmt"
+	"os"
+	"path/filepath"
+	"strings"
+)
+
+// FileChangesMarker identifies the start of a file changes section in output
+const FileChangesMarker = "__CREATE_CODING_FEATURE_FILE_CHANGES__"
+
+const (
+	// MaxFileSize is the maximum size of a file that can be created (10MB)
+	MaxFileSize = 10 * 1024 * 1024
+)
+
+// FileChange represents a single file change operation to be performed
+type FileChange struct {
+	Operation string `json:"operation"` // "create" or "update"
+	Path      string `json:"path"`      // Relative path from project root
+	Content   string `json:"content"`   // New file content
+}
+
+// ParseFileChanges extracts and parses the file change marker section from LLM output
+func ParseFileChanges(output string) (changeSummary string, changes []FileChange, err error) {
+	fileChangesStart := strings.Index(output, FileChangesMarker)
+	if fileChangesStart == -1 {
+		return output, nil, nil // No file changes section found
+	}
+	changeSummary = output[:fileChangesStart] // Everything before the marker
+
+	// Extract the JSON part
+	jsonStart := fileChangesStart + len(FileChangesMarker)
+	// Find the first [ after the file changes marker
+	jsonArrayStart := strings.Index(output[jsonStart:], "[")
+	if jsonArrayStart == -1 {
+		return output, nil, fmt.Errorf("invalid %s format: no JSON array found", FileChangesMarker)
+	}
+	jsonStart += jsonArrayStart
+
+	// Find the matching closing bracket for the array with proper bracket counting
+	bracketCount := 0
+	jsonEnd := jsonStart
+	for i := jsonStart; i < len(output); i++ {
+		if output[i] == '[' {
+			bracketCount++
+		} else if output[i] == ']' {
+			bracketCount--
+			if bracketCount == 0 {
+				jsonEnd = i + 1
+				break
+			}
+		}
+	}
+
+	if bracketCount != 0 {
+		return output, nil, fmt.Errorf("invalid %s format: unbalanced brackets", FileChangesMarker)
+	}
+
+	// Extract the JSON string and fix escape sequences
+	jsonStr := output[jsonStart:jsonEnd]
+
+	// Fix specific invalid escape sequences
+	// First try with the common \C issue
+	jsonStr = strings.Replace(jsonStr, `\C`, `\\C`, -1)
+
+	// Parse the JSON
+	var fileChanges []FileChange
+	err = json.Unmarshal([]byte(jsonStr), &fileChanges)
+	if err != nil {
+		// If still failing, try a more comprehensive fix
+		jsonStr = fixInvalidEscapes(jsonStr)
+		err = json.Unmarshal([]byte(jsonStr), &fileChanges)
+		if err != nil {
+			return changeSummary, nil, fmt.Errorf("failed to parse %s JSON: %w", FileChangesMarker, err)
+		}
+	}
+
+	// Validate file changes
+	for i, change := range fileChanges {
+		// Validate operation
+		if change.Operation != "create" && change.Operation != "update" {
+			return changeSummary, nil, fmt.Errorf("invalid operation for file change %d: %s", i, change.Operation)
+		}
+
+		// Validate path
+		if change.Path == "" {
+			return changeSummary, nil, fmt.Errorf("empty path for file change %d", i)
+		}
+
+		// Check for suspicious paths (directory traversal)
+		if strings.Contains(change.Path, "..") {
+			return changeSummary, nil, fmt.Errorf("suspicious path for file change %d: %s", i, change.Path)
+		}
+
+		// Check file size
+		if len(change.Content) > MaxFileSize {
+			return changeSummary, nil, fmt.Errorf("file content too large for file change %d: %d bytes", i, len(change.Content))
+		}
+	}
+
+	return changeSummary, fileChanges, nil
+}
+
+// fixInvalidEscapes replaces invalid escape sequences in JSON strings
+func fixInvalidEscapes(jsonStr string) string {
+	validEscapes := []byte{'b', 'f', 'n', 'r', 't', '\\', '/', '"', 'u'}
+
+	var result strings.Builder
+	inQuotes := false
+	i := 0
+
+	for i < len(jsonStr) {
+		ch := jsonStr[i]
+
+		// Track whether we're inside a JSON string
+		if ch == '"' && (i == 0 || jsonStr[i-1] != '\\') {
+			inQuotes = !inQuotes
+		}
+
+		// Handle actual control characters inside string literals
+		if inQuotes {
+			// Convert literal control characters to proper JSON escape sequences
+			if ch == '\n' {
+				result.WriteString("\\n")
+				i++
+				continue
+			} else if ch == '\r' {
+				result.WriteString("\\r")
+				i++
+				continue
+			} else if ch == '\t' {
+				result.WriteString("\\t")
+				i++
+				continue
+			} else if ch < 32 {
+				// Handle other control characters
+				fmt.Fprintf(&result, "\\u%04x", ch)
+				i++
+				continue
+			}
+		}
+
+		// Check for escape sequences only inside strings
+		if inQuotes && ch == '\\' && i+1 < len(jsonStr) {
+			nextChar := jsonStr[i+1]
+			isValid := false
+
+			for _, validEscape := range validEscapes {
+				if nextChar == validEscape {
+					isValid = true
+					break
+				}
+			}
+
+			if !isValid {
+				// Invalid escape sequence - add an extra backslash
+				result.WriteByte('\\')
+				result.WriteByte('\\')
+				i++
+				continue
+			}
+		}
+
+		result.WriteByte(ch)
+		i++
+	}
+
+	return result.String()
+}
+
+// ApplyFileChanges applies the parsed file changes to the file system
+func ApplyFileChanges(projectRoot string, changes []FileChange) error {
+	for i, change := range changes {
+		// Get the absolute path
+		absPath := filepath.Join(projectRoot, change.Path)
+
+		// Create directories if necessary
+		dir := filepath.Dir(absPath)
+		if err := os.MkdirAll(dir, 0755); err != nil {
+			return fmt.Errorf("failed to create directory %s for file change %d: %w", dir, i, err)
+		}
+
+		// Write the file
+		if err := os.WriteFile(absPath, []byte(change.Content), 0644); err != nil {
+			return fmt.Errorf("failed to write file %s for file change %d: %w", absPath, i, err)
+		}
+
+		fmt.Printf("Applied %s operation to %s\n", change.Operation, change.Path)
+	}
+
+	return nil
+}

common/file_manager_test.go

@@ -0,0 +1,185 @@
+package common
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func TestParseFileChanges(t *testing.T) {
+	tests := []struct {
+		name    string
+		input   string
+		want    int // number of expected file changes
+		wantErr bool
+	}{
+		{
+			name:    "No " + FileChangesMarker + " section",
+			input:   "This is a normal response with no file changes.",
+			want:    0,
+			wantErr: false,
+		},
+		{
+			name: "Valid " + FileChangesMarker + " section",
+			input: `Some text before.
+` + FileChangesMarker + `
+[
+	{
+		"operation": "create",
+		"path": "test.txt",
+		"content": "Hello, World!"
+	},
+	{
+		"operation": "update",
+		"path": "other.txt",
+		"content": "Updated content"
+	}
+]
+Some text after.`,
+			want:    2,
+			wantErr: false,
+		},
+		{
+			name: "Invalid JSON in " + FileChangesMarker + " section",
+			input: `Some text before.
+` + FileChangesMarker + `
+[
+	{
+		"operation": "create",
+		"path": "test.txt",
+		"content": "Hello, World!"
+	},
+	{
+		"operation": "invalid",
+		"path": "other.txt"
+		"content": "Updated content"
+	}
+]`,
+			want:    0,
+			wantErr: true,
+		},
+		{
+			name: "Invalid operation",
+			input: `Some text before.
+` + FileChangesMarker + `
+[
+	{
+		"operation": "delete",
+		"path": "test.txt",
+		"content": ""
+	}
+]`,
+			want:    0,
+			wantErr: true,
+		},
+		{
+			name: "Empty path",
+			input: `Some text before.
+` + FileChangesMarker + `
+[
+	{
+		"operation": "create",
+		"path": "",
+		"content": "Hello, World!"
+	}
+]`,
+			want:    0,
+			wantErr: true,
+		},
+		{
+			name: "Suspicious path with directory traversal",
+			input: `Some text before.
+` + FileChangesMarker + `
+[
+	{
+		"operation": "create",
+		"path": "../etc/passwd",
+		"content": "Hello, World!"
+	}
+]`,
+			want:    0,
+			wantErr: true,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			_, got, err := ParseFileChanges(tt.input)
+			if (err != nil) != tt.wantErr {
+				t.Errorf("ParseFileChanges() error = %v, wantErr %v", err, tt.wantErr)
+				return
+			}
+			if !tt.wantErr && len(got) != tt.want {
+				t.Errorf("ParseFileChanges() got %d file changes, want %d", len(got), tt.want)
+			}
+		})
+	}
+}
+
+func TestApplyFileChanges(t *testing.T) {
+	// Create a temporary directory for testing
+	// Create a temporary directory for testing
+	tempDir, err := os.MkdirTemp("", "file-manager-test")
+	if err != nil {
+		t.Fatalf("Failed to create temp dir: %v", err)
+	}
+	defer os.RemoveAll(tempDir)
+	// Test file changes
+	changes := []FileChange{
+		{
+			Operation: "create",
+			Path:      "test.txt",
+			Content:   "Hello, World!",
+		},
+		{
+			Operation: "create",
+			Path:      "subdir/nested.txt",
+			Content:   "Nested content",
+		},
+	}
+
+	// Apply the changes
+	if err := ApplyFileChanges(tempDir, changes); err != nil {
+		t.Fatalf("ApplyFileChanges() error = %v", err)
+	}
+
+	// Verify the first file was created correctly
+	content, err := os.ReadFile(filepath.Join(tempDir, "test.txt"))
+	if err != nil {
+		t.Fatalf("Failed to read created file: %v", err)
+	}
+	if string(content) != "Hello, World!" {
+		t.Errorf("File content = %q, want %q", string(content), "Hello, World!")
+	}
+
+	// Verify the nested file was created correctly
+	content, err = os.ReadFile(filepath.Join(tempDir, "subdir/nested.txt"))
+	if err != nil {
+		t.Fatalf("Failed to read created nested file: %v", err)
+	}
+	if string(content) != "Nested content" {
+		t.Errorf("Nested file content = %q, want %q", string(content), "Nested content")
+	}
+
+	// Test updating a file
+	updateChanges := []FileChange{
+		{
+			Operation: "update",
+			Path:      "test.txt",
+			Content:   "Updated content",
+		},
+	}
+
+	// Apply the update
+	if err := ApplyFileChanges(tempDir, updateChanges); err != nil {
+		t.Fatalf("ApplyFileChanges() error = %v", err)
+	}
+	// Verify the file was updated correctly
+	content, err = os.ReadFile(filepath.Join(tempDir, "test.txt"))
+	if err != nil {
+		t.Fatalf("Failed to read updated file: %v", err)
+	}
+	if string(content) != "Updated content" {
+		t.Errorf("Updated file content = %q, want %q", string(content), "Updated content")
+	}
+}

common/groups_items.go

@@ -0,0 +1,153 @@
+package common
+
+import (
+	"fmt"
+	"sort"
+	"strings"
+
+	"github.com/samber/lo"
+)
+
+func NewGroupsItemsSelector[I any](selectionLabel string,
+	getItemLabel func(I) string) *GroupsItemsSelector[I] {
+
+	return &GroupsItemsSelector[I]{SelectionLabel: selectionLabel,
+		GetItemKey:  getItemLabel,
+		GroupsItems: make([]*GroupItems[I], 0),
+	}
+}
+
+type GroupItems[I any] struct {
+	Group string
+	Items []I
+}
+
+func (o *GroupItems[I]) Count() int {
+	return len(o.Items)
+}
+
+func (o *GroupItems[I]) ContainsItemBy(predicate func(item I) bool) (ret bool) {
+	ret = lo.ContainsBy(o.Items, predicate)
+	return
+}
+
+type GroupsItemsSelector[I any] struct {
+	SelectionLabel string
+	GetItemKey     func(I) string
+
+	GroupsItems []*GroupItems[I]
+}
+
+func (o *GroupsItemsSelector[I]) AddGroupItems(group string, items ...I) {
+	o.GroupsItems = append(o.GroupsItems, &GroupItems[I]{group, items})
+}
+
+func (o *GroupsItemsSelector[I]) GetGroupAndItemByItemNumber(number int) (group string, item I, err error) {
+	var currentItemNumber int
+	found := false
+
+	for _, groupItems := range o.GroupsItems {
+		if currentItemNumber+groupItems.Count() < number {
+			currentItemNumber += groupItems.Count()
+			continue
+		}
+
+		for _, groupItem := range groupItems.Items {
+			currentItemNumber++
+			if currentItemNumber == number {
+				group = groupItems.Group
+				item = groupItem
+				found = true
+				break
+			}
+		}
+	}
+
+	if !found {
+		err = fmt.Errorf("number %d is out of range", number)
+	}
+	return
+}
+
+func (o *GroupsItemsSelector[I]) Print() {
+	fmt.Printf("\n%v:\n", o.SelectionLabel)
+
+	var currentItemIndex int
+	// Create a copy of groups to sort
+	sortedGroupsItems := make([]*GroupItems[I], len(o.GroupsItems))
+	copy(sortedGroupsItems, o.GroupsItems)
+
+	// Sort groups alphabetically case-insensitive
+	sort.SliceStable(sortedGroupsItems, func(i, j int) bool {
+		return strings.ToLower(sortedGroupsItems[i].Group) < strings.ToLower(sortedGroupsItems[j].Group)
+	})
+
+	for _, groupItems := range sortedGroupsItems {
+		fmt.Println()
+		fmt.Printf("%s\n", groupItems.Group)
+		fmt.Println()
+
+		// Create a copy of items to sort
+		sortedItems := make([]I, len(groupItems.Items))
+		copy(sortedItems, groupItems.Items)
+		// Sort items alphabetically case-insensitive
+		sort.SliceStable(sortedItems, func(i, j int) bool {
+			return strings.ToLower(o.GetItemKey(sortedItems[i])) < strings.ToLower(o.GetItemKey(sortedItems[j]))
+		})
+
+		for _, item := range sortedItems {
+			currentItemIndex++
+			fmt.Printf("\t[%d]\t%s\n", currentItemIndex, o.GetItemKey(item))
+		}
+	}
+}
+
+func (o *GroupsItemsSelector[I]) HasGroup(group string) (ret bool) {
+	for _, groupItems := range o.GroupsItems {
+		if ret = groupItems.Group == group; ret {
+			break
+		}
+	}
+	return
+}
+
+func (o *GroupsItemsSelector[I]) FindGroupsByItemFirst(item I) (ret string) {
+	itemKey := o.GetItemKey(item)
+
+	for _, groupItems := range o.GroupsItems {
+		if groupItems.ContainsItemBy(func(groupItem I) bool {
+			groupItemKey := o.GetItemKey(groupItem)
+			return groupItemKey == itemKey
+		}) {
+			ret = groupItems.Group
+			break
+		}
+	}
+	return
+}
+
+func (o *GroupsItemsSelector[I]) FindGroupsByItem(item I) (groups []string) {
+	itemKey := o.GetItemKey(item)
+
+	for _, groupItems := range o.GroupsItems {
+		if groupItems.ContainsItemBy(func(groupItem I) bool {
+			groupItemKey := o.GetItemKey(groupItem)
+			return groupItemKey == itemKey
+		}) {
+			groups = append(groups, groupItems.Group)
+		}
+	}
+	return
+}
+
+func ReturnItem(item string) string {
+	return item
+}
+
+func NewGroupsItemsSelectorString(selectionLabel string) *GroupsItemsSelectorString {
+	return &GroupsItemsSelectorString{GroupsItemsSelector: NewGroupsItemsSelector(selectionLabel, ReturnItem)}
+}
+
+type GroupsItemsSelectorString struct {
+	*GroupsItemsSelector[string]
+}

common/utils.go

@@ -0,0 +1,73 @@
+package common
+
+import (
+	"errors"
+	"fmt"
+	"os"
+	"path/filepath"
+	"runtime"
+	"strings"
+)
+
+// GetAbsolutePath resolves a given path to its absolute form, handling ~, ./, ../, UNC paths, and symlinks.
+func GetAbsolutePath(path string) (string, error) {
+	if path == "" {
+		return "", errors.New("path is empty")
+	}
+
+	// Handle UNC paths on Windows
+	if runtime.GOOS == "windows" && strings.HasPrefix(path, `\\`) {
+		return path, nil
+	}
+
+	// Handle ~ for home directory expansion
+	if strings.HasPrefix(path, "~") {
+		home, err := os.UserHomeDir()
+		if err != nil {
+			return "", errors.New("could not resolve home directory")
+		}
+		path = filepath.Join(home, path[1:])
+	}
+
+	// Convert to absolute path
+	absPath, err := filepath.Abs(path)
+	if err != nil {
+		return "", errors.New("could not get absolute path")
+	}
+
+	// Resolve symlinks, but allow non-existent paths
+	resolvedPath, err := filepath.EvalSymlinks(absPath)
+	if err == nil {
+		return resolvedPath, nil
+	}
+	if os.IsNotExist(err) {
+		// Return the absolute path for non-existent paths
+		return absPath, nil
+	}
+
+	return "", fmt.Errorf("could not resolve symlinks: %w", err)
+}
+
+// Helper function to check if a symlink points to a directory
+func IsSymlinkToDir(path string) bool {
+	fileInfo, err := os.Lstat(path)
+	if err != nil {
+		return false
+	}
+
+	if fileInfo.Mode()&os.ModeSymlink != 0 {
+		resolvedPath, err := filepath.EvalSymlinks(path)
+		if err != nil {
+			return false
+		}
+
+		fileInfo, err = os.Stat(resolvedPath)
+		if err != nil {
+			return false
+		}
+
+		return fileInfo.IsDir()
+	}
+
+	return false // Regular directories should not be treated as symlinks
+}

completion/fabric.fish

@@ -0,0 +1,158 @@
+function __fabric_models
+    # Get models from fabric --listmodels
+    fabric --listmodels 2>/dev/null | grep '\\[' | cut -f 3
+end
+
+function __fabric_patterns
+    # Get patterns from fabric --listpatterns
+    fabric --listpatterns 2>/dev/null
+end
+
+function __fabric_contexts
+    # Get contexts from fabric --listcontexts
+    fabric --listcontexts 2>/dev/null | grep -v 'No Contexts'
+end
+
+function __fabric_sessions
+    # Get sessions from fabric --listsessions
+    fabric --listsessions 2>/dev/null
+end
+
+function __fabric_strategies
+    # Get strategies from fabric --liststrategies, add descriptions
+    fabric --liststrategies 2>/dev/null | tail -n +2 | sed 's/ \+/\t/' 
+end
+
+function __fabric_extensions
+    # Get extensions from fabric --listextensions
+    fabric --listextensions 2>/dev/null
+end
+
+# Main fabric command
+complete -c fabric -f
+
+# Pattern selection
+complete -c fabric -s p -l pattern -x -a "(__fabric_patterns)" -d "Choose a pattern from the available patterns"
+
+# Variables for patterns
+complete -c fabric -s v -l variable -x -d "Values for pattern variables, e.g. -v=#role:expert -v=#points:30"
+
+# Context selection
+complete -c fabric -s C -l context -x -a "(__fabric_contexts)" -d "Choose a context from the available contexts"
+
+# Session selection
+complete -c fabric -l session -x -a "(__fabric_sessions)" -d "Choose a session from the available sessions"
+
+# Attachments
+complete -c fabric -s a -l attachment -r -d "Attachment path or URL (e.g. for OpenAI image recognition messages)"
+
+# Setup
+complete -c fabric -s S -l setup -d "Run setup for all reconfigurable parts of fabric"
+
+# Temperature
+complete -c fabric -s t -l temperature -x -d "Set temperature (default: 0.7)"
+
+# Top P
+complete -c fabric -s T -l topp -x -d "Set top P (default: 0.9)"
+
+# Stream output
+complete -c fabric -s s -l stream -d "Stream output"
+
+# Presence penalty
+complete -c fabric -s P -l presencepenalty -x -d "Set presence penalty (default: 0.0)"
+
+# Raw mode
+complete -c fabric -s r -l raw -d "Use the defaults of the model without sending chat options"
+
+# Frequency penalty
+complete -c fabric -s F -l frequencypenalty -x -d "Set frequency penalty (default: 0.0)"
+
+# List patterns
+complete -c fabric -s l -l listpatterns -d "List all patterns"
+
+# List models
+complete -c fabric -s L -l listmodels -d "List all available models"
+
+# List contexts
+complete -c fabric -s x -l listcontexts -d "List all contexts"
+
+# List sessions
+complete -c fabric -s X -l listsessions -d "List all sessions"
+
+# Update patterns
+complete -c fabric -s U -l updatepatterns -d "Update patterns"
+
+# Copy to clipboard
+complete -c fabric -s c -l copy -d "Copy to clipboard"
+
+# Model selection
+complete -c fabric -s m -l model -x -a "(__fabric_models)" -d "Choose model"
+
+# Model context length
+complete -c fabric -l modelContextLength -x -d "Model context length (only affects ollama)"
+
+# Output to file
+complete -c fabric -s o -l output -r -F -d "Output to file"
+
+# Output session
+complete -c fabric -l output-session -d "Output the entire session to the output file"
+
+# Latest patterns
+complete -c fabric -s n -l latest -x -d "Number of latest patterns to list"
+
+# Change default model
+complete -c fabric -s d -l changeDefaultModel -d "Change default model"
+
+# YouTube operations
+complete -c fabric -s y -l youtube -x -d "YouTube video or playlist URL to grab content from"
+complete -c fabric -l playlist -d "Prefer playlist over video if both ids are present in the URL"
+complete -c fabric -l transcript -d "Grab transcript from YouTube video (default)"
+complete -c fabric -l transcript-with-timestamps -d "Grab transcript from YouTube video with timestamps"
+complete -c fabric -l comments -d "Grab comments from YouTube video"
+complete -c fabric -l metadata -d "Output video metadata"
+
+# Language specification
+complete -c fabric -s g -l language -x -d "Specify the Language Code for the chat, e.g. -g=en -g=zh"
+
+# Jina AI operations
+complete -c fabric -s u -l scrape_url -x -d "Scrape website URL to markdown using Jina AI"
+complete -c fabric -s q -l scrape_question -x -d "Search question using Jina AI"
+
+# Seed
+complete -c fabric -s e -l seed -x -d "Seed to be used for LMM generation"
+
+# Context and session operations
+complete -c fabric -s w -l wipecontext -x -a "(__fabric_contexts)" -d "Wipe context"
+complete -c fabric -s W -l wipesession -x -a "(__fabric_sessions)" -d "Wipe session"
+complete -c fabric -l printcontext -x -a "(__fabric_contexts)" -d "Print context"
+complete -c fabric -l printsession -x -a "(__fabric_sessions)" -d "Print session"
+
+# HTML readability
+complete -c fabric -l readability -d "Convert HTML input into a clean, readable view"
+
+# Variables in input
+complete -c fabric -l input-has-vars -d "Apply variables to user input"
+
+# Dry run
+complete -c fabric -l dry-run -d "Show what would be sent to the model without actually sending it"
+
+# Server options
+complete -c fabric -l serve -d "Serve the Fabric Rest API"
+complete -c fabric -l serveOllama -d "Serve the Fabric Rest API with ollama endpoints"
+complete -c fabric -l address -x -d "The address to bind the REST API (default: :8080)"
+complete -c fabric -l api-key -x -d "API key used to secure server routes"
+
+# Config file
+complete -c fabric -l config -r -F -d "Path to YAML config file"
+
+# Version
+complete -c fabric -l version -d "Print current version"
+
+# Extensions
+complete -c fabric -l listextensions -d "List all registered extensions"
+complete -c fabric -l addextension -r -F -d "Register a new extension from config file path"
+complete -c fabric -l rmextension -x -a "(__fabric_extensions)" -d "Remove a registered extension by name"
+
+# Strategy
+complete -c fabric -l strategy -x -a "(__fabric_strategies)" -d "Choose a strategy from the available strategies"
+complete -c fabric -l liststrategies -d "List all strategies"

core/chatter.go

@@ -0,0 +1,222 @@
+package core
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"os"
+	"strings"
+
+	goopenai "github.com/sashabaranov/go-openai"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/danielmiessler/fabric/plugins/ai"
+	"github.com/danielmiessler/fabric/plugins/db/fsdb"
+	"github.com/danielmiessler/fabric/plugins/strategy"
+	"github.com/danielmiessler/fabric/plugins/template"
+)
+
+const NoSessionPatternUserMessages = "no session, pattern or user messages provided"
+
+type Chatter struct {
+	db *fsdb.Db
+
+	Stream bool
+	DryRun bool
+
+	model              string
+	modelContextLength int
+	vendor             ai.Vendor
+	strategy           string
+}
+
+// Send processes a chat request and applies any file changes if using the create_coding_feature pattern
+func (o *Chatter) Send(request *common.ChatRequest, opts *common.ChatOptions) (session *fsdb.Session, err error) {
+	if session, err = o.BuildSession(request, opts.Raw); err != nil {
+		return
+	}
+
+	vendorMessages := session.GetVendorMessages()
+	if len(vendorMessages) == 0 {
+		if session.Name != "" {
+			err = o.db.Sessions.SaveSession(session)
+			if err != nil {
+				return
+			}
+		}
+		err = fmt.Errorf("no messages provided")
+		return
+	}
+
+	if opts.Model == "" {
+		opts.Model = o.model
+	}
+
+	if opts.ModelContextLength == 0 {
+		opts.ModelContextLength = o.modelContextLength
+	}
+
+	message := ""
+
+	if o.Stream {
+		channel := make(chan string)
+		go func() {
+			if streamErr := o.vendor.SendStream(session.GetVendorMessages(), opts, channel); streamErr != nil {
+				channel <- streamErr.Error()
+			}
+		}()
+
+		for response := range channel {
+			message += response
+			fmt.Print(response)
+		}
+	} else {
+		if message, err = o.vendor.Send(context.Background(), session.GetVendorMessages(), opts); err != nil {
+			return
+		}
+	}
+
+	if message == "" {
+		session = nil
+		err = fmt.Errorf("empty response")
+		return
+	}
+
+	// Process file changes if using the create_coding_feature pattern
+	if request.PatternName == "create_coding_feature" {
+		// Look for file changes in the response
+		summary, fileChanges, parseErr := common.ParseFileChanges(message)
+		if parseErr != nil {
+			fmt.Printf("Warning: Failed to parse file changes: %v\n", parseErr)
+		} else if len(fileChanges) > 0 {
+			// Get the project root - use the current directory
+			projectRoot, err := os.Getwd()
+			if err != nil {
+				fmt.Printf("Warning: Failed to get current directory: %v\n", err)
+				// Continue without applying changes
+			} else {
+				if applyErr := common.ApplyFileChanges(projectRoot, fileChanges); applyErr != nil {
+					fmt.Printf("Warning: Failed to apply file changes: %v\n", applyErr)
+				} else {
+					fmt.Println("Successfully applied file changes.")
+					fmt.Printf("You can review the changes with 'git diff' if you're using git.\n\n")
+				}
+			}
+		}
+		message = summary
+	}
+
+	session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleAssistant, Content: message})
+
+	if session.Name != "" {
+		err = o.db.Sessions.SaveSession(session)
+	}
+	return
+}
+
+func (o *Chatter) BuildSession(request *common.ChatRequest, raw bool) (session *fsdb.Session, err error) {
+	// If a session name is provided, retrieve it from the database
+	if request.SessionName != "" {
+		var sess *fsdb.Session
+		if sess, err = o.db.Sessions.Get(request.SessionName); err != nil {
+			err = fmt.Errorf("could not find session %s: %v", request.SessionName, err)
+			return
+		}
+		session = sess
+	} else {
+		session = &fsdb.Session{}
+	}
+
+	if request.Meta != "" {
+		session.Append(&goopenai.ChatCompletionMessage{Role: common.ChatMessageRoleMeta, Content: request.Meta})
+	}
+
+	// if a context name is provided, retrieve it from the database
+	var contextContent string
+	if request.ContextName != "" {
+		var ctx *fsdb.Context
+		if ctx, err = o.db.Contexts.Get(request.ContextName); err != nil {
+			err = fmt.Errorf("could not find context %s: %v", request.ContextName, err)
+			return
+		}
+		contextContent = ctx.Content
+	}
+
+	// Process any template variables in the message content (user input)
+	// Double curly braces {{variable}} indicate template substitution
+	// Ensure we have a message before processing, other wise we'll get an error when we pass to pattern.go
+	if request.Message == nil {
+		request.Message = &goopenai.ChatCompletionMessage{
+			Role:    goopenai.ChatMessageRoleUser,
+			Content: " ",
+		}
+	}
+
+	// Now we know request.Message is not nil, process template variables
+	if request.InputHasVars {
+		request.Message.Content, err = template.ApplyTemplate(request.Message.Content, request.PatternVariables, "")
+		if err != nil {
+			return nil, err
+		}
+	}
+
+	var patternContent string
+	if request.PatternName != "" {
+		pattern, err := o.db.Patterns.GetApplyVariables(request.PatternName, request.PatternVariables, request.Message.Content)
+		// pattern will now contain user input, and all variables will be resolved, or errored
+
+		if err != nil {
+			return nil, fmt.Errorf("could not get pattern %s: %v", request.PatternName, err)
+		}
+		patternContent = pattern.Pattern
+	}
+
+	systemMessage := strings.TrimSpace(contextContent) + strings.TrimSpace(patternContent)
+
+	// Apply strategy if specified
+	if request.StrategyName != "" {
+		strategy, err := strategy.LoadStrategy(request.StrategyName)
+		if err != nil {
+			return nil, fmt.Errorf("could not load strategy %s: %v", request.StrategyName, err)
+		}
+		if strategy != nil && strategy.Prompt != "" {
+			// prepend the strategy prompt to the system message
+			systemMessage = fmt.Sprintf("%s\n%s", strategy.Prompt, systemMessage)
+		}
+	}
+
+	// Apply refined language instruction if specified
+	if request.Language != "" && request.Language != "en" {
+		// Refined instruction: Execute pattern using user input, then translate the entire response.
+		systemMessage = fmt.Sprintf("%s\n\nIMPORTANT: First, execute the instructions provided in this prompt using the user's input. Second, ensure your entire final response, including any section headers or titles generated as part of executing the instructions, is written ONLY in the %s language.", systemMessage, request.Language)
+	}
+
+	if raw {
+		// In raw mode, combine system message (potentially with strategy) and user message into a single user message
+		if systemMessage != "" {
+			if request.Message != nil {
+				// Prepend system message to user content, ensuring user input is preserved
+				request.Message.Content = fmt.Sprintf("%s\n\n%s", systemMessage, request.Message.Content)
+				request.Message.Role = goopenai.ChatMessageRoleUser // Ensure role is User in raw mode
+			} else {
+				// If no user message, create one with the system content, marked as User role
+				request.Message = &goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleUser, Content: systemMessage}
+			}
+		} // else: no system message, user message (if any) remains unchanged
+	} else {
+		// Not raw mode, append system message separately if it exists
+		if systemMessage != "" {
+			session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage})
+		}
+	}
+
+	if request.Message != nil {
+		session.Append(request.Message)
+	}
+
+	if session.IsEmpty() {
+		session = nil
+		err = errors.New(NoSessionPatternUserMessages)
+	}
+	return
+}

core/plugin_registry.go

@@ -0,0 +1,287 @@
+package core
+
+import (
+	"bytes"
+	"fmt"
+	"io"
+	"os"
+	"path/filepath"
+	"sort"
+	"strconv"
+	"strings"
+
+	"github.com/danielmiessler/fabric/plugins/ai/exolab"
+	"github.com/danielmiessler/fabric/plugins/strategy"
+
+	"github.com/samber/lo"
+
+	"github.com/danielmiessler/fabric/common"
+	"github.com/danielmiessler/fabric/plugins"
+	"github.com/danielmiessler/fabric/plugins/ai"
+	"github.com/danielmiessler/fabric/plugins/ai/anthropic"
+	"github.com/danielmiessler/fabric/plugins/ai/azure"
+	"github.com/danielmiessler/fabric/plugins/ai/dryrun"
+	"github.com/danielmiessler/fabric/plugins/ai/gemini"
+	"github.com/danielmiessler/fabric/plugins/ai/lmstudio"
+	"github.com/danielmiessler/fabric/plugins/ai/ollama"
+	"github.com/danielmiessler/fabric/plugins/ai/openai"
+	"github.com/danielmiessler/fabric/plugins/ai/openai_compatible"
+	"github.com/danielmiessler/fabric/plugins/db/fsdb"
+	"github.com/danielmiessler/fabric/plugins/template"
+	"github.com/danielmiessler/fabric/plugins/tools"
+	"github.com/danielmiessler/fabric/plugins/tools/jina"
+	"github.com/danielmiessler/fabric/plugins/tools/lang"
+	"github.com/danielmiessler/fabric/plugins/tools/youtube"
+)
+
+func NewPluginRegistry(db *fsdb.Db) (ret *PluginRegistry, err error) {
+	ret = &PluginRegistry{
+		Db:             db,
+		VendorManager:  ai.NewVendorsManager(),
+		VendorsAll:     ai.NewVendorsManager(),
+		PatternsLoader: tools.NewPatternsLoader(db.Patterns),
+		YouTube:        youtube.NewYouTube(),
+		Language:       lang.NewLanguage(),
+		Jina:           jina.NewClient(),
+		Strategies:     strategy.NewStrategiesManager(),
+	}
+
+	var homedir string
+	if homedir, err = os.UserHomeDir(); err != nil {
+		return
+	}
+	ret.TemplateExtensions = template.NewExtensionManager(filepath.Join(homedir, ".config/fabric"))
+
+	ret.Defaults = tools.NeeDefaults(ret.GetModels)
+
+	// Create a vendors slice to hold all vendors (order doesn't matter initially)
+	vendors := []ai.Vendor{}
+
+	// Add non-OpenAI compatible clients
+	vendors = append(vendors,
+		openai.NewClient(),
+		ollama.NewClient(),
+		azure.NewClient(),
+		gemini.NewClient(),
+		anthropic.NewClient(),
+		lmstudio.NewClient(),
+		exolab.NewClient(),
+	)
+
+	// Add all OpenAI-compatible providers
+	for providerName := range openai_compatible.ProviderMap {
+		provider, _ := openai_compatible.GetProviderByName(providerName)
+		vendors = append(vendors, openai_compatible.NewClient(provider))
+	}
+
+	// Sort vendors by name for consistent ordering (case-insensitive)
+	sort.Slice(vendors, func(i, j int) bool {
+		return strings.ToLower(vendors[i].GetName()) < strings.ToLower(vendors[j].GetName())
+	})
+
+	// Add all sorted vendors to VendorsAll
+	ret.VendorsAll.AddVendors(vendors...)
+	_ = ret.Configure()
+
+	return
+}
+
+func (o *PluginRegistry) ListVendors(out io.Writer) error {
+	vendors := lo.Map(o.VendorsAll.Vendors, func(vendor ai.Vendor, _ int) string {
+		return vendor.GetName()
+	})
+	fmt.Fprint(out, "Available Vendors:\n\n")
+	for _, vendor := range vendors {
+		fmt.Fprintf(out, "%s\n", vendor)
+	}
+	return nil
+}
+
+type PluginRegistry struct {
+	Db *fsdb.Db
+
+	VendorManager      *ai.VendorsManager
+	VendorsAll         *ai.VendorsManager
+	Defaults           *tools.Defaults
+	PatternsLoader     *tools.PatternsLoader
+	YouTube            *youtube.YouTube
+	Language           *lang.Language
+	Jina               *jina.Client
+	TemplateExtensions *template.ExtensionManager
+	Strategies         *strategy.StrategiesManager
+}
+
+func (o *PluginRegistry) SaveEnvFile() (err error) {
+	// Now create the .env with all configured VendorsController info
+	var envFileContent bytes.Buffer
+
+	o.Defaults.Settings.FillEnvFileContent(&envFileContent)
+	o.PatternsLoader.SetupFillEnvFileContent(&envFileContent)
+	o.Strategies.SetupFillEnvFileContent(&envFileContent)
+
+	for _, vendor := range o.VendorManager.Vendors {
+		vendor.SetupFillEnvFileContent(&envFileContent)
+	}
+
+	o.YouTube.SetupFillEnvFileContent(&envFileContent)
+	o.Jina.SetupFillEnvFileContent(&envFileContent)
+	o.Language.SetupFillEnvFileContent(&envFileContent)
+
+	err = o.Db.SaveEnv(envFileContent.String())
+	return
+}
+
+func (o *PluginRegistry) Setup() (err error) {
+	setupQuestion := plugins.NewSetupQuestion("Enter the number of the plugin to setup")
+	groupsPlugins := common.NewGroupsItemsSelector("Available plugins (please configure all required plugins):",
+		func(plugin plugins.Plugin) string {
+			var configuredLabel string
+			if plugin.IsConfigured() {
+				configuredLabel = " (configured)"
+			} else {
+				configuredLabel = ""
+			}
+			return fmt.Sprintf("%v%v", plugin.GetSetupDescription(), configuredLabel)
+		})
+
+	groupsPlugins.AddGroupItems("AI Vendors [at least one, required]", lo.Map(o.VendorsAll.Vendors,
+		func(vendor ai.Vendor, _ int) plugins.Plugin {
+			return vendor
+		})...)
+
+	groupsPlugins.AddGroupItems("Tools", o.Defaults, o.Jina, o.Language, o.PatternsLoader, o.Strategies, o.YouTube)
+
+	for {
+		groupsPlugins.Print()
+
+		if answerErr := setupQuestion.Ask("Plugin Number"); answerErr != nil {
+			break
+		}
+
+		if setupQuestion.Value == "" {
+			break
+		}
+		number, parseErr := strconv.Atoi(setupQuestion.Value)
+		setupQuestion.Value = ""
+
+		if parseErr == nil {
+			var plugin plugins.Plugin
+			if _, plugin, err = groupsPlugins.GetGroupAndItemByItemNumber(number); err != nil {
+				return
+			}
+
+			if pluginSetupErr := plugin.Setup(); pluginSetupErr != nil {
+				println(pluginSetupErr.Error())
+			} else {
+				if err = o.SaveEnvFile(); err != nil {
+					break
+				}
+			}
+
+			if _, ok := o.VendorManager.VendorsByName[plugin.GetName()]; !ok {
+				var vendor ai.Vendor
+				if vendor, ok = plugin.(ai.Vendor); ok {
+					o.VendorManager.AddVendors(vendor)
+				}
+			}
+		} else {
+			break
+		}
+	}
+
+	err = o.SaveEnvFile()
+
+	return
+}
+
+func (o *PluginRegistry) SetupVendor(vendorName string) (err error) {
+	if err = o.VendorsAll.SetupVendor(vendorName, o.VendorManager.VendorsByName); err != nil {
+		return
+	}
+	err = o.SaveEnvFile()
+	return
+}
+
+func (o *PluginRegistry) ConfigureVendors() {
+	o.VendorManager.Clear()
+	for _, vendor := range o.VendorsAll.Vendors {
+		if vendorErr := vendor.Configure(); vendorErr == nil {
+			o.VendorManager.AddVendors(vendor)
+		}
+	}
+}
+
+func (o *PluginRegistry) GetModels() (ret *ai.VendorsModels, err error) {
+	o.ConfigureVendors()
+	ret, err = o.VendorManager.GetModels()
+	return
+}
+
+// Configure buildClient VendorsController based on the environment variables
+func (o *PluginRegistry) Configure() (err error) {
+	o.ConfigureVendors()
+	_ = o.Defaults.Configure()
+	_ = o.PatternsLoader.Configure()
+
+	//YouTube and Jina are not mandatory, so ignore not configured error
+	_ = o.YouTube.Configure()
+	_ = o.Jina.Configure()
+	_ = o.Language.Configure()
+	return
+}
+
+func (o *PluginRegistry) GetChatter(model string, modelContextLength int, strategy string, stream bool, dryRun bool) (ret *Chatter, err error) {
+	ret = &Chatter{
+		db:     o.Db,
+		Stream: stream,
+		DryRun: dryRun,
+	}
+
+	defaultModel := o.Defaults.Model.Value
+	defaultModelContextLength, err := strconv.Atoi(o.Defaults.ModelContextLength.Value)
+	defaultVendor := o.Defaults.Vendor.Value
+	vendorManager := o.VendorManager
+
+	if err != nil {
+		defaultModelContextLength = 0
+		err = nil
+	}
+
+	ret.modelContextLength = modelContextLength
+	if ret.modelContextLength == 0 {
+		ret.modelContextLength = defaultModelContextLength
+	}
+
+	if dryRun {
+		ret.vendor = dryrun.NewClient()
+		ret.model = model
+		if ret.model == "" {
+			ret.model = defaultModel
+		}
+	} else if model == "" {
+		ret.vendor = vendorManager.FindByName(defaultVendor)
+		ret.model = defaultModel
+	} else {
+		var models *ai.VendorsModels
+		if models, err = vendorManager.GetModels(); err != nil {
+			return
+		}
+		ret.vendor = vendorManager.FindByName(models.FindGroupsByItemFirst(model))
+		ret.model = model
+	}
+
+	if ret.vendor == nil {
+		var errMsg string
+		if defaultModel == "" || defaultVendor == "" {
+			errMsg = "Please run, fabric --setup, and select default model and vendor."
+		} else {
+			errMsg = "could not find vendor."
+		}
+		err = fmt.Errorf(
+			" Requested Model = %s\n Default Model = %s\n Default Vendor = %s.\n\n%s",
+			model, defaultModel, defaultVendor, errMsg)
+		return
+	}
+	ret.strategy = strategy
+	return
+}

core/plugin_registry_test.go

@@ -0,0 +1,21 @@
+package core
+
+import (
+	"os"
+	"testing"
+
+	"github.com/danielmiessler/fabric/plugins/db/fsdb"
+)
+
+func TestSaveEnvFile(t *testing.T) {
+	db := fsdb.NewDb(os.TempDir())
+	registry, err := NewPluginRegistry(db)
+	if err != nil {
+		t.Fatalf("NewPluginRegistry() error = %v", err)
+	}
+
+	err = registry.SaveEnvFile()
+	if err != nil {
+		t.Fatalf("SaveEnvFile() error = %v", err)
+	}
+}

docker-compose.yml

@@ -0,0 +1,11 @@
+version: '3.8'
+
+services:
+  fabric-api:
+    build: .
+    ports:
+      - "8080:8080"
+    volumes:
+      - ./ENV:/root/.config/fabric/.env:ro
+    environment:
+      - GIN_MODE=release 

flake.lock

@@ -0,0 +1,119 @@
+{
+  "nodes": {
+    "flake-utils": {
+      "inputs": {
+        "systems": "systems"
+      },
+      "locked": {
+        "lastModified": 1694529238,
+        "narHash": "sha256-zsNZZGTGnMOf9YpHKJqMSsa0dXbfmxeoJ7xHlrt+xmY=",
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "rev": "ff7b65b44d01cf9ba6a71320833626af21126384",
+        "type": "github"
+      },
+      "original": {
+        "owner": "numtide",
+        "repo": "flake-utils",
+        "type": "github"
+      }
+    },
+    "gomod2nix": {
+      "inputs": {
+        "flake-utils": "flake-utils",
+        "nixpkgs": [
+          "nixpkgs"
+        ]
+      },
+      "locked": {
+        "lastModified": 1742209644,
+        "narHash": "sha256-jMy1XqXqD0/tJprEbUmKilTkvbDY/C0ZGSsJJH4TNCE=",
+        "owner": "nix-community",
+        "repo": "gomod2nix",
+        "rev": "8f3534eb8f6c5c3fce799376dc3b91bae6b11884",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-community",
+        "repo": "gomod2nix",
+        "type": "github"
+      }
+    },
+    "nixpkgs": {
+      "locked": {
+        "lastModified": 1745234285,
+        "narHash": "sha256-GfpyMzxwkfgRVN0cTGQSkTC0OHhEkv3Jf6Tcjm//qZ0=",
+        "owner": "nixos",
+        "repo": "nixpkgs",
+        "rev": "c11863f1e964833214b767f4a369c6e6a7aba141",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nixos",
+        "ref": "nixos-unstable",
+        "repo": "nixpkgs",
+        "type": "github"
+      }
+    },
+    "root": {
+      "inputs": {
+        "gomod2nix": "gomod2nix",
+        "nixpkgs": "nixpkgs",
+        "systems": "systems_2",
+        "treefmt-nix": "treefmt-nix"
+      }
+    },
+    "systems": {
+      "locked": {
+        "lastModified": 1681028828,
+        "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=",
+        "owner": "nix-systems",
+        "repo": "default",
+        "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-systems",
+        "repo": "default",
+        "type": "github"
+      }
+    },
+    "systems_2": {
+      "locked": {
+        "lastModified": 1681028828,
+        "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=",
+        "owner": "nix-systems",
+        "repo": "default",
+        "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e",
+        "type": "github"
+      },
+      "original": {
+        "owner": "nix-systems",
+        "repo": "default",
+        "type": "github"
+      }
+    },
+    "treefmt-nix": {
+      "inputs": {
+        "nixpkgs": [
+          "nixpkgs"
+        ]
+      },
+      "locked": {
+        "lastModified": 1744961264,
+        "narHash": "sha256-aRmUh0AMwcbdjJHnytg1e5h5ECcaWtIFQa6d9gI85AI=",
+        "owner": "numtide",
+        "repo": "treefmt-nix",
+        "rev": "8d404a69efe76146368885110f29a2ca3700bee6",
+        "type": "github"
+      },
+      "original": {
+        "owner": "numtide",
+        "repo": "treefmt-nix",
+        "type": "github"
+      }
+    }
+  },
+  "root": "root",
+  "version": 7
+}

flake.nix

@@ -0,0 +1,80 @@
+{
+  description = "Fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere";
+
+  inputs = {
+    nixpkgs.url = "github:nixos/nixpkgs/nixos-unstable";
+    systems.url = "github:nix-systems/default";
+
+    treefmt-nix = {
+      url = "github:numtide/treefmt-nix";
+      inputs.nixpkgs.follows = "nixpkgs";
+    };
+
+    gomod2nix = {
+      url = "github:nix-community/gomod2nix";
+      inputs.nixpkgs.follows = "nixpkgs";
+    };
+  };
+
+  outputs =
+    {
+      self,
+      nixpkgs,
+      systems,
+      treefmt-nix,
+      gomod2nix,
+      ...
+    }:
+    let
+      forAllSystems = nixpkgs.lib.genAttrs (import systems);
+
+      getGoVersion = system: nixpkgs.legacyPackages.${system}.go_1_24;
+
+      treefmtEval = forAllSystems (
+        system:
+        let
+          pkgs = nixpkgs.legacyPackages.${system};
+        in
+        treefmt-nix.lib.evalModule pkgs ./nix/treefmt.nix
+      );
+    in
+    {
+      formatter = forAllSystems (system: treefmtEval.${system}.config.build.wrapper);
+
+      checks = forAllSystems (system: {
+        formatting = treefmtEval.${system}.config.build.check self;
+      });
+
+      devShells = forAllSystems (
+        system:
+        let
+          pkgs = nixpkgs.legacyPackages.${system};
+          goVersion = getGoVersion system;
+          goEnv = gomod2nix.legacyPackages.${system}.mkGoEnv {
+            pwd = ./.;
+            go = goVersion;
+          };
+        in
+        import ./nix/shell.nix {
+          inherit pkgs goEnv goVersion;
+          inherit (gomod2nix.legacyPackages.${system}) gomod2nix;
+        }
+      );
+
+      packages = forAllSystems (
+        system:
+        let
+          pkgs = nixpkgs.legacyPackages.${system};
+          goVersion = getGoVersion system;
+        in
+        {
+          default = self.packages.${system}.fabric;
+          fabric = pkgs.callPackage ./nix/pkgs/fabric {
+            go = goVersion;
+            inherit (gomod2nix.legacyPackages.${system}) buildGoApplication;
+          };
+          inherit (gomod2nix.legacyPackages.${system}) gomod2nix;
+        }
+      );
+    };
+}

go.mod

@@ -0,0 +1,105 @@
+module github.com/danielmiessler/fabric
+
+go 1.24.0
+
+toolchain go1.24.2
+
+require (
+	github.com/anaskhan96/soup v1.2.5
+	github.com/anthropics/anthropic-sdk-go v0.2.0-beta.3
+	github.com/atotto/clipboard v0.1.4
+	github.com/gabriel-vasile/mimetype v1.4.9
+	github.com/gin-gonic/gin v1.10.0
+	github.com/go-git/go-git/v5 v5.16.0
+	github.com/go-shiori/go-readability v0.0.0-20250217085726-9f5bf5ca7612
+	github.com/google/generative-ai-go v0.19.0
+	github.com/jessevdk/go-flags v1.6.1
+	github.com/joho/godotenv v1.5.1
+	github.com/ollama/ollama v0.6.6
+	github.com/otiai10/copy v1.14.1
+	github.com/pkg/errors v0.9.1
+	github.com/samber/lo v1.49.1
+	github.com/sashabaranov/go-openai v1.38.2
+	github.com/stretchr/testify v1.10.0
+	golang.org/x/text v0.24.0
+	google.golang.org/api v0.230.0
+	gopkg.in/yaml.v2 v2.4.0
+	gopkg.in/yaml.v3 v3.0.1
+)
+
+require (
+	cloud.google.com/go v0.120.1 // indirect
+	cloud.google.com/go/ai v0.10.2 // indirect
+	cloud.google.com/go/auth v0.16.1 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.6.0 // indirect
+	cloud.google.com/go/longrunning v0.6.7 // indirect
+	dario.cat/mergo v1.0.1 // indirect
+	github.com/Microsoft/go-winio v0.6.2 // indirect
+	github.com/ProtonMail/go-crypto v1.2.0 // indirect
+	github.com/andybalholm/cascadia v1.3.3 // indirect
+	github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de // indirect
+	github.com/bytedance/sonic v1.13.2 // indirect
+	github.com/bytedance/sonic/loader v0.2.4 // indirect
+	github.com/cloudflare/circl v1.6.1 // indirect
+	github.com/cloudwego/base64x v0.1.5 // indirect
+	github.com/cyphar/filepath-securejoin v0.4.1 // indirect
+	github.com/davecgh/go-spew v1.1.1 // indirect
+	github.com/emirpasic/gods v1.18.1 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/gin-contrib/sse v1.1.0 // indirect
+	github.com/go-git/gcfg v1.5.1-0.20230307220236-3a3c6141e376 // indirect
+	github.com/go-git/go-billy/v5 v5.6.2 // indirect
+	github.com/go-logr/logr v1.4.2 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/go-playground/locales v0.14.1 // indirect
+	github.com/go-playground/universal-translator v0.18.1 // indirect
+	github.com/go-playground/validator/v10 v10.26.0 // indirect
+	github.com/go-shiori/dom v0.0.0-20230515143342-73569d674e1c // indirect
+	github.com/goccy/go-json v0.10.5 // indirect
+	github.com/gogs/chardet v0.0.0-20211120154057-b7413eaefb8f // indirect
+	github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 // indirect
+	github.com/google/s2a-go v0.1.9 // indirect
+	github.com/google/uuid v1.6.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
+	github.com/googleapis/gax-go/v2 v2.14.1 // indirect
+	github.com/jbenet/go-context v0.0.0-20150711004518-d14ea06fba99 // indirect
+	github.com/json-iterator/go v1.1.12 // indirect
+	github.com/kevinburke/ssh_config v1.2.0 // indirect
+	github.com/klauspost/cpuid/v2 v2.2.10 // indirect
+	github.com/leodido/go-urn v1.4.0 // indirect
+	github.com/mattn/go-isatty v0.0.20 // indirect
+	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
+	github.com/modern-go/reflect2 v1.0.2 // indirect
+	github.com/otiai10/mint v1.6.3 // indirect
+	github.com/pelletier/go-toml/v2 v2.2.4 // indirect
+	github.com/pjbgf/sha1cd v0.3.2 // indirect
+	github.com/pmezard/go-difflib v1.0.0 // indirect
+	github.com/sergi/go-diff v1.3.2-0.20230802210424-5b0b94c5c0d3 // indirect
+	github.com/skeema/knownhosts v1.3.1 // indirect
+	github.com/tidwall/gjson v1.18.0 // indirect
+	github.com/tidwall/match v1.1.1 // indirect
+	github.com/tidwall/pretty v1.2.1 // indirect
+	github.com/tidwall/sjson v1.2.5 // indirect
+	github.com/twitchyliquid64/golang-asm v0.15.1 // indirect
+	github.com/ugorji/go/codec v1.2.12 // indirect
+	github.com/xanzy/ssh-agent v0.3.3 // indirect
+	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.60.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.60.0 // indirect
+	go.opentelemetry.io/otel v1.35.0 // indirect
+	go.opentelemetry.io/otel/metric v1.35.0 // indirect
+	go.opentelemetry.io/otel/trace v1.35.0 // indirect
+	golang.org/x/arch v0.16.0 // indirect
+	golang.org/x/crypto v0.37.0 // indirect
+	golang.org/x/net v0.39.0 // indirect
+	golang.org/x/oauth2 v0.29.0 // indirect
+	golang.org/x/sync v0.13.0 // indirect
+	golang.org/x/sys v0.32.0 // indirect
+	golang.org/x/time v0.11.0 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20250422160041-2d3770c4ea7f // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250422160041-2d3770c4ea7f // indirect
+	google.golang.org/grpc v1.72.0 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
+	gopkg.in/warnings.v0 v0.1.2 // indirect
+)

go.sum

@@ -0,0 +1,330 @@
+cloud.google.com/go v0.120.1 h1:Z+5V7yd383+9617XDCyszmK5E4wJRJL+tquMfDj9hLM=
+cloud.google.com/go v0.120.1/go.mod h1:56Vs7sf/i2jYM6ZL9NYlC82r04PThNcPS5YgFmb0rp8=
+cloud.google.com/go/ai v0.10.2 h1:5NHzmZlRs+3kvlsVdjT0cTnLrjQdROJ/8VOljVfs+8o=
+cloud.google.com/go/ai v0.10.2/go.mod h1:xZuZuE9d3RgsR132meCnPadiU9XV0qXjpLr+P4J46eE=
+cloud.google.com/go/auth v0.16.1 h1:XrXauHMd30LhQYVRHLGvJiYeczweKQXZxsTbV9TiguU=
+cloud.google.com/go/auth v0.16.1/go.mod h1:1howDHJ5IETh/LwYs3ZxvlkXF48aSqqJUM+5o02dNOI=
+cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
+cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
+cloud.google.com/go/compute/metadata v0.6.0 h1:A6hENjEsCDtC1k8byVsgwvVcioamEHvZ4j01OwKxG9I=
+cloud.google.com/go/compute/metadata v0.6.0/go.mod h1:FjyFAW1MW0C203CEOMDTu3Dk1FlqW3Rga40jzHL4hfg=
+cloud.google.com/go/longrunning v0.6.7 h1:IGtfDWHhQCgCjwQjV9iiLnUta9LBCo8R9QmAFsS/PrE=
+cloud.google.com/go/longrunning v0.6.7/go.mod h1:EAFV3IZAKmM56TyiE6VAP3VoTzhZzySwI/YI1s/nRsY=
+dario.cat/mergo v1.0.1 h1:Ra4+bf83h2ztPIQYNP99R6m+Y7KfnARDfID+a+vLl4s=
+dario.cat/mergo v1.0.1/go.mod h1:uNxQE+84aUszobStD9th8a29P2fMDhsBdgRYvZOxGmk=
+github.com/Microsoft/go-winio v0.5.2/go.mod h1:WpS1mjBmmwHBEWmogvA2mj8546UReBk4v8QkMxJ6pZY=
+github.com/Microsoft/go-winio v0.6.2 h1:F2VQgta7ecxGYO8k3ZZz3RS8fVIXVxONVUPlNERoyfY=
+github.com/Microsoft/go-winio v0.6.2/go.mod h1:yd8OoFMLzJbo9gZq8j5qaps8bJ9aShtEA8Ipt1oGCvU=
+github.com/ProtonMail/go-crypto v1.2.0 h1:+PhXXn4SPGd+qk76TlEePBfOfivE0zkWFenhGhFLzWs=
+github.com/ProtonMail/go-crypto v1.2.0/go.mod h1:9whxjD8Rbs29b4XWbB8irEcE8KHMqaR2e7GWU1R+/PE=
+github.com/anaskhan96/soup v1.2.5 h1:V/FHiusdTrPrdF4iA1YkVxsOpdNcgvqT1hG+YtcZ5hM=
+github.com/anaskhan96/soup v1.2.5/go.mod h1:6YnEp9A2yywlYdM4EgDz9NEHclocMepEtku7wg6Cq3s=
+github.com/andybalholm/cascadia v1.3.3 h1:AG2YHrzJIm4BZ19iwJ/DAua6Btl3IwJX+VI4kktS1LM=
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+github.com/anmitsu/go-shlex v0.0.0-20200514113438-38f4b401e2be/go.mod h1:ySMOLuWl6zY27l47sB3qLNK6tF2fkHG55UZxx8oIVo4=
+github.com/anthropics/anthropic-sdk-go v0.2.0-beta.3 h1:b5t1ZJMvV/l99y4jbz7kRFdUp3BSDkI8EhSlHczivtw=
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+github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de h1:FxWPpzIjnTlhPwqqXc4/vE0f7GvRjuAsbW+HOIe8KnA=
+github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de/go.mod h1:DCaWoUhZrYW9p1lxo/cm8EmUOOzAPSEZNGF2DK1dJgw=
+github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5 h1:0CwZNZbxp69SHPdPJAN/hZIm0C4OItdklCFmMRWYpio=
+github.com/armon/go-socks5 v0.0.0-20160902184237-e75332964ef5/go.mod h1:wHh0iHkYZB8zMSxRWpUBQtwG5a7fFgvEO+odwuTv2gs=
+github.com/atotto/clipboard v0.1.4 h1:EH0zSVneZPSuFR11BlR9YppQTVDbh5+16AmcJi4g1z4=
+github.com/atotto/clipboard v0.1.4/go.mod h1:ZY9tmq7sm5xIbd9bOK4onWV4S6X0u6GY7Vn0Yu86PYI=
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+github.com/go-git/go-git/v5 v5.16.0/go.mod h1:4Ge4alE/5gPs30F2H1esi2gPd69R0C39lolkucHBOp8=
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+github.com/go-shiori/dom v0.0.0-20230515143342-73569d674e1c/go.mod h1:oVDCh3qjJMLVUSILBRwrm+Bc6RNXGZYtoh9xdvf1ffM=
+github.com/go-shiori/go-readability v0.0.0-20250217085726-9f5bf5ca7612 h1:BYLNYdZaepitbZreRIa9xeCQZocWmy/wj4cGIH0qyw0=
+github.com/go-shiori/go-readability v0.0.0-20250217085726-9f5bf5ca7612/go.mod h1:wgqthQa8SAYs0yyljVeCOQlZ027VW5CmLsbi9jWC08c=
+github.com/goccy/go-json v0.10.5 h1:Fq85nIqj+gXn/S5ahsiTlK3TmC85qgirsdTP/+DeaC4=
+github.com/goccy/go-json v0.10.5/go.mod h1:oq7eo15ShAhp70Anwd5lgX2pLfOS3QCiwU/PULtXL6M=
+github.com/gogs/chardet v0.0.0-20211120154057-b7413eaefb8f h1:3BSP1Tbs2djlpprl7wCLuiqMaUh5SJkkzI2gDs+FgLs=
+github.com/gogs/chardet v0.0.0-20211120154057-b7413eaefb8f/go.mod h1:Pcatq5tYkCW2Q6yrR2VRHlbHpZ/R4/7qyL1TCF7vl14=
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helpers/.python-version

@@ -1 +0,0 @@
-3.10

helpers/README.md

@@ -1,52 +0,0 @@
-# Fabric Helpers
-
-These are helper tools to work with Fabric. Examples include things like getting transcripts from media files, getting metadata about media, etc.
-
-## yt (YouTube)
-
-`yt` is a command that uses the YouTube API to pull transcripts, get video duration, and other functions. It's primary function is to get a transcript from a video that can then be stitched (piped) into other Fabric Patterns.
-
-## ts (Audio transcriptions)
-
-'ts' is a command that uses the OpenApi Whisper API to transcribe audio files. Due to the context window, this tool uses pydub to split the files into 10 minute segments. for more information on pydub, please refer https://github.com/jiaaro/pydub
-
-### installation
-
-```bash
-
-mac:
-brew install ffmpeg
-
-linux:
-apt install ffmpeg
-
-windows:
-download instructions https://www.ffmpeg.org/download.html
-```
-
-```bash
-usage: yt [-h] [--duration] [--transcript] [url]
-
-vm (video meta) extracts metadata about a video, such as the transcript and the video's duration. By Daniel Miessler.
-
-positional arguments:
-  url           YouTube video URL
-
-options:
-  -h, --help    show this help message and exit
-  --duration    Output only the duration
-  --transcript  Output only the transcript
-```
-
-```bash
-ts -h
-usage: ts [-h] audio_file
-
-Transcribe an audio file.
-
-positional arguments:
-  audio_file  The path to the audio file to be transcribed.
-
-options:
-  -h, --help  show this help message and exit
-```

helpers/ts.py

@@ -1,110 +0,0 @@
-from dotenv import load_dotenv
-from pydub import AudioSegment
-from openai import OpenAI
-import os
-import argparse
-
-
-class Whisper:
-    def __init__(self):
-        env_file = os.path.expanduser("~/.config/fabric/.env")
-        load_dotenv(env_file)
-        try:
-            apikey = os.environ["OPENAI_API_KEY"]
-            self.client = OpenAI()
-            self.client.api_key = apikey
-        except KeyError:
-            print("OPENAI_API_KEY not found in environment variables.")
-
-        except FileNotFoundError:
-            print("No API key found. Use the --apikey option to set the key")
-        self.whole_response = []
-
-    def split_audio(self, file_path):
-        """
-        Splits the audio file into segments of the given length.
-
-        Args:
-        - file_path: The path to the audio file.
-        - segment_length_ms: Length of each segment in milliseconds.
-
-        Returns:
-        - A list of audio segments.
-        """
-        audio = AudioSegment.from_file(file_path)
-        segments = []
-        segment_length_ms = 10 * 60 * 1000  # 10 minutes in milliseconds
-        for start_ms in range(0, len(audio), segment_length_ms):
-            end_ms = start_ms + segment_length_ms
-            segment = audio[start_ms:end_ms]
-            segments.append(segment)
-
-        return segments
-
-    def process_segment(self, segment):
-        """        Transcribe an audio file and print the transcript.
-
-        Args:
-            audio_file (str): The path to the audio file to be transcribed.
-
-        Returns:
-            None
-        """
-
-        try:
-            # if audio_file.startswith("http"):
-            #     response = requests.get(audio_file)
-            #     response.raise_for_status()
-            #     with tempfile.NamedTemporaryFile(delete=False) as f:
-            #         f.write(response.content)
-            #         audio_file = f.name
-            audio_file = open(segment, "rb")
-            response = self.client.audio.transcriptions.create(
-                model="whisper-1",
-                file=audio_file
-            )
-            self.whole_response.append(response.text)
-
-        except Exception as e:
-            print(f"Error: {e}")
-
-    def process_file(self, audio_file):
-        """        Transcribe an audio file and print the transcript.
-
-        Args:
-            audio_file (str): The path to the audio file to be transcribed.
-
-        Returns:
-            None
-        """
-
-        try:
-            # if audio_file.startswith("http"):
-            #     response = requests.get(audio_file)
-            #     response.raise_for_status()
-            #     with tempfile.NamedTemporaryFile(delete=False) as f:
-            #         f.write(response.content)
-            #         audio_file = f.name
-
-            segments = self.split_audio(audio_file)
-            for i, segment in enumerate(segments):
-                segment_file_path = f"segment_{i}.mp3"
-                segment.export(segment_file_path, format="mp3")
-                self.process_segment(segment_file_path)
-            print(' '.join(self.whole_response))
-
-        except Exception as e:
-            print(f"Error: {e}")
-
-
-def main():
-    parser = argparse.ArgumentParser(description="Transcribe an audio file.")
-    parser.add_argument(
-        "audio_file", help="The path to the audio file to be transcribed.")
-    args = parser.parse_args()
-    whisper = Whisper()
-    whisper.process_file(args.audio_file)
-
-
-if __name__ == "__main__":
-    main()

helpers/yt.py

@@ -1,93 +0,0 @@
-import re
-from googleapiclient.discovery import build
-from googleapiclient.errors import HttpError
-from youtube_transcript_api import YouTubeTranscriptApi
-from dotenv import load_dotenv
-import os
-import json
-import isodate
-import argparse
-
-
-def get_video_id(url):
-    # Extract video ID from URL
-    pattern = r'(?:https?:\/\/)?(?:www\.)?(?:youtube\.com\/(?:[^\/\n\s]+\/\S+\/|(?:v|e(?:mbed)?)\/|\S*?[?&]v=)|youtu\.be\/)([a-zA-Z0-9_-]{11})'
-    match = re.search(pattern, url)
-    return match.group(1) if match else None
-
-
-def main(url, options):
-    # Load environment variables from .env file
-    load_dotenv(os.path.expanduser('~/.config/fabric/.env'))
-
-    # Get YouTube API key from environment variable
-    api_key = os.getenv('YOUTUBE_API_KEY')
-    if not api_key:
-        print("Error: YOUTUBE_API_KEY not found in ~/.config/fabric/.env")
-        return
-
-    # Extract video ID from URL
-    video_id = get_video_id(url)
-    if not video_id:
-        print("Invalid YouTube URL")
-        return
-
-    try:
-        # Initialize the YouTube API client
-        youtube = build('youtube', 'v3', developerKey=api_key)
-
-        # Get video details
-        video_response = youtube.videos().list(
-            id=video_id,
-            part='contentDetails'
-        ).execute()
-
-        # Extract video duration and convert to minutes
-        duration_iso = video_response['items'][0]['contentDetails']['duration']
-        duration_seconds = isodate.parse_duration(duration_iso).total_seconds()
-        duration_minutes = round(duration_seconds / 60)
-
-        # Get video transcript
-        try:
-            transcript_list = YouTubeTranscriptApi.get_transcript(video_id)
-            transcript_text = ' '.join([item['text']
-                                       for item in transcript_list])
-            transcript_text = transcript_text.replace('\n', ' ')
-        except Exception as e:
-            transcript_text = "Transcript not available."
-
-        # Output based on options
-        if options.duration:
-            print(duration_minutes)
-        elif options.transcript:
-            print(transcript_text)
-        else:
-            # Create JSON object
-            output = {
-                "transcript": transcript_text,
-                "duration": duration_minutes
-            }
-            # Print JSON object
-            print(json.dumps(output))
-    except HttpError as e:
-        print("Error: Failed to access YouTube API. Please check your YOUTUBE_API_KEY and ensure it is valid.")
-
-
-def main():
-    parser = argparse.ArgumentParser(
-        description='vm (video meta) extracts metadata about a video, such as the transcript and the video\'s duration. By Daniel Miessler.')
-    parser.add_argument('url', nargs='?', help='YouTube video URL')
-    parser.add_argument('--duration', action='store_true',
-                        help='Output only the duration')
-    parser.add_argument('--transcript', action='store_true',
-                        help='Output only the transcript')
-    args = parser.parse_args()
-
-    if args.url:
-        main(args.url, args)
-    else:
-        parser.print_help()
-
-
-if __name__ == "__main__":
-    main()

installer/__init__.py

@@ -1,5 +0,0 @@
-from .client.cli import main as cli
-from .server import (
-    run_api_server,
-    run_webui_server,
-)

installer/client/cli/README.md

@@ -1,3 +0,0 @@
-# The `fabric` client
-
-Please see the main project's README.md for the latest documentation.

installer/client/cli/__init__.py

@@ -1 +0,0 @@
-from .fabric import main

installer/client/cli/agents/.python-version

@@ -1 +0,0 @@
-3.10

installer/client/cli/agents/example.py

@@ -1,81 +0,0 @@
-from langchain_community.tools import DuckDuckGoSearchRun
-import os
-from crewai import Agent, Task, Crew, Process
-from dotenv import load_dotenv
-import os
-
-current_directory = os.path.dirname(os.path.realpath(__file__))
-config_directory = os.path.expanduser("~/.config/fabric")
-env_file = os.path.join(config_directory, ".env")
-load_dotenv(env_file)
-os.environ['OPENAI_MODEL_NAME'] = 'gpt-4-0125-preview'
-
-# You can choose to use a local model through Ollama for example. See https://docs.crewai.com/how-to/LLM-Connections/ for more information.
-# osOPENAI_API_BASE='http://localhost:11434/v1'
-# OPENAI_MODEL_NAME='openhermes'  # Adjust based on available model
-# OPENAI_API_KEY=''
-
-# Install duckduckgo-search for this example:
-# !pip install -U duckduckgo-search
-
-search_tool = DuckDuckGoSearchRun()
-
-# Define your agents with roles and goals
-researcher = Agent(
-    role='Senior Research Analyst',
-    goal='Uncover cutting-edge developments in AI and data science',
-    backstory="""You work at a leading tech think tank.
-  Your expertise lies in identifying emerging trends.
-  You have a knack for dissecting complex data and presenting actionable insights.""",
-    verbose=True,
-    allow_delegation=False,
-    tools=[search_tool]
-    # You can pass an optional llm attribute specifying what mode you wanna use.
-    # It can be a local model through Ollama / LM Studio or a remote
-    # model like OpenAI, Mistral, Antrophic or others (https://docs.crewai.com/how-to/LLM-Connections/)
-    #
-    # import os
-    #
-    # OR
-    #
-    # from langchain_openai import ChatOpenAI
-    # llm=ChatOpenAI(model_name="gpt-3.5", temperature=0.7)
-)
-writer = Agent(
-    role='Tech Content Strategist',
-    goal='Craft compelling content on tech advancements',
-    backstory="""You are a renowned Content Strategist, known for your insightful and engaging articles.
-  You transform complex concepts into compelling narratives.""",
-    verbose=True,
-    allow_delegation=True
-)
-
-# Create tasks for your agents
-task1 = Task(
-    description="""Conduct a comprehensive analysis of the latest advancements in AI in 2024.
-  Identify key trends, breakthrough technologies, and potential industry impacts.""",
-    expected_output="Full analysis report in bullet points",
-    agent=researcher
-)
-
-task2 = Task(
-    description="""Using the insights provided, develop an engaging blog
-  post that highlights the most significant AI advancements.
-  Your post should be informative yet accessible, catering to a tech-savvy audience.
-  Make it sound cool, avoid complex words so it doesn't sound like AI.""",
-    expected_output="Full blog post of at least 4 paragraphs",
-    agent=writer
-)
-
-# Instantiate your crew with a sequential process
-crew = Crew(
-    agents=[researcher, writer],
-    tasks=[task1, task2],
-    verbose=2,  # You can set it to 1 or 2 to different logging levels
-)
-
-# Get your crew to work!
-result = crew.kickoff()
-
-print("######################")
-print(result)

installer/client/cli/agents/trip_planner/main.py

@@ -1,89 +0,0 @@
-from crewai import Crew
-from textwrap import dedent
-from .trip_agents import TripAgents
-from .trip_tasks import TripTasks
-import os
-from dotenv import load_dotenv
-
-current_directory = os.path.dirname(os.path.realpath(__file__))
-config_directory = os.path.expanduser("~/.config/fabric")
-env_file = os.path.join(config_directory, ".env")
-load_dotenv(env_file)
-os.environ['OPENAI_MODEL_NAME'] = 'gpt-4-0125-preview'
-
-
-class TripCrew:
-
-    def __init__(self, origin, cities, date_range, interests):
-        self.cities = cities
-        self.origin = origin
-        self.interests = interests
-        self.date_range = date_range
-
-    def run(self):
-        agents = TripAgents()
-        tasks = TripTasks()
-
-        city_selector_agent = agents.city_selection_agent()
-        local_expert_agent = agents.local_expert()
-        travel_concierge_agent = agents.travel_concierge()
-
-        identify_task = tasks.identify_task(
-            city_selector_agent,
-            self.origin,
-            self.cities,
-            self.interests,
-            self.date_range
-        )
-        gather_task = tasks.gather_task(
-            local_expert_agent,
-            self.origin,
-            self.interests,
-            self.date_range
-        )
-        plan_task = tasks.plan_task(
-            travel_concierge_agent,
-            self.origin,
-            self.interests,
-            self.date_range
-        )
-
-        crew = Crew(
-            agents=[
-                city_selector_agent, local_expert_agent, travel_concierge_agent
-            ],
-            tasks=[identify_task, gather_task, plan_task],
-            verbose=True
-        )
-
-        result = crew.kickoff()
-        return result
-
-
-class planner_cli:
-    def ask(self):
-        print("## Welcome to Trip Planner Crew")
-        print('-------------------------------')
-        location = input(
-            dedent("""
-        From where will you be traveling from?
-        """))
-        cities = input(
-            dedent("""
-        What are the cities options you are interested in visiting?
-        """))
-        date_range = input(
-            dedent("""
-        What is the date range you are interested in traveling?
-        """))
-        interests = input(
-            dedent("""
-        What are some of your high level interests and hobbies?
-        """))
-
-        trip_crew = TripCrew(location, cities, date_range, interests)
-        result = trip_crew.run()
-        print("\n\n########################")
-        print("## Here is you Trip Plan")
-        print("########################\n")
-        print(result)

installer/client/cli/agents/trip_planner/tools/browser_tools.py

@@ -1,38 +0,0 @@
-import json
-import os
-
-import requests
-from crewai import Agent, Task
-from langchain.tools import tool
-from unstructured.partition.html import partition_html
-
-
-class BrowserTools():
-
-  @tool("Scrape website content")
-  def scrape_and_summarize_website(website):
-    """Useful to scrape and summarize a website content"""
-    url = f"https://chrome.browserless.io/content?token={os.environ['BROWSERLESS_API_KEY']}"
-    payload = json.dumps({"url": website})
-    headers = {'cache-control': 'no-cache', 'content-type': 'application/json'}
-    response = requests.request("POST", url, headers=headers, data=payload)
-    elements = partition_html(text=response.text)
-    content = "\n\n".join([str(el) for el in elements])
-    content = [content[i:i + 8000] for i in range(0, len(content), 8000)]
-    summaries = []
-    for chunk in content:
-      agent = Agent(
-          role='Principal Researcher',
-          goal=
-          'Do amazing researches and summaries based on the content you are working with',
-          backstory=
-          "You're a Principal Researcher at a big company and you need to do a research about a given topic.",
-          allow_delegation=False)
-      task = Task(
-          agent=agent,
-          description=
-          f'Analyze and summarize the content bellow, make sure to include the most relevant information in the summary, return only the summary nothing else.\n\nCONTENT\n----------\n{chunk}'
-      )
-      summary = task.execute()
-      summaries.append(summary)
-    return "\n\n".join(summaries)

installer/client/cli/agents/trip_planner/tools/calculator_tools.py

@@ -1,15 +0,0 @@
-from langchain.tools import tool
-
-class CalculatorTools():
-
-    @tool("Make a calculation")
-    def calculate(operation):
-        """Useful to perform any mathematical calculations, 
-        like sum, minus, multiplication, division, etc.
-        The input to this tool should be a mathematical 
-        expression, a couple examples are `200*7` or `5000/2*10`
-        """
-        try:
-            return eval(operation)
-        except SyntaxError:
-            return "Error: Invalid syntax in mathematical expression"

installer/client/cli/agents/trip_planner/tools/search_tools.py

@@ -1,37 +0,0 @@
-import json
-import os
-
-import requests
-from langchain.tools import tool
-
-
-class SearchTools():
-
-  @tool("Search the internet")
-  def search_internet(query):
-    """Useful to search the internet
-    about a a given topic and return relevant results"""
-    top_result_to_return = 4
-    url = "https://google.serper.dev/search"
-    payload = json.dumps({"q": query})
-    headers = {
-        'X-API-KEY': os.environ['SERPER_API_KEY'],
-        'content-type': 'application/json'
-    }
-    response = requests.request("POST", url, headers=headers, data=payload)
-    # check if there is an organic key
-    if 'organic' not in response.json():
-      return "Sorry, I couldn't find anything about that, there could be an error with you serper api key."
-    else:
-      results = response.json()['organic']
-      string = []
-      for result in results[:top_result_to_return]:
-        try:
-          string.append('\n'.join([
-              f"Title: {result['title']}", f"Link: {result['link']}",
-              f"Snippet: {result['snippet']}", "\n-----------------"
-          ]))
-        except KeyError:
-          next
-
-      return '\n'.join(string)

installer/client/cli/agents/trip_planner/trip_agents.py

@@ -1,45 +0,0 @@
-from crewai import Agent
-
-from .tools.browser_tools import BrowserTools
-from .tools.calculator_tools import CalculatorTools
-from .tools.search_tools import SearchTools
-
-
-class TripAgents():
-
-    def city_selection_agent(self):
-        return Agent(
-            role='City Selection Expert',
-            goal='Select the best city based on weather, season, and prices',
-            backstory='An expert in analyzing travel data to pick ideal destinations',
-            tools=[
-                SearchTools.search_internet,
-                BrowserTools.scrape_and_summarize_website,
-            ],
-            verbose=True)
-
-    def local_expert(self):
-        return Agent(
-            role='Local Expert at this city',
-            goal='Provide the BEST insights about the selected city',
-            backstory="""A knowledgeable local guide with extensive information
-        about the city, it's attractions and customs""",
-            tools=[
-                SearchTools.search_internet,
-                BrowserTools.scrape_and_summarize_website,
-            ],
-            verbose=True)
-
-    def travel_concierge(self):
-        return Agent(
-            role='Amazing Travel Concierge',
-            goal="""Create the most amazing travel itineraries with budget and 
-        packing suggestions for the city""",
-            backstory="""Specialist in travel planning and logistics with 
-        decades of experience""",
-            tools=[
-                SearchTools.search_internet,
-                BrowserTools.scrape_and_summarize_website,
-                CalculatorTools.calculate,
-            ],
-            verbose=True)

installer/client/cli/agents/trip_planner/trip_tasks.py

@@ -1,83 +0,0 @@
-from crewai import Task
-from textwrap import dedent
-from datetime import date
-
-
-class TripTasks():
-
-  def identify_task(self, agent, origin, cities, interests, range):
-    return Task(description=dedent(f"""
-        Analyze and select the best city for the trip based 
-        on specific criteria such as weather patterns, seasonal
-        events, and travel costs. This task involves comparing
-        multiple cities, considering factors like current weather
-        conditions, upcoming cultural or seasonal events, and
-        overall travel expenses. 
-        
-        Your final answer must be a detailed
-        report on the chosen city, and everything you found out
-        about it, including the actual flight costs, weather 
-        forecast and attractions.
-        {self.__tip_section()}
-
-        Traveling from: {origin}
-        City Options: {cities}
-        Trip Date: {range}
-        Traveler Interests: {interests}
-      """),
-                agent=agent)
-
-  def gather_task(self, agent, origin, interests, range):
-    return Task(description=dedent(f"""
-        As a local expert on this city you must compile an 
-        in-depth guide for someone traveling there and wanting 
-        to have THE BEST trip ever!
-        Gather information about  key attractions, local customs,
-        special events, and daily activity recommendations.
-        Find the best spots to go to, the kind of place only a
-        local would know.
-        This guide should provide a thorough overview of what 
-        the city has to offer, including hidden gems, cultural
-        hotspots, must-visit landmarks, weather forecasts, and
-        high level costs.
-        
-        The final answer must be a comprehensive city guide, 
-        rich in cultural insights and practical tips, 
-        tailored to enhance the travel experience.
-        {self.__tip_section()}
-
-        Trip Date: {range}
-        Traveling from: {origin}
-        Traveler Interests: {interests}
-      """),
-                agent=agent)
-
-  def plan_task(self, agent, origin, interests, range):
-    return Task(description=dedent(f"""
-        Expand this guide into a a full 7-day travel 
-        itinerary with detailed per-day plans, including 
-        weather forecasts, places to eat, packing suggestions, 
-        and a budget breakdown.
-        
-        You MUST suggest actual places to visit, actual hotels 
-        to stay and actual restaurants to go to.
-        
-        This itinerary should cover all aspects of the trip, 
-        from arrival to departure, integrating the city guide
-        information with practical travel logistics.
-        
-        Your final answer MUST be a complete expanded travel plan,
-        formatted as markdown, encompassing a daily schedule,
-        anticipated weather conditions, recommended clothing and
-        items to pack, and a detailed budget, ensuring THE BEST
-        TRIP EVER, Be specific and give it a reason why you picked
-        # up each place, what make them special! {self.__tip_section()}
-
-        Trip Date: {range}
-        Traveling from: {origin}
-        Traveler Interests: {interests}
-      """),
-                agent=agent)
-
-  def __tip_section(self):
-    return "If you do your BEST WORK, I'll tip you $100!"

installer/client/cli/fabric.py

@@ -1,134 +0,0 @@
-from .utils import Standalone, Update, Setup, Alias, AgentSetup
-import argparse
-import sys
-import time
-import os
-
-
-script_directory = os.path.dirname(os.path.realpath(__file__))
-
-
-def main():
-    parser = argparse.ArgumentParser(
-        description="An open source framework for augmenting humans using AI."
-    )
-    parser.add_argument("--text", "-t", help="Text to extract summary from")
-    parser.add_argument(
-        "--copy", "-C", help="Copy the response to the clipboard", action="store_true"
-    )
-    subparsers = parser.add_subparsers(dest='command', help='Sub-command help')
-    agents_parser = subparsers.add_parser('agents', help='Crew command help')
-    agents_parser.add_argument(
-        "trip_planner", help="The origin city for the trip")
-    agents_parser.add_argument(
-        'ApiKeys', help="enter API keys for tools", action="store_true")
-    parser.add_argument(
-        "--output",
-        "-o",
-        help="Save the response to a file",
-        nargs="?",
-        const="analyzepaper.txt",
-        default=None,
-    )
-    parser.add_argument(
-        "--stream",
-        "-s",
-        help="Use this option if you want to see the results in realtime. NOTE: You will not be able to pipe the output into another command.",
-        action="store_true",
-    )
-    parser.add_argument(
-        "--list", "-l", help="List available patterns", action="store_true"
-    )
-    parser.add_argument(
-        "--update", "-u", help="Update patterns", action="store_true")
-    parser.add_argument("--pattern", "-p", help="The pattern (prompt) to use")
-    parser.add_argument(
-        "--setup", help="Set up your fabric instance", action="store_true"
-    )
-    parser.add_argument(
-        "--model", "-m", help="Select the model to use (GPT-4 by default)", default="gpt-4-turbo-preview"
-    )
-    parser.add_argument(
-        "--listmodels", help="List all available models", action="store_true"
-    )
-    parser.add_argument('--context', '-c',
-                        help="Use Context file (context.md) to add context to your pattern", action="store_true")
-
-    args = parser.parse_args()
-    home_holder = os.path.expanduser("~")
-    config = os.path.join(home_holder, ".config", "fabric")
-    config_patterns_directory = os.path.join(config, "patterns")
-    config_context = os.path.join(config, "context.md")
-    env_file = os.path.join(config, ".env")
-    if not os.path.exists(config):
-        os.makedirs(config)
-    if args.setup:
-        Setup().run()
-        Alias()
-        sys.exit()
-    if not os.path.exists(env_file) or not os.path.exists(config_patterns_directory):
-        print("Please run --setup to set up your API key and download patterns.")
-        sys.exit()
-    if not os.path.exists(config_patterns_directory):
-        Update()
-        Alias()
-        sys.exit()
-    if args.command == "agents":
-        from .agents.trip_planner.main import planner_cli
-        if args.ApiKeys:
-            AgentSetup().apiKeys()
-            sys.exit()
-        if not args.trip_planner:
-            print("Please provide an agent")
-            print(f"Available Agents:")
-            for agent in tripcrew.agents:
-                print(agent)
-        else:
-            tripcrew = planner_cli()
-            tripcrew.ask()
-        sys.exit()
-    if args.update:
-        Update()
-        Alias()
-        sys.exit()
-    if args.context:
-        if not os.path.exists(os.path.join(config, "context.md")):
-            print("Please create a context.md file in ~/.config/fabric")
-            sys.exit()
-    standalone = Standalone(args, args.pattern)
-    if args.list:
-        try:
-            direct = sorted(os.listdir(config_patterns_directory))
-            for d in direct:
-                print(d)
-            sys.exit()
-        except FileNotFoundError:
-            print("No patterns found")
-            sys.exit()
-    if args.listmodels:
-        standalone.fetch_available_models()
-        sys.exit()
-    if args.text is not None:
-        text = args.text
-    else:
-        text = standalone.get_cli_input()
-    if args.stream and not args.context:
-        standalone.streamMessage(text)
-        sys.exit()
-    if args.stream and args.context:
-        with open(config_context, "r") as f:
-            context = f.read()
-            standalone.streamMessage(text, context=context)
-        sys.exit()
-    elif args.context:
-        with open(config_context, "r") as f:
-            context = f.read()
-            standalone.sendMessage(text, context=context)
-        sys.exit()
-    else:
-        standalone.sendMessage(text)
-        sys.exit()
-
-
-if __name__ == "__main__":
-    main()

installer/client/cli/p.py

@@ -1,6 +0,0 @@
-#!/usr/bin/env python3
-
-import pyperclip
-
-pasted_text = pyperclip.paste()
-print(pasted_text)

installer/client/cli/utils.py

@@ -1,431 +0,0 @@
-import requests
-import os
-from openai import OpenAI
-import pyperclip
-import sys
-import platform
-from dotenv import load_dotenv
-from requests.exceptions import HTTPError
-from tqdm import tqdm
-import zipfile
-import tempfile
-import shutil
-
-current_directory = os.path.dirname(os.path.realpath(__file__))
-config_directory = os.path.expanduser("~/.config/fabric")
-env_file = os.path.join(config_directory, ".env")
-
-
-class Standalone:
-    def __init__(self, args, pattern="", env_file="~/.config/fabric/.env"):
-        """        Initialize the class with the provided arguments and environment file.
-
-        Args:
-            args: The arguments for initialization.
-            pattern: The pattern to be used (default is an empty string).
-            env_file: The path to the environment file (default is "~/.config/fabric/.env").
-
-        Returns:
-            None
-
-        Raises:
-            KeyError: If the "OPENAI_API_KEY" is not found in the environment variables.
-            FileNotFoundError: If no API key is found in the environment variables.
-        """
-
-        # Expand the tilde to the full path
-        env_file = os.path.expanduser(env_file)
-        load_dotenv(env_file)
-        try:
-            apikey = os.environ["OPENAI_API_KEY"]
-            self.client = OpenAI()
-            self.client.api_key = apikey
-        except KeyError:
-            print("OPENAI_API_KEY not found in environment variables.")
-
-        except FileNotFoundError:
-            print("No API key found. Use the --apikey option to set the key")
-            sys.exit()
-        self.config_pattern_directory = config_directory
-        self.pattern = pattern
-        self.args = args
-        self.model = args.model
-
-    def streamMessage(self, input_data: str, context=""):
-        """        Stream a message and handle exceptions.
-
-        Args:
-            input_data (str): The input data for the message.
-
-        Returns:
-            None: If the pattern is not found.
-
-        Raises:
-            FileNotFoundError: If the pattern file is not found.
-        """
-
-        wisdomFilePath = os.path.join(
-            config_directory, f"patterns/{self.pattern}/system.md"
-        )
-        user_message = {"role": "user", "content": f"{input_data}"}
-        wisdom_File = os.path.join(current_directory, wisdomFilePath)
-        buffer = ""
-        if self.pattern:
-            try:
-                with open(wisdom_File, "r") as f:
-                    if context:
-                        system = context + '\n\n' + f.read()
-                    else:
-                        system = f.read()
-                    system_message = {"role": "system", "content": system}
-                messages = [system_message, user_message]
-            except FileNotFoundError:
-                print("pattern not found")
-                return
-        else:
-            if context:
-                messages = [
-                    {"role": "system", "content": context}, user_message]
-            else:
-                messages = [user_message]
-        try:
-            stream = self.client.chat.completions.create(
-                model=self.model,
-                messages=messages,
-                temperature=0.0,
-                top_p=1,
-                frequency_penalty=0.1,
-                presence_penalty=0.1,
-                stream=True,
-            )
-            for chunk in stream:
-                if chunk.choices[0].delta.content is not None:
-                    char = chunk.choices[0].delta.content
-                    buffer += char
-                    if char not in ["\n", " "]:
-                        print(char, end="")
-                    elif char == " ":
-                        print(" ", end="")  # Explicitly handle spaces
-                    elif char == "\n":
-                        print()  # Handle newlines
-                sys.stdout.flush()
-        except Exception as e:
-            print(f"Error: {e}")
-            print(e)
-        if self.args.copy:
-            pyperclip.copy(buffer)
-        if self.args.output:
-            with open(self.args.output, "w") as f:
-                f.write(buffer)
-
-    def sendMessage(self, input_data: str, context=""):
-        """        Send a message using the input data and generate a response.
-
-        Args:
-            input_data (str): The input data to be sent as a message.
-
-        Returns:
-            None
-
-        Raises:
-            FileNotFoundError: If the specified pattern file is not found.
-        """
-
-        wisdomFilePath = os.path.join(
-            config_directory, f"patterns/{self.pattern}/system.md"
-        )
-        user_message = {"role": "user", "content": f"{input_data}"}
-        wisdom_File = os.path.join(current_directory, wisdomFilePath)
-        if self.pattern:
-            try:
-                with open(wisdom_File, "r") as f:
-                    if context:
-                        system = context + '\n\n' + f.read()
-                    else:
-                        system = f.read()
-                    system_message = {"role": "system", "content": system}
-                messages = [system_message, user_message]
-            except FileNotFoundError:
-                print("pattern not found")
-                return
-        else:
-            if context:
-                messages = [
-                    {'role': 'system', 'content': context}, user_message]
-            else:
-                messages = [user_message]
-        try:
-            response = self.client.chat.completions.create(
-                model=self.model,
-                messages=messages,
-                temperature=0.0,
-                top_p=1,
-                frequency_penalty=0.1,
-                presence_penalty=0.1,
-            )
-            print(response.choices[0].message.content)
-        except Exception as e:
-            print(f"Error: {e}")
-            print(e)
-        if self.args.copy:
-            pyperclip.copy(response.choices[0].message.content)
-        if self.args.output:
-            with open(self.args.output, "w") as f:
-                f.write(response.choices[0].message.content)
-
-    def fetch_available_models(self):
-        headers = {
-            "Authorization": f"Bearer {self.client.api_key}"
-        }
-
-        response = requests.get(
-            "https://api.openai.com/v1/models", headers=headers)
-
-        if response.status_code == 200:
-            models = response.json().get("data", [])
-            # Filter only gpt models
-            gpt_models = [model for model in models if model.get(
-                "id", "").startswith(("gpt"))]
-            # Sort the models alphabetically by their ID
-            sorted_gpt_models = sorted(gpt_models, key=lambda x: x.get("id"))
-
-            for model in sorted_gpt_models:
-                print(model.get("id"))
-        else:
-            print(f"Failed to fetch models: HTTP {response.status_code}")
-
-    def get_cli_input(self):
-        """ aided by ChatGPT; uses platform library
-        accepts either piped input or console input
-        from either Windows or Linux
-
-        Args:
-            none
-        Returns:
-            string from either user or pipe
-        """
-        system = platform.system()
-        if system == 'Windows':
-            if not sys.stdin.isatty():  # Check if input is being piped
-                return sys.stdin.read().strip()  # Read piped input
-            else:
-                # Prompt user for input from console
-                return input("Enter Question: ")
-        else:
-            return sys.stdin.read()
-
-
-class Update:
-    def __init__(self):
-        """Initialize the object with default values."""
-        self.repo_zip_url = "https://github.com/danielmiessler/fabric/archive/refs/heads/main.zip"
-        self.config_directory = os.path.expanduser("~/.config/fabric")
-        self.pattern_directory = os.path.join(
-            self.config_directory, "patterns")
-        os.makedirs(self.pattern_directory, exist_ok=True)
-        print("Updating patterns...")
-        self.update_patterns()  # Start the update process immediately
-
-    def update_patterns(self):
-        """Update the patterns by downloading the zip from GitHub and extracting it."""
-        with tempfile.TemporaryDirectory() as temp_dir:
-            zip_path = os.path.join(temp_dir, "repo.zip")
-            self.download_zip(self.repo_zip_url, zip_path)
-            extracted_folder_path = self.extract_zip(zip_path, temp_dir)
-            # The patterns folder will be inside "fabric-main" after extraction
-            patterns_source_path = os.path.join(
-                extracted_folder_path, "fabric-main", "patterns")
-            if os.path.exists(patterns_source_path):
-                # If the patterns directory already exists, remove it before copying over the new one
-                if os.path.exists(self.pattern_directory):
-                    shutil.rmtree(self.pattern_directory)
-                shutil.copytree(patterns_source_path, self.pattern_directory)
-                print("Patterns updated successfully.")
-            else:
-                print("Patterns folder not found in the downloaded zip.")
-
-    def download_zip(self, url, save_path):
-        """Download the zip file from the specified URL."""
-        response = requests.get(url)
-        response.raise_for_status()  # Check if the download was successful
-        with open(save_path, 'wb') as f:
-            f.write(response.content)
-        print("Downloaded zip file successfully.")
-
-    def extract_zip(self, zip_path, extract_to):
-        """Extract the zip file to the specified directory."""
-        with zipfile.ZipFile(zip_path, 'r') as zip_ref:
-            zip_ref.extractall(extract_to)
-        print("Extracted zip file successfully.")
-        return extract_to  # Return the path to the extracted contents
-
-
-class Alias:
-    def __init__(self):
-        self.config_files = []
-        home_directory = os.path.expanduser("~")
-        self.patterns = os.path.join(home_directory, ".config/fabric/patterns")
-        if os.path.exists(os.path.join(home_directory, ".bashrc")):
-            self.config_files.append(os.path.join(home_directory, ".bashrc"))
-        if os.path.exists(os.path.join(home_directory, ".zshrc")):
-            self.config_files.append(os.path.join(home_directory, ".zshrc"))
-        if os.path.exists(os.path.join(home_directory, ".bash_profile")):
-            self.config_files.append(os.path.join(
-                home_directory, ".bash_profile"))
-        self.remove_all_patterns()
-        self.add_patterns()
-        print('Aliases added successfully. Please restart your terminal to use them.')
-
-    def add(self, name, alias):
-        for file in self.config_files:
-            with open(file, "a") as f:
-                f.write(f"alias {name}='{alias}'\n")
-
-    def remove(self, pattern):
-        for file in self.config_files:
-            # Read the whole file first
-            with open(file, "r") as f:
-                wholeFile = f.read()
-
-            # Determine if the line to be removed is in the file
-            target_line = f"alias {pattern}='fabric --pattern {pattern}'\n"
-            if target_line in wholeFile:
-                # If the line exists, replace it with nothing (remove it)
-                wholeFile = wholeFile.replace(target_line, "")
-
-                # Write the modified content back to the file
-                with open(file, "w") as f:
-                    f.write(wholeFile)
-
-    def remove_all_patterns(self):
-        allPatterns = os.listdir(self.patterns)
-        for pattern in allPatterns:
-            self.remove(pattern)
-
-    def find_line(self, name):
-        for file in self.config_files:
-            with open(file, "r") as f:
-                lines = f.readlines()
-            for line in lines:
-                if line.strip("\n") == f"alias ${name}='{alias}'":
-                    return line
-
-    def add_patterns(self):
-        allPatterns = os.listdir(self.patterns)
-        for pattern in allPatterns:
-            self.add(pattern, f"fabric --pattern {pattern}")
-
-
-class Setup:
-    def __init__(self):
-        """        Initialize the object.
-
-        Raises:
-            OSError: If there is an error in creating the pattern directory.
-        """
-
-        self.config_directory = os.path.expanduser("~/.config/fabric")
-        self.pattern_directory = os.path.join(
-            self.config_directory, "patterns")
-        os.makedirs(self.pattern_directory, exist_ok=True)
-        self.env_file = os.path.join(self.config_directory, ".env")
-
-    def api_key(self, api_key):
-        """        Set the OpenAI API key in the environment file.
-
-        Args:
-            api_key (str): The API key to be set.
-
-        Returns:
-            None
-
-        Raises:
-            OSError: If the environment file does not exist or cannot be accessed.
-        """
-
-        if not os.path.exists(self.env_file):
-            with open(self.env_file, "w") as f:
-                f.write(f"OPENAI_API_KEY={api_key}")
-            print(f"OpenAI API key set to {api_key}")
-
-    def patterns(self):
-        """        Method to update patterns and exit the system.
-
-        Returns:
-            None
-        """
-
-        Update()
-
-    def run(self):
-        """        Execute the Fabric program.
-
-        This method prompts the user for their OpenAI API key, sets the API key in the Fabric object, and then calls the patterns method.
-
-        Returns:
-            None
-        """
-
-        print("Welcome to Fabric. Let's get started.")
-        apikey = input("Please enter your OpenAI API key\n")
-        self.api_key(apikey.strip())
-        self.patterns()
-
-
-class Transcribe:
-    def youtube(video_id):
-        """ 
-        This method gets the transciption
-        of a YouTube video designated with the video_id
-
-        Input:
-            the video id specifing a YouTube video
-            an example url for a video: https://www.youtube.com/watch?v=vF-MQmVxnCs&t=306s
-            the video id is vF-MQmVxnCs&t=306s
-
-        Output:
-            a transcript for the video
-
-        Raises:
-            an exception and prints error
-
-
-        """
-        try:
-            transcript_list = YouTubeTranscriptApi.get_transcript(video_id)
-            transcript = ""
-            for segment in transcript_list:
-                transcript += segment['text'] + " "
-            return transcript.strip()
-        except Exception as e:
-            print("Error:", e)
-            return None
-
-
-class AgentSetup:
-    def apiKeys(self):
-        """Method to set the API keys in the environment file.
-
-        Returns:
-            None
-        """
-
-        print("Welcome to Fabric. Let's get started.")
-        browserless = input("Please enter your Browserless API key\n")
-        serper = input("Please enter your Serper API key\n")
-
-        # Entries to be added
-        browserless_entry = f"BROWSERLESS_API_KEY={browserless}"
-        serper_entry = f"SERPER_API_KEY={serper}"
-
-        # Check and write to the file
-        with open(env_file, "r+") as f:
-            content = f.read()
-
-            # Determine if the file ends with a newline
-            if content.endswith('\n'):
-                # If it ends with a newline, we directly write the new entries
-                f.write(f"{browserless_entry}\n{serper_entry}\n")
-            else:
-                # If it does not end with a newline, add one before the new entries
-                f.write(f"\n{browserless_entry}\n{serper_entry}\n")

installer/client/gui/.gitignore

@@ -1,3 +0,0 @@
-node_modules/
-dist/
-build/

installer/client/gui/README.md

@@ -1,21 +0,0 @@
-Fabric is not just a tool; it's a transformative step towards integrating the power of GPT prompts into your digital life. With Fabric, you have the ability to create a personal API that brings advanced GPT capabilities into various aspects of your digital environment. Whether you're looking to incorporate powerful GPT prompts into command line operations or extend their functionality to a wider network through a personal API, Fabric is designed to seamlessly blend with your digital ecosystem. This tool is all about augmenting your digital interactions, enhancing productivity, and enabling a more intelligent, GPT-powered experience in every aspect of your online presence.
-
-## Features
-
-1. Text Analysis: Easily extract summaries from texts.
-2. Clipboard Integration: Conveniently copy responses to the clipboard.
-3. File Output: Save responses to files for later reference.
-4. Pattern Module: Utilize specific modules for different types of analysis.
-5. Server Mode: Operate the tool in server mode for expanded capabilities.
-6. Remote & Standalone Modes: Choose between remote and standalone operations.
-
-## Installation
-
-1. Install dependencies:
-   `npm install`
-2. Start the application:
-   `npm start`
-
-Contributing
-
-We welcome contributions to Fabric! For details on our code of conduct and the process for submitting pull requests, please read the CONTRIBUTING.md.

installer/client/gui/chatgpt.js

@@ -1,45 +0,0 @@
-const { OpenAI } = require("openai");
-require("dotenv").config({
-  path: require("os").homedir() + "/.config/fabric/.env",
-});
-
-let openaiClient = null;
-
-// Function to initialize and get the OpenAI client
-function getOpenAIClient() {
-  if (!process.env.OPENAI_API_KEY) {
-    throw new Error(
-      "The OPENAI_API_KEY environment variable is missing or empty."
-    );
-  }
-  return new OpenAI({ apiKey: process.env.OPENAI_API_KEY });
-}
-
-async function queryOpenAI(system, user, callback) {
-  const openai = getOpenAIClient(); // Ensure the client is initialized here
-  const messages = [
-    { role: "system", content: system },
-    { role: "user", content: user },
-  ];
-  try {
-    const stream = await openai.chat.completions.create({
-      model: "gpt-4-1106-preview", // Adjust the model as necessary.
-      messages: messages,
-      temperature: 0.0,
-      top_p: 1,
-      frequency_penalty: 0.1,
-      presence_penalty: 0.1,
-      stream: true,
-    });
-
-    for await (const chunk of stream) {
-      const message = chunk.choices[0]?.delta?.content || "";
-      callback(message); // Process each chunk of data
-    }
-  } catch (error) {
-    console.error("Error querying OpenAI:", error);
-    callback("Error querying OpenAI. Please try again.");
-  }
-}
-
-module.exports = { queryOpenAI };

installer/client/gui/index.html

@@ -1,70 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-  <head>
-    <meta charset="UTF-8" />
-    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Fabric</title>
-    <link rel="stylesheet" href="static/stylesheet/bootstrap.min.css" />
-    <link rel="stylesheet" href="static/stylesheet/style.css" />
-  </head>
-  <body>
-    <nav class="navbar navbar-expand-md navbar-dark fixed-top bg-dark">
-      <a class="navbar-brand" href="#">
-        <img
-          src="static/images/fabric-logo-gif.gif"
-          alt="Fabric Logo"
-          height="40"
-        />
-      </a>
-      <button id="configButton" class="btn btn-outline-success my-2 my-sm-0">
-        Config
-      </button>
-      <button
-        class="navbar-toggler"
-        type="button"
-        data-toggle="collapse"
-        data-target="#navbarCollap  se"
-        aria-controls="navbarCollapse"
-        aria-expanded="false"
-        aria-label="Toggle navigation"
-      >
-        <span class="navbar-toggler-icon"></span>
-      </button>
-      <button
-        id="updatePatternsButton"
-        class="btn btn-outline-success my-2 my-sm-0"
-      >
-        Update Patterns
-      </button>
-      <div class="collapse navbar-collapse" id="navbarCollapse"></div>
-      <div class="m1-auto">
-        <a class="navbar-brand" id="themeChanger" href="#">Dark</a>
-      </div>
-    </nav>
-    <main>
-      <div class="container" id="my-form">
-        <select class="form-control" id="patternSelector"></select>
-        <textarea
-          rows="5"
-          class="form-control"
-          id="userInput"
-          placeholder="start typing or drag a file (.txt, .svg, .pdf and .doc are currently supported)"
-        ></textarea>
-        <button class="btn btn-primary" id="submit">Submit</button>
-      </div>
-      <div id="configSection" class="container hidden">
-        <input
-          type="text"
-          id="apiKeyInput"
-          placeholder="Enter OpenAI API Key"
-          class="form-control"
-        />
-        <button id="saveApiKey" class="btn btn-primary">Save API Key</button>
-      </div>
-      <div class="container hidden" id="responseContainer"></div>
-    </main>
-    <script src="static/js/jquery-3.0.0.slim.min.js"></script>
-    <script src="static/js/bootstrap.min.js"></script>
-    <script src="static/js/index.js"></script>
-  </body>
-</html>

installer/client/gui/main.js

@@ -1,300 +0,0 @@
-const { app, BrowserWindow, ipcMain, dialog } = require("electron");
-const pdfParse = require("pdf-parse");
-const mammoth = require("mammoth");
-const fs = require("fs");
-const path = require("path");
-const os = require("os");
-const { queryOpenAI } = require("./chatgpt.js");
-const axios = require("axios");
-const fsExtra = require("fs-extra");
-
-let fetch;
-import("node-fetch").then((module) => {
-  fetch = module.default;
-});
-const unzipper = require("unzipper");
-
-let win;
-
-function promptUserForApiKey() {
-  // Create a new window to prompt the user for the API key
-  const promptWindow = new BrowserWindow({
-    // Window configuration for the prompt
-    width: 500,
-    height: 200,
-    webPreferences: {
-      nodeIntegration: true,
-      contextIsolation: false, // Consider security implications
-    },
-  });
-
-  // Handle the API key submission from the prompt window
-  ipcMain.on("submit-api-key", (event, apiKey) => {
-    if (apiKey) {
-      saveApiKey(apiKey);
-      promptWindow.close();
-      createWindow(); // Proceed to create the main window
-    } else {
-      // Handle invalid input or user cancellation
-      promptWindow.close();
-    }
-  });
-}
-
-function loadApiKey() {
-  const configPath = path.join(os.homedir(), ".config", "fabric", ".env");
-  if (fs.existsSync(configPath)) {
-    const envContents = fs.readFileSync(configPath, { encoding: "utf8" });
-    const matches = envContents.match(/^OPENAI_API_KEY=(.*)$/m);
-    if (matches && matches[1]) {
-      return matches[1];
-    }
-  }
-  return null;
-}
-
-function saveApiKey(apiKey) {
-  const configPath = path.join(os.homedir(), ".config", "fabric");
-  const envFilePath = path.join(configPath, ".env");
-
-  if (!fs.existsSync(configPath)) {
-    fs.mkdirSync(configPath, { recursive: true });
-  }
-
-  fs.writeFileSync(envFilePath, `OPENAI_API_KEY=${apiKey}`);
-  process.env.OPENAI_API_KEY = apiKey; // Set for current session
-}
-
-function ensureFabricFoldersExist() {
-  return new Promise(async (resolve, reject) => {
-    const fabricPath = path.join(os.homedir(), ".config", "fabric");
-    const patternsPath = path.join(fabricPath, "patterns");
-
-    try {
-      if (!fs.existsSync(fabricPath)) {
-        fs.mkdirSync(fabricPath, { recursive: true });
-      }
-
-      if (!fs.existsSync(patternsPath)) {
-        fs.mkdirSync(patternsPath, { recursive: true });
-        await downloadAndUpdatePatterns(patternsPath);
-      }
-      resolve(); // Resolve the promise once everything is set up
-    } catch (error) {
-      console.error("Error ensuring fabric folders exist:", error);
-      reject(error); // Reject the promise if an error occurs
-    }
-  });
-}
-
-async function downloadAndUpdatePatterns(patternsPath) {
-  try {
-    const response = await axios({
-      method: "get",
-      url: "https://github.com/danielmiessler/fabric/archive/refs/heads/main.zip",
-      responseType: "arraybuffer",
-    });
-
-    const zipPath = path.join(os.tmpdir(), "fabric.zip");
-    fs.writeFileSync(zipPath, response.data);
-    console.log("Zip file written to:", zipPath);
-
-    const tempExtractPath = path.join(os.tmpdir(), "fabric_extracted");
-    fsExtra.emptyDirSync(tempExtractPath);
-
-    await fsExtra.remove(patternsPath); // Delete the existing patterns directory
-
-    await fs
-      .createReadStream(zipPath)
-      .pipe(unzipper.Extract({ path: tempExtractPath }))
-      .promise();
-
-    console.log("Extraction complete");
-
-    const extractedPatternsPath = path.join(
-      tempExtractPath,
-      "fabric-main",
-      "patterns"
-    );
-
-    await fsExtra.copy(extractedPatternsPath, patternsPath);
-    console.log("Patterns successfully updated");
-
-    // Inform the renderer process that the patterns have been updated
-    win.webContents.send("patterns-updated");
-  } catch (error) {
-    console.error("Error downloading or updating patterns:", error);
-  }
-}
-
-function checkApiKeyExists() {
-  const configPath = path.join(os.homedir(), ".config", "fabric", ".env");
-  return fs.existsSync(configPath);
-}
-
-function getPatternFolders() {
-  const patternsPath = path.join(os.homedir(), ".config", "fabric", "patterns");
-  return fs
-    .readdirSync(patternsPath, { withFileTypes: true })
-    .filter((dirent) => dirent.isDirectory())
-    .map((dirent) => dirent.name);
-}
-
-function getPatternContent(patternName) {
-  const patternPath = path.join(
-    os.homedir(),
-    ".config",
-    "fabric",
-    "patterns",
-    patternName,
-    "system.md"
-  );
-  try {
-    return fs.readFileSync(patternPath, "utf8");
-  } catch (error) {
-    console.error("Error reading pattern file:", error);
-    return "";
-  }
-}
-
-function createWindow() {
-  win = new BrowserWindow({
-    width: 800,
-    height: 600,
-    webPreferences: {
-      contextIsolation: true,
-      nodeIntegration: false,
-      preload: path.join(__dirname, "preload.js"),
-    },
-  });
-
-  win.loadFile("index.html");
-
-  win.on("closed", () => {
-    win = null;
-  });
-}
-ipcMain.on("process-complex-file", (event, filePath) => {
-  const extension = path.extname(filePath).toLowerCase();
-  let fileProcessPromise;
-
-  if (extension === ".pdf") {
-    const dataBuffer = fs.readFileSync(filePath);
-    fileProcessPromise = pdfParse(dataBuffer).then((data) => data.text);
-  } else if (extension === ".docx") {
-    fileProcessPromise = mammoth
-      .extractRawText({ path: filePath })
-      .then((result) => result.value)
-      .catch((err) => {
-        console.error("Error processing DOCX file:", err);
-        throw new Error("Error processing DOCX file.");
-      });
-  } else {
-    event.reply("file-response", "Error: Unsupported file type");
-    return;
-  }
-
-  fileProcessPromise
-    .then((extractedText) => {
-      // Sending the extracted text back to the frontend.
-      event.reply("file-response", extractedText);
-    })
-    .catch((error) => {
-      // Handling any errors during file processing and sending them back to the frontend.
-      event.reply("file-response", `Error processing file: ${error.message}`);
-    });
-});
-
-ipcMain.on("start-query-openai", async (event, system, user) => {
-  if (system == null || user == null) {
-    console.error("Received null for system or user message");
-    event.reply("openai-response", "Error: System or user message is null.");
-    return;
-  }
-  try {
-    await queryOpenAI(system, user, (message) => {
-      event.reply("openai-response", message);
-    });
-  } catch (error) {
-    console.error("Error querying OpenAI:", error);
-    event.reply("no-api-key", "Error querying OpenAI.");
-  }
-});
-
-// Example of using ipcMain.handle for asynchronous operations
-ipcMain.handle("get-patterns", async (event) => {
-  try {
-    return getPatternFolders();
-  } catch (error) {
-    console.error("Failed to get patterns:", error);
-    return [];
-  }
-});
-
-ipcMain.on("update-patterns", () => {
-  const patternsPath = path.join(os.homedir(), ".config", "fabric", "patterns");
-  downloadAndUpdatePatterns(patternsPath);
-});
-
-ipcMain.handle("get-pattern-content", async (event, patternName) => {
-  try {
-    return getPatternContent(patternName);
-  } catch (error) {
-    console.error("Failed to get pattern content:", error);
-    return "";
-  }
-});
-
-ipcMain.handle("save-api-key", async (event, apiKey) => {
-  try {
-    const configPath = path.join(os.homedir(), ".config", "fabric");
-    if (!fs.existsSync(configPath)) {
-      fs.mkdirSync(configPath, { recursive: true });
-    }
-
-    const envFilePath = path.join(configPath, ".env");
-    fs.writeFileSync(envFilePath, `OPENAI_API_KEY=${apiKey}`);
-    process.env.OPENAI_API_KEY = apiKey;
-
-    return "API Key saved successfully.";
-  } catch (error) {
-    console.error("Error saving API key:", error);
-    throw new Error("Failed to save API Key.");
-  }
-});
-
-app.whenReady().then(async () => {
-  try {
-    const apiKey = loadApiKey();
-    if (!apiKey) {
-      promptUserForApiKey();
-    } else {
-      process.env.OPENAI_API_KEY = apiKey;
-      createWindow();
-    }
-    await ensureFabricFoldersExist(); // Ensure fabric folders exist
-    createWindow(); // Create the application window
-
-    // After window creation, check if the API key exists
-    if (!checkApiKeyExists()) {
-      console.log("API key is missing. Prompting user to input API key.");
-      // Optionally, directly invoke a function here to show a prompt in the renderer process
-      win.webContents.send("request-api-key");
-    }
-  } catch (error) {
-    console.error("Failed to initialize fabric folders:", error);
-    // Handle initialization failure (e.g., close the app or show an error message)
-  }
-});
-
-app.on("window-all-closed", () => {
-  if (process.platform !== "darwin") {
-    app.quit();
-  }
-});
-
-app.on("activate", () => {
-  if (win === null) {
-    createWindow();
-  }
-});

installer/client/gui/package.json

@@ -1,23 +0,0 @@
-{
-  "name": "fabric_electron",
-  "version": "1.0.0",
-  "description": "a fabric electron app",
-  "main": "main.js",
-  "scripts": {
-    "start": "electron ."
-  },
-  "author": "",
-  "license": "ISC",
-  "devDependencies": {
-    "dotenv": "^16.4.1",
-    "electron": "^28.2.2",
-    "openai": "^4.27.0"
-  },
-  "dependencies": {
-    "axios": "^1.6.7",
-    "mammoth": "^1.6.0",
-    "node-fetch": "^2.6.7",
-    "pdf-parse": "^1.1.1",
-    "unzipper": "^0.10.14"
-  }
-}

installer/client/gui/preload.js

@@ -1,9 +0,0 @@
-const { contextBridge, ipcRenderer } = require("electron");
-
-contextBridge.exposeInMainWorld("electronAPI", {
-  invoke: (channel, ...args) => ipcRenderer.invoke(channel, ...args),
-  send: (channel, ...args) => ipcRenderer.send(channel, ...args),
-  on: (channel, func) => {
-    ipcRenderer.on(channel, (event, ...args) => func(...args));
-  },
-});

installer/client/gui/static/js/index.js

@@ -1,266 +0,0 @@
-document.addEventListener("DOMContentLoaded", async function () {
-  const patternSelector = document.getElementById("patternSelector");
-  const userInput = document.getElementById("userInput");
-  const submitButton = document.getElementById("submit");
-  const responseContainer = document.getElementById("responseContainer");
-  const themeChanger = document.getElementById("themeChanger");
-  const configButton = document.getElementById("configButton");
-  const configSection = document.getElementById("configSection");
-  const saveApiKeyButton = document.getElementById("saveApiKey");
-  const apiKeyInput = document.getElementById("apiKeyInput");
-  const originalPlaceholder = userInput.placeholder;
-  const updatePatternsButton = document.getElementById("updatePatternsButton");
-  const copyButton = document.createElement("button");
-
-  window.electronAPI.on("patterns-ready", () => {
-    console.log("Patterns are ready. Refreshing the pattern list.");
-    loadPatterns();
-  });
-  window.electronAPI.on("request-api-key", () => {
-    // Show the API key input section or modal to the user
-    configSection.classList.remove("hidden"); // Assuming 'configSection' is your API key input area
-  });
-  copyButton.textContent = "Copy";
-  copyButton.id = "copyButton";
-  document.addEventListener("click", function (e) {
-    if (e.target && e.target.id === "copyButton") {
-      // Your copy to clipboard function
-      copyToClipboard();
-    }
-  });
-  window.electronAPI.on("no-api-key", () => {
-    alert("API key is missing. Please enter your OpenAI API key.");
-  });
-
-  window.electronAPI.on("patterns-updated", () => {
-    alert("Patterns updated. Refreshing the pattern list.");
-    loadPatterns();
-  });
-
-  function htmlToPlainText(html) {
-    // Create a temporary div element to hold the HTML
-    var tempDiv = document.createElement("div");
-    tempDiv.innerHTML = html;
-
-    // Replace <br> tags with newline characters
-    tempDiv.querySelectorAll("br").forEach((br) => br.replaceWith("\n"));
-
-    // Replace block elements like <p> and <div> with newline characters
-    tempDiv.querySelectorAll("p, div").forEach((block) => {
-      block.prepend("\n"); // Add a newline before the block element's content
-      block.replaceWith(...block.childNodes); // Replace the block element with its own contents
-    });
-
-    // Return the text content, trimming leading and trailing newlines
-    return tempDiv.textContent.trim();
-  }
-
-  async function submitQuery(userInputValue) {
-    userInput.value = ""; // Clear the input after submitting
-    systemCommand = await window.electronAPI.invoke(
-      "get-pattern-content",
-      patternSelector.value
-    );
-    responseContainer.innerHTML = ""; // Clear previous responses
-    if (responseContainer.classList.contains("hidden")) {
-      console.log("contains hidden");
-      responseContainer.classList.remove("hidden");
-      responseContainer.appendChild(copyButton);
-    }
-    window.electronAPI.send(
-      "start-query-openai",
-      systemCommand,
-      userInputValue
-    );
-  }
-
-  function copyToClipboard() {
-    const containerClone = responseContainer.cloneNode(true);
-    // Remove the copy button from the clone
-    const copyButtonClone = containerClone.querySelector("#copyButton");
-    if (copyButtonClone) {
-      copyButtonClone.parentNode.removeChild(copyButtonClone);
-    }
-
-    // Convert HTML to plain text, preserving newlines
-    const plainText = htmlToPlainText(containerClone.innerHTML);
-
-    // Use a temporary textarea for copying
-    const textArea = document.createElement("textarea");
-    textArea.style.position = "absolute";
-    textArea.style.left = "-9999px";
-    textArea.setAttribute("aria-hidden", "true");
-    textArea.value = plainText;
-    document.body.appendChild(textArea);
-    textArea.select();
-
-    try {
-      document.execCommand("copy");
-      console.log("Text successfully copied to clipboard");
-    } catch (err) {
-      console.error("Failed to copy text: ", err);
-    }
-
-    document.body.removeChild(textArea);
-  }
-  async function loadPatterns() {
-    try {
-      const patterns = await window.electronAPI.invoke("get-patterns");
-      patternSelector.innerHTML = ""; // Clear existing options first
-      patterns.forEach((pattern) => {
-        const option = document.createElement("option");
-        option.value = pattern;
-        option.textContent = pattern;
-        patternSelector.appendChild(option);
-      });
-    } catch (error) {
-      console.error("Failed to load patterns:", error);
-    }
-  }
-
-  function fallbackCopyTextToClipboard(text) {
-    const textArea = document.createElement("textarea");
-    textArea.value = text;
-    document.body.appendChild(textArea);
-    textArea.focus();
-    textArea.select();
-
-    try {
-      const successful = document.execCommand("copy");
-      const msg = successful ? "successful" : "unsuccessful";
-      console.log("Fallback: Copying text command was " + msg);
-    } catch (err) {
-      console.error("Fallback: Oops, unable to copy", err);
-    }
-
-    document.body.removeChild(textArea);
-  }
-
-  updatePatternsButton.addEventListener("click", () => {
-    window.electronAPI.send("update-patterns");
-  });
-
-  // Load patterns on startup
-  try {
-    const patterns = await window.electronAPI.invoke("get-patterns");
-    patterns.forEach((pattern) => {
-      const option = document.createElement("option");
-      option.value = pattern;
-      option.textContent = pattern;
-      patternSelector.appendChild(option);
-    });
-  } catch (error) {
-    console.error("Failed to load patterns:", error);
-  }
-
-  // Listen for OpenAI responses
-  window.electronAPI.on("openai-response", (message) => {
-    const formattedMessage = message.replace(/\n/g, "<br>");
-    responseContainer.innerHTML += formattedMessage; // Append new data as it arrives
-  });
-
-  window.electronAPI.on("file-response", (message) => {
-    if (message.startsWith("Error")) {
-      alert(message);
-      return;
-    }
-    submitQuery(message);
-  });
-
-  // Submit button click handler
-  submitButton.addEventListener("click", async () => {
-    const userInputValue = userInput.value;
-    submitQuery(userInputValue);
-  });
-
-  // Theme changer click handler
-  themeChanger.addEventListener("click", function (e) {
-    e.preventDefault();
-    document.body.classList.toggle("light-theme");
-    themeChanger.innerText =
-      themeChanger.innerText === "Dark" ? "Light" : "Dark";
-  });
-
-  // Config button click handler - toggles the config section visibility
-  configButton.addEventListener("click", function (e) {
-    e.preventDefault();
-    configSection.classList.toggle("hidden");
-  });
-
-  // Save API Key button click handler
-  saveApiKeyButton.addEventListener("click", () => {
-    const apiKey = apiKeyInput.value;
-    window.electronAPI
-      .invoke("save-api-key", apiKey)
-      .then(() => {
-        alert("API Key saved successfully.");
-        // Optionally hide the config section and clear the input after saving
-        configSection.classList.add("hidden");
-        apiKeyInput.value = "";
-      })
-      .catch((err) => {
-        console.error("Error saving API key:", err);
-        alert("Failed to save API Key.");
-      });
-  });
-
-  // Handler for pattern selection change
-  patternSelector.addEventListener("change", async () => {
-    const selectedPattern = patternSelector.value;
-    const systemCommand = await window.electronAPI.invoke(
-      "get-pattern-content",
-      selectedPattern
-    );
-    // Use systemCommand as part of the input for querying OpenAI
-  });
-
-  // drag and drop
-  userInput.addEventListener("dragover", (event) => {
-    event.stopPropagation();
-    event.preventDefault();
-    // Add some visual feedback
-    userInput.classList.add("drag-over");
-    userInput.placeholder = "Drop file here";
-  });
-
-  userInput.addEventListener("dragleave", (event) => {
-    event.stopPropagation();
-    event.preventDefault();
-    // Remove visual feedback
-    userInput.classList.remove("drag-over");
-    userInput.placeholder = originalPlaceholder;
-  });
-
-  userInput.addEventListener("drop", (event) => {
-    event.stopPropagation();
-    event.preventDefault();
-    const file = event.dataTransfer.files[0];
-    userInput.classList.remove("drag-over");
-    userInput.placeholder = originalPlaceholder;
-    processFile(file);
-  });
-
-  function processFile(file) {
-    const fileType = file.type;
-    const reader = new FileReader();
-    let content = "";
-
-    reader.onload = (event) => {
-      content = event.target.result;
-      userInput.value = content;
-      submitQuery(content);
-    };
-
-    if (fileType === "text/plain" || fileType === "image/svg+xml") {
-      reader.readAsText(file);
-    } else if (
-      fileType === "application/pdf" ||
-      fileType.match(/wordprocessingml/)
-    ) {
-      // For PDF and DOCX, we need to handle them in the main process due to complexity
-      window.electronAPI.send("process-complex-file", file.path);
-    } else {
-      console.error("Unsupported file type");
-    }
-  }
-});

installer/client/gui/static/stylesheet/style.css

@@ -1,160 +0,0 @@
-body {
-  font-family: "Segoe UI", Arial, sans-serif;
-  margin: 0;
-  padding: 0;
-  background-color: #2b2b2b;
-  color: #e0e0e0;
-}
-
-.container {
-  max-width: 90%;
-  margin: 50px auto;
-  padding: 15px;
-  background: #333333;
-  box-shadow: 0 2px 4px rgba(255, 255, 255, 0.1);
-  border-radius: 5px;
-}
-
-#responseContainer {
-  margin-top: 15px;
-  border: 1px solid #444;
-  padding: 10px;
-  min-height: 100px;
-  background-color: #3a3a3a;
-  color: #e0e0e0;
-}
-
-.btn-primary {
-  background-color: #007bff;
-  color: white;
-  border: none;
-}
-
-#userInput {
-  margin-bottom: 10px;
-  background-color: #424242; /* Darker shade for textarea */
-  color: #e0e0e0; /* Light text for readability */
-  border: 1px solid #555; /* Adjusted border color */
-  padding: 10px; /* Added padding for better text visibility */
-}
-#patternSelector {
-  margin-bottom: 10px;
-  background-color: #424242; /* Darker shade for textarea */
-  color: #e0e0e0; /* Light text for readability */
-  border: 1px solid #555; /* Adjusted border color */
-  padding: 10px; /* Added padding for better text visibility */
-  height: 40px;
-}
-
-@media (min-width: 768px) {
-  .container {
-    max-width: 80%;
-  }
-}
-
-.light-theme {
-  background-color: #fff;
-  color: #333;
-}
-
-.light-theme .container {
-  background: #f0f0f0;
-  box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
-}
-
-.light-theme #responseContainer,
-.light-theme #userInput,
-.light-theme #patternSelector {
-  background-color: #fff;
-  color: #333;
-  border: 1px solid #ddd;
-}
-
-.light-theme .btn-primary {
-  background-color: #0066cc;
-  color: white;
-}
-
-.hidden {
-  display: none;
-}
-.drag-over {
-  background-color: #505050; /* Slightly lighter than the regular background for visibility */
-  border: 2px dashed #007bff; /* Dashed border with the primary button color for emphasis */
-  box-shadow: 0 0 10px #007bff; /* Soft glow effect to highlight the area */
-  color: #e0e0e0; /* Maintaining the light text color for readability */
-  transition: background-color 0.3s ease, box-shadow 0.3s ease; /* Smooth transition for background and shadow changes */
-}
-
-.light-theme .drag-over {
-  background-color: #e6e6e6; /* Lighter background for light theme */
-  border: 2px dashed #0066cc; /* Adjusted border color for light theme */
-  box-shadow: 0 0 10px #0066cc; /* Soft glow effect for light theme */
-  color: #333; /* Darker text for contrast in light theme */
-}
-
-/* Existing dark theme styles for reference */
-.navbar-dark.bg-dark {
-  background-color: #343a40 !important;
-}
-
-/* Light theme styles */
-body.light-theme .navbar-dark.bg-dark {
-  background-color: #e2e6ea !important; /* Slightly darker shade for better visibility */
-  color: #000 !important; /* Keep dark text color for contrast */
-}
-
-body.light-theme .navbar-dark .navbar-brand,
-body.light-theme .navbar-dark .btn-outline-success {
-  color: #0056b3 !important; /* Darker color for better visibility and contrast */
-}
-
-body.light-theme .navbar-toggler-icon {
-  background-image: url("data:image/svg+xml,<svg xmlns='http://www.w3.org/2000/svg' width='30' height='30' viewBox='0 0 30 30'><path stroke='rgba(0, 0, 0, 0.75)' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/></svg>") !important;
-  /* Slightly darker stroke for the navbar-toggler-icon for better visibility */
-}
-
-@media (max-width: 768px) {
-  .navbar-brand img {
-    height: 20px; /* Smaller logo for smaller screens */
-  }
-
-  .navbar-dark .navbar-toggler {
-    padding: 0.25rem 0.5rem; /* Adjust padding for the toggle button */
-  }
-}
-#responseContainer {
-  position: relative; /* Needed for absolute positioning of the child button */
-}
-
-#copyButton {
-  position: absolute;
-  top: 10px; /* Adjust as needed */
-  right: 10px; /* Adjust as needed */
-  background-color: rgba(
-    0,
-    123,
-    255,
-    0.5
-  ); /* Bootstrap primary color with transparency */
-  color: white;
-  border: none;
-  border-radius: 5px;
-  padding: 5px 10px;
-  font-size: 0.8rem;
-  cursor: pointer;
-  transition: background-color 0.3s ease;
-}
-
-#copyButton:hover {
-  background-color: rgba(
-    0,
-    123,
-    255,
-    0.8
-  ); /* Slightly less transparent on hover */
-}
-
-#copyButton:focus {
-  outline: none;
-}

installer/server/__init__.py

@@ -1,3 +0,0 @@
-"""This package collets all functionality meant to run as web servers"""
-from .api import main as run_api_server
-from .webui import main as run_webui_server

installer/server/api/.env.example

@@ -1,2 +0,0 @@
-FLASK_SECRET_KEY=
-OPENAI_API_KEY=

installer/server/api/__init__.py

@@ -1 +0,0 @@
-from .fabric_api_server import main

installer/server/api/fabric_api_keys.json

@@ -1,10 +0,0 @@
-{
-  "/extwis": {
-    "eJ4f1e0b-25wO-47f9-97ec-6b5335b2": "Daniel Miessler",
-    "test": "user2"
-  },
-  "/summarize": {
-    "eJ4f1e0b-25wO-47f9-97ec-6b5335b2": "Daniel Miessler",
-    "test": "user2"
-  }
-}

installer/server/api/fabric_api_server.py

@@ -1,259 +0,0 @@
-import jwt
-import json
-import openai
-from flask import Flask, request, jsonify
-from functools import wraps
-import re
-import requests
-import os
-from dotenv import load_dotenv
-from importlib import resources
-
-
-app = Flask(__name__)
-
-@app.errorhandler(404)
-def not_found(e):
-    return jsonify({"error": "The requested resource was not found."}), 404
-
-@app.errorhandler(500)
-def server_error(e):
-    return jsonify({"error": "An internal server error occurred."}), 500
-
-
-##################################################
-##################################################
-#
-# ⚠️ CAUTION: This is an HTTP-only server!
-#
-# If you don't know what you're doing, don't run
-#
-##################################################
-##################################################
-
-## Setup
-
-## Did I mention this is HTTP only? Don't run this on the public internet.
-
-# Read API tokens from the apikeys.json file
-api_keys = resources.read_text("installer.server.api", "fabric_api_keys.json")
-valid_tokens = json.loads(api_keys)
-
-
-# Read users from the users.json file
-users = resources.read_text("installer.server.api", "users.json")
-users = json.loads(users)
-
-
-# The function to check if the token is valid
-def auth_required(f):
-    """    Decorator function to check if the token is valid.
-
-    Args:
-        f: The function to be decorated
-
-    Returns:
-        The decorated function
-    """
-
-    @wraps(f)
-    def decorated_function(*args, **kwargs):
-        """        Decorated function to handle authentication token and API endpoint.
-
-        Args:
-            *args: Variable length argument list.
-            **kwargs: Arbitrary keyword arguments.
-
-        Returns:
-            Result of the decorated function.
-
-        Raises:
-            KeyError: If 'Authorization' header is not found in the request.
-            TypeError: If 'Authorization' header value is not a string.
-            ValueError: If the authentication token is invalid or expired.
-        """
-
-        # Get the authentication token from request header
-        auth_token = request.headers.get("Authorization", "")
-
-        # Remove any bearer token prefix if present
-        if auth_token.lower().startswith("bearer "):
-            auth_token = auth_token[7:]
-
-        # Get API endpoint from request
-        endpoint = request.path
-
-        # Check if token is valid
-        user = check_auth_token(auth_token, endpoint)
-        if user == "Unauthorized: You are not authorized for this API":
-            return jsonify({"error": user}), 401
-
-        return f(*args, **kwargs)
-
-    return decorated_function
-
-
-# Check for a valid token/user for the given route
-def check_auth_token(token, route):
-    """    Check if the provided token is valid for the given route and return the corresponding user.
-
-    Args:
-        token (str): The token to be checked for validity.
-        route (str): The route for which the token validity is to be checked.
-
-    Returns:
-        str: The user corresponding to the provided token and route if valid, otherwise returns "Unauthorized: You are not authorized for this API".
-    """
-
-    # Check if token is valid for the given route and return corresponding user
-    if route in valid_tokens and token in valid_tokens[route]:
-        return users[valid_tokens[route][token]]
-    else:
-        return "Unauthorized: You are not authorized for this API"
-
-
-# Define the allowlist of characters
-ALLOWLIST_PATTERN = re.compile(r"^[a-zA-Z0-9\s.,;:!?\-]+$")
-
-
-# Sanitize the content, sort of. Prompt injection is the main threat so this isn't a huge deal
-def sanitize_content(content):
-    """    Sanitize the content by removing characters that do not match the ALLOWLIST_PATTERN.
-
-    Args:
-        content (str): The content to be sanitized.
-
-    Returns:
-        str: The sanitized content.
-    """
-
-    return "".join(char for char in content if ALLOWLIST_PATTERN.match(char))
-
-
-# Pull the URL content's from the GitHub repo
-def fetch_content_from_url(url):
-    """    Fetches content from the given URL.
-
-    Args:
-        url (str): The URL from which to fetch content.
-
-    Returns:
-        str: The sanitized content fetched from the URL.
-
-    Raises:
-        requests.RequestException: If an error occurs while making the request to the URL.
-    """
-
-    try:
-        response = requests.get(url)
-        response.raise_for_status()
-        sanitized_content = sanitize_content(response.text)
-        return sanitized_content
-    except requests.RequestException as e:
-        return str(e)
-
-
-## APIs
-# Make path mapping flexible and scalable
-pattern_path_mappings = {
-    "extwis": {"system_url": "https://raw.githubusercontent.com/danielmiessler/fabric/main/patterns/extract_wisdom/system.md",
-               "user_url": "https://raw.githubusercontent.com/danielmiessler/fabric/main/patterns/extract_wisdom/user.md"},
-    "summarize": {"system_url": "https://raw.githubusercontent.com/danielmiessler/fabric/main/patterns/summarize/system.md",
-                  "user_url": "https://raw.githubusercontent.com/danielmiessler/fabric/main/patterns/summarize/user.md"}
-} # Add more pattern with your desire path as a key in this dictionary
-
-# /<pattern>
-@app.route("/<pattern>", methods=["POST"])
-@auth_required  # Require authentication
-def milling(pattern):
-    """    Combine fabric pattern with input from user and send to OpenAI's GPT-4 model.
-
-    Returns:
-        JSON: A JSON response containing the generated response or an error message.
-
-    Raises:
-        Exception: If there is an error during the API call.
-    """
-
-    data = request.get_json()
-
-    # Warn if there's no input
-    if "input" not in data:
-        return jsonify({"error": "Missing input parameter"}), 400
-
-    # Get data from client
-    input_data = data["input"]
-
-    # Set the system and user URLs
-    urls = pattern_path_mappings[pattern]
-    system_url, user_url = urls["system_url"], urls["user_url"]
-
-    # Fetch the prompt content
-    system_content = fetch_content_from_url(system_url)
-    user_file_content = fetch_content_from_url(user_url)
-
-    # Build the API call
-    system_message = {"role": "system", "content": system_content}
-    user_message = {"role": "user", "content": user_file_content + "\n" + input_data}
-    messages = [system_message, user_message]
-    try:
-        response = openai.chat.completions.create(
-            model="gpt-4-1106-preview",
-            messages=messages,
-            temperature=0.0,
-            top_p=1,
-            frequency_penalty=0.1,
-            presence_penalty=0.1,
-        )
-        assistant_message = response.choices[0].message.content
-        return jsonify({"response": assistant_message})
-    except Exception as e:
-        app.logger.error(f"Error occurred: {str(e)}")
-        return jsonify({"error": "An error occurred while processing the request."}), 500
-
-
-@app.route("/register", methods=["POST"])
-def register():
-    data = request.get_json()
-
-    username = data["username"]
-    password = data["password"]
-
-    if username in users:
-        return jsonify({"error": "Username already exists"}), 400
-
-    new_user = {
-        "username": username,
-        "password": password
-    }
-
-    users[username] = new_user
-
-    token = jwt.encode({"username": username}, os.getenv("JWT_SECRET"), algorithm="HS256")
-
-    return jsonify({"token": token.decode("utf-8")})
-
-
-@app.route("/login", methods=["POST"])
-def login():
-    data = request.get_json()
-
-    username = data["username"]
-    password = data["password"]
-
-    if username in users and users[username]["password"] == password:
-        # Generate a JWT token
-        token = jwt.encode({"username": username}, os.getenv("JWT_SECRET"), algorithm="HS256")
-
-        return jsonify({"token": token.decode("utf-8")})
-
-    return jsonify({"error": "Invalid username or password"}), 401
-
-
-def main():
-    """Runs the main fabric API backend server"""
-    app.run(host="127.0.0.1", port=13337, debug=True)
-
-
-if __name__ == "__main__":
-    main()

installer/server/api/users.json

@@ -1,11 +0,0 @@
-{
-    "user1": {
-      "username": "user1",
-      "password": "password1"
-    },
-    "user2": {
-      "username": "user2",
-      "password": "password2"
-    }
-}
-  

installer/server/webui/__init__.py

@@ -1 +0,0 @@
-from .fabric_web_server import main

installer/server/webui/fabric_web_interface_keys.json

@@ -1,5 +0,0 @@
-{
-  "/extwis": {
-    "eJ4f1e0b-25wO-47f9-97ec-6b5335b2": "Daniel Miessler"
-  }
-}

installer/server/webui/fabric_web_server.py

@@ -1,94 +0,0 @@
-from flask import Flask, render_template, request, redirect, url_for, flash, session
-import requests
-import json
-from flask import send_from_directory
-import os
-
-##################################################
-##################################################
-#
-# ⚠️ CAUTION: This is an HTTP-only server!
-#
-# If you don't know what you're doing, don't run
-#
-##################################################
-##################################################
-
-
-def send_request(prompt, endpoint):
-    """    Send a request to the specified endpoint of an HTTP-only server.
-
-    Args:
-        prompt (str): The input prompt for the request.
-        endpoint (str): The endpoint to which the request will be sent.
-
-    Returns:
-        str: The response from the server.
-
-    Raises:
-        KeyError: If the response JSON does not contain the expected "response" key.
-    """
-
-    base_url = "http://127.0.0.1:13337"
-    url = f"{base_url}{endpoint}"
-    headers = {
-        "Content-Type": "application/json",
-        "Authorization": f"Bearer {session['token']}",
-    }
-    data = json.dumps({"input": prompt})
-    response = requests.post(url, headers=headers, data=data, verify=False)
-
-    try:
-        response = requests.post(url, headers=headers, data=data)
-        response.raise_for_status()  # raises HTTPError if the response status isn't 200
-    except requests.ConnectionError:
-        return "Error: Unable to connect to the server."
-    except requests.HTTPError as e:
-        return f"Error: An HTTP error occurred: {str(e)}"
-
-
-
-app = Flask(__name__)
-app.secret_key = os.getenv("FLASK_SECRET_KEY")
-
-
-@app.route("/favicon.ico")
-def favicon():
-    """    Send the favicon.ico file from the static directory.
-
-    Returns:
-        Response object with the favicon.ico file
-
-    Raises:
-         -
-    """
-
-    return send_from_directory(
-        os.path.join(app.root_path, "static"),
-        "favicon.ico",
-        mimetype="image/vnd.microsoft.icon",
-    )
-
-
-@app.route("/", methods=["GET", "POST"])
-def index():
-    """    Process the POST request and send a request to the specified API endpoint.
-
-    Returns:
-        str: The rendered HTML template with the response data.
-    """
-
-    if request.method == "POST":
-        prompt = request.form.get("prompt")
-        endpoint = request.form.get("api")
-        response = send_request(prompt=prompt, endpoint=endpoint)
-        return render_template("index.html", response=response)
-    return render_template("index.html", response=None)
-
-
-def main():
-    app.run(host="127.0.0.1", port=13338, debug=True)
-
-
-if __name__ == "__main__":
-    main()

installer/server/webui/templates/index.html

@@ -1,64 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-        <link rel="shortcut icon" href="{{ url_for('static', filename='favicon.ico') }}" type="image/x-icon">
-<link rel="icon" href="{{ url_for('static', filename='favicon.ico') }}" type="image/x-icon">
-    <title>fabric</title>
-    <link rel="shortcut icon" type="image/x-icon" href="https://beehiiv-images-production.s3.amazonaws.com/uploads/asset/file/971f362a-f3fa-427f-b619-7e04cc135d17/fabric-logo-miessler-transparent.png?t=1704525002" />
-    <link href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.16/dist/tailwind.min.css" rel="stylesheet">
-    </head>
-<body class="bg-gray-900 text-white min-h-screen">
-    <div class="container mx-auto py-10 px-4">
-        <div class="flex justify-between items-center mb-6">
-                <!-- Add this line inside the div with class "flex justify-between items-center mb-6" -->
-<p><img src="static/fabric-logo-miessler-transparent.png" alt="fabric logo" class="h-20 w-auto mr-2"></p>
-            <h1 class="text-4xl font-bold"><code>fabric</code></h1>
-
-        </div>
-        <p>Please enter your content and select the API you want to use:</p>
-        <br />
-        <form method="POST" class="space-y-4">
-            <div>
-                <label for="prompt" class="block text-sm font-medium">Content:</label>
-                <input type="text" id="prompt" name="prompt" required class="w-full px-3 py-2 border border-gray-300 rounded-md text-black">
-                    </div>
-            <div>
-                <label for="api" class="block text-sm font-medium">API:</label>
-                <select id="api" name="api" class="w-full px-3 py-2 border border-gray-300 rounded-md text-black">
-                    <option value="/extwis">/extwis</option>
-                    <!-- Add more API endpoints here... -->
-                </select>
-            </div>
-            <button type="submit" class="px-4 py-2 bg-blue-600 hover:bg-blue-700 rounded-md text-white font-medium">Send Request</button>
-        </form>
-        {% if response %}
-        <div class="mt-8">
-            <div class="flex justify-between items-center mb-4">
-                <h2 class="text-2xl font-bold">API Response:</h2>
-                <button id="copy-button" class="bg-green-600 hover:bg-green-700 text-white px-4 py-2 rounded-md">Copy to Clipboard</button>
-            </div>
-            <pre id="response-output" class="bg-gray-800 p-4 rounded-md whitespace-pre-wrap">{{ response }}</pre>
-        </div>
-        {% endif %}
-    </div>
-    <script>
-        document.getElementById("api").addEventListener("change", function() {
-            document.getElementById("response-output").textContent = "";
-        });
-
-        document.getElementById("copy-button").addEventListener("click", function() {
-            const responseOutput = document.getElementById("response-output");
-            const range = document.createRange();
-            range.selectNode(responseOutput);
-            window.getSelection().removeAllRanges();
-            window.getSelection().addRange(range);
-            document.execCommand("copy");
-            window.getSelection().removeAllRanges();
-        });
-    </script>
-    </body>
-</html>
-
-

main.go

@@ -0,0 +1,18 @@
+package main
+
+import (
+	"fmt"
+	"os"
+
+	"github.com/jessevdk/go-flags"
+
+	"github.com/danielmiessler/fabric/cli"
+)
+
+func main() {
+	err := cli.Cli(version)
+	if err != nil && !flags.WroteHelp(err) {
+		fmt.Printf("%s\n", err)
+		os.Exit(1)
+	}
+}

nix/pkgs/fabric/default.nix

@@ -0,0 +1,30 @@
+{
+  lib,
+  buildGoApplication,
+  go,
+}:
+
+buildGoApplication {
+  pname = "fabric-ai";
+  version = import ./version.nix;
+  src = ../../../.;
+  pwd = ../../../.;
+  modules = ./gomod2nix.toml;
+
+  doCheck = false;
+
+  ldflags = [
+    "-s"
+    "-w"
+  ];
+
+  inherit go;
+
+  meta = with lib; {
+    description = "Fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere";
+    homepage = "https://github.com/danielmiessler/fabric";
+    license = licenses.mit;
+    platforms = platforms.all;
+    mainProgram = "fabric";
+  };
+}

nix/pkgs/fabric/gomod2nix.toml

@@ -0,0 +1,285 @@
+schema = 3
+
+[mod]
+  [mod."cloud.google.com/go"]
+    version = "v0.120.1"
+    hash = "sha256-yWaLc06rGXk16K53rix8O4uPSX+AOZDgIpIXf+wlh10="
+  [mod."cloud.google.com/go/ai"]
+    version = "v0.10.2"
+    hash = "sha256-bsqvdylG8kk+AHtyvMRMv1TOjUmvONAgJ+14mKcwuzs="
+  [mod."cloud.google.com/go/auth"]
+    version = "v0.16.1"
+    hash = "sha256-rMPMNQh/YM/67b9Grfu0BFccWpS1SRhBepubQqXRAyg="
+  [mod."cloud.google.com/go/auth/oauth2adapt"]
+    version = "v0.2.8"
+    hash = "sha256-GoXFqAbp1WO1tDj07PF5EyxDYvCBP0l0qwxY2oV2hfc="
+  [mod."cloud.google.com/go/compute/metadata"]
+    version = "v0.6.0"
+    hash = "sha256-E8/cwio4xR8buCryR4HwR7+agb4M3zqgXSm7rBglmIY="
+  [mod."cloud.google.com/go/longrunning"]
+    version = "v0.6.7"
+    hash = "sha256-9I0Nc2KWAEVoxDngNkqFUdASmZIAySfMEELlPh3Q3xA="
+  [mod."dario.cat/mergo"]
+    version = "v1.0.1"
+    hash = "sha256-wcG6+x0k6KzOSlaPA+1RFxa06/RIAePJTAjjuhLbImw="
+  [mod."github.com/Microsoft/go-winio"]
+    version = "v0.6.2"
+    hash = "sha256-tVNWDUMILZbJvarcl/E7tpSnkn7urqgSHa2Eaka5vSU="
+  [mod."github.com/ProtonMail/go-crypto"]
+    version = "v1.2.0"
+    hash = "sha256-5fKgWUz6BoyFNNZ1OD9QjhBrhNEBCuVfO2WqH+X59oo="
+  [mod."github.com/anaskhan96/soup"]
+    version = "v1.2.5"
+    hash = "sha256-t8yCyK2y7x2qaI/3Yw16q3zVFqu+3acLcPgTr1MIKWg="
+  [mod."github.com/andybalholm/cascadia"]
+    version = "v1.3.3"
+    hash = "sha256-jv7ZshpSd7FZzKKN6hqlUgiR8C3y85zNIS/hq7g76Ho="
+  [mod."github.com/anthropics/anthropic-sdk-go"]
+    version = "v0.2.0-beta.3"
+    hash = "sha256-QnR7MWiLPVii9jy7rjrZfg1UDgXCXkc2latdzFurrFM="
+  [mod."github.com/araddon/dateparse"]
+    version = "v0.0.0-20210429162001-6b43995a97de"
+    hash = "sha256-UuX84naeRGMsFOgIgRoBHG5sNy1CzBkWPKmd6VbLwFw="
+  [mod."github.com/atotto/clipboard"]
+    version = "v0.1.4"
+    hash = "sha256-ZZ7U5X0gWOu8zcjZcWbcpzGOGdycwq0TjTFh/eZHjXk="
+  [mod."github.com/bytedance/sonic"]
+    version = "v1.13.2"
+    hash = "sha256-IF2qmt4IxTwivMWHUJC8sg6d85/ORb2SWvJ54fvoAMI="
+  [mod."github.com/bytedance/sonic/loader"]
+    version = "v0.2.4"
+    hash = "sha256-rv9LnePpm4OspSVbfSoVbohXzhu+dxE1BH1gm3mTmTc="
+  [mod."github.com/cloudflare/circl"]
+    version = "v1.6.1"
+    hash = "sha256-Dc69V12eIFnJoUNmwg6VKXHfAMijbAeEVSDe8AiOaLo="
+  [mod."github.com/cloudwego/base64x"]
+    version = "v0.1.5"
+    hash = "sha256-MyUYTveN48DhnL8mwAgCRuMExLct98uzSPsmYlfaa4I="
+  [mod."github.com/cyphar/filepath-securejoin"]
+    version = "v0.4.1"
+    hash = "sha256-NOV6MfbkcQbfhNmfADQw2SJmZ6q1nw0wwg8Pm2tf2DM="
+  [mod."github.com/davecgh/go-spew"]
+    version = "v1.1.1"
+    hash = "sha256-nhzSUrE1fCkN0+RL04N4h8jWmRFPPPWbCuDc7Ss0akI="
+  [mod."github.com/emirpasic/gods"]
+    version = "v1.18.1"
+    hash = "sha256-hGDKddjLj+5dn2woHtXKUdd49/3xdsqnhx7VEdCu1m4="
+  [mod."github.com/felixge/httpsnoop"]
+    version = "v1.0.4"
+    hash = "sha256-c1JKoRSndwwOyOxq9ddCe+8qn7mG9uRq2o/822x5O/c="
+  [mod."github.com/gabriel-vasile/mimetype"]
+    version = "v1.4.9"
+    hash = "sha256-75uELLqb01djHTe7KdXvUidBK7SuejarYouEUuxaj8Q="
+  [mod."github.com/gin-contrib/sse"]
+    version = "v1.1.0"
+    hash = "sha256-2VP6zHEsPi0u2ZYpOTcLulwj1Gsmb6oA19qcP2/AzVM="
+  [mod."github.com/gin-gonic/gin"]
+    version = "v1.10.0"
+    hash = "sha256-esJasHrJtuTBwGPGAoc/XSb428J8va+tPGcZ0gTfsgc="
+  [mod."github.com/go-git/gcfg"]
+    version = "v1.5.1-0.20230307220236-3a3c6141e376"
+    hash = "sha256-f4k0gSYuo0/q3WOoTxl2eFaj7WZpdz29ih6CKc8Ude8="
+  [mod."github.com/go-git/go-billy/v5"]
+    version = "v5.6.2"
+    hash = "sha256-VgbxcLkHjiSyRIfKS7E9Sn8OynCrMGUDkwFz6K2TVL4="
+  [mod."github.com/go-git/go-git/v5"]
+    version = "v5.16.0"
+    hash = "sha256-01obPHvt1PG3r8XH8TgnNfcOhaYwWEkJ0TR5QGdZqmE="
+  [mod."github.com/go-logr/logr"]
+    version = "v1.4.2"
+    hash = "sha256-/W6qGilFlZNTb9Uq48xGZ4IbsVeSwJiAMLw4wiNYHLI="
+  [mod."github.com/go-logr/stdr"]
+    version = "v1.2.2"
+    hash = "sha256-rRweAP7XIb4egtT1f2gkz4sYOu7LDHmcJ5iNsJUd0sE="
+  [mod."github.com/go-playground/locales"]
+    version = "v0.14.1"
+    hash = "sha256-BMJGAexq96waZn60DJXZfByRHb8zA/JP/i6f/YrW9oQ="
+  [mod."github.com/go-playground/universal-translator"]
+    version = "v0.18.1"
+    hash = "sha256-2/B2qP51zfiY+k8G0w0D03KXUc7XpWj6wKY7NjNP/9E="
+  [mod."github.com/go-playground/validator/v10"]
+    version = "v10.26.0"
+    hash = "sha256-/jMKICp8LTcJVt+b4YRTnJM84r7HK6aT0oqO7Q8SRs8="
+  [mod."github.com/go-shiori/dom"]
+    version = "v0.0.0-20230515143342-73569d674e1c"
+    hash = "sha256-4lm9KZfR2XnfZU9KTG+4jqLYZqbfL74AMO4y3dKpIbg="
+  [mod."github.com/go-shiori/go-readability"]
+    version = "v0.0.0-20250217085726-9f5bf5ca7612"
+    hash = "sha256-yleBb+OmxLbQ0PT4yV2PNBAAE6UFxSRGGpylY8SrSqw="
+  [mod."github.com/goccy/go-json"]
+    version = "v0.10.5"
+    hash = "sha256-/EtlGihP0/7oInzMC5E0InZ4b5Ad3s4xOpqotloi3xw="
+  [mod."github.com/gogs/chardet"]
+    version = "v0.0.0-20211120154057-b7413eaefb8f"
+    hash = "sha256-4MeqBJsh4U+ZEbfdDwdciTYMlQWkCil2KJbUxHjBSIo="
+  [mod."github.com/golang/groupcache"]
+    version = "v0.0.0-20241129210726-2c02b8208cf8"
+    hash = "sha256-AdLZ3dJLe/yduoNvZiXugZxNfmwJjNQyQGsIdzYzH74="
+  [mod."github.com/google/generative-ai-go"]
+    version = "v0.19.0"
+    hash = "sha256-x2K1nkRwtne9MeP5B8FpwavYqQx564go5LzmcBJ0KT4="
+  [mod."github.com/google/s2a-go"]
+    version = "v0.1.9"
+    hash = "sha256-0AdSpSTso4bATmM/9qamWzKrVtOLDf7afvDhoiT/UpA="
+  [mod."github.com/google/uuid"]
+    version = "v1.6.0"
+    hash = "sha256-VWl9sqUzdOuhW0KzQlv0gwwUQClYkmZwSydHG2sALYw="
+  [mod."github.com/googleapis/enterprise-certificate-proxy"]
+    version = "v0.3.6"
+    hash = "sha256-hPMF0s+X4/ul98GvVuw/ZNOupEXhIDB1yvWymZWYEbU="
+  [mod."github.com/googleapis/gax-go/v2"]
+    version = "v2.14.1"
+    hash = "sha256-iRS/KsAVTePrvTlwA7vKcQnwY6Jz329WdgzFw0hF8wk="
+  [mod."github.com/jbenet/go-context"]
+    version = "v0.0.0-20150711004518-d14ea06fba99"
+    hash = "sha256-VANNCWNNpARH/ILQV9sCQsBWgyL2iFT+4AHZREpxIWE="
+  [mod."github.com/jessevdk/go-flags"]
+    version = "v1.6.1"
+    hash = "sha256-Q5WFTgRxYio0+ay3sbQeBPKeJAFvOdiDVkaTVn3hoTA="
+  [mod."github.com/joho/godotenv"]
+    version = "v1.5.1"
+    hash = "sha256-kA0osKfsc6Kp+nuGTRJyXZZlJt1D/kuEazKMWYCWcQ8="
+  [mod."github.com/json-iterator/go"]
+    version = "v1.1.12"
+    hash = "sha256-To8A0h+lbfZ/6zM+2PpRpY3+L6725OPC66lffq6fUoM="
+  [mod."github.com/kevinburke/ssh_config"]
+    version = "v1.2.0"
+    hash = "sha256-Ta7ZOmyX8gG5tzWbY2oES70EJPfI90U7CIJS9EAce0s="
+  [mod."github.com/klauspost/cpuid/v2"]
+    version = "v2.2.10"
+    hash = "sha256-o21Tk5sD7WhhLUoqSkymnjLbzxl0mDJCTC1ApfZJrC0="
+  [mod."github.com/leodido/go-urn"]
+    version = "v1.4.0"
+    hash = "sha256-Q6kplWkY37Tzy6GOme3Wut40jFK4Izun+ij/BJvcEu0="
+  [mod."github.com/mattn/go-isatty"]
+    version = "v0.0.20"
+    hash = "sha256-qhw9hWtU5wnyFyuMbKx+7RB8ckQaFQ8D+8GKPkN3HHQ="
+  [mod."github.com/modern-go/concurrent"]
+    version = "v0.0.0-20180306012644-bacd9c7ef1dd"
+    hash = "sha256-OTySieAgPWR4oJnlohaFTeK1tRaVp/b0d1rYY8xKMzo="
+  [mod."github.com/modern-go/reflect2"]
+    version = "v1.0.2"
+    hash = "sha256-+W9EIW7okXIXjWEgOaMh58eLvBZ7OshW2EhaIpNLSBU="
+  [mod."github.com/ollama/ollama"]
+    version = "v0.6.6"
+    hash = "sha256-a2Be14e+pcJo15fM/+0ksE9HVl8I4hW6ujqbpNh9bpA="
+  [mod."github.com/otiai10/copy"]
+    version = "v1.14.1"
+    hash = "sha256-8RR7u17SbYg9AeBXVHIv5ZMU+kHmOcx0rLUKyz6YtU0="
+  [mod."github.com/otiai10/mint"]
+    version = "v1.6.3"
+    hash = "sha256-/FT3dYP2+UiW/qe1pxQ7HiS8et4+KHGPIMhc+8mHvzw="
+  [mod."github.com/pelletier/go-toml/v2"]
+    version = "v2.2.4"
+    hash = "sha256-8qQIPldbsS5RO8v/FW/se3ZsAyvLzexiivzJCbGRg2Q="
+  [mod."github.com/pjbgf/sha1cd"]
+    version = "v0.3.2"
+    hash = "sha256-jdbiRhU8xc1C5c8m7BSCj71PUXHY3f7TWFfxDKKpUMk="
+  [mod."github.com/pkg/errors"]
+    version = "v0.9.1"
+    hash = "sha256-mNfQtcrQmu3sNg/7IwiieKWOgFQOVVe2yXgKBpe/wZw="
+  [mod."github.com/pmezard/go-difflib"]
+    version = "v1.0.0"
+    hash = "sha256-/FtmHnaGjdvEIKAJtrUfEhV7EVo5A/eYrtdnUkuxLDA="
+  [mod."github.com/samber/lo"]
+    version = "v1.49.1"
+    hash = "sha256-xMQS9Sx2Bpvwo/9JvSVkJ4RXYOSHm642WRqWA6y0AnU="
+  [mod."github.com/sashabaranov/go-openai"]
+    version = "v1.38.2"
+    hash = "sha256-AnBycaxufzWlLS1YBq7MiHDED+Jqtu9oAySKcoL4HOA="
+  [mod."github.com/sergi/go-diff"]
+    version = "v1.3.2-0.20230802210424-5b0b94c5c0d3"
+    hash = "sha256-UcLU83CPMbSoKI8RLvLJ7nvGaE2xRSL1RjoHCVkMzUM="
+  [mod."github.com/skeema/knownhosts"]
+    version = "v1.3.1"
+    hash = "sha256-kjqQDzuncQNTuOYegqVZExwuOt/Z73m2ST7NZFEKixI="
+  [mod."github.com/stretchr/testify"]
+    version = "v1.10.0"
+    hash = "sha256-fJ4gnPr0vnrOhjQYQwJ3ARDKPsOtA7d4olQmQWR+wpI="
+  [mod."github.com/tidwall/gjson"]
+    version = "v1.18.0"
+    hash = "sha256-CO6hqDu8Y58Po6A01e5iTpwiUBQ5khUZsw7czaJHw0I="
+  [mod."github.com/tidwall/match"]
+    version = "v1.1.1"
+    hash = "sha256-M2klhPId3Q3T3VGkSbOkYl/2nLHnsG+yMbXkPkyrRdg="
+  [mod."github.com/tidwall/pretty"]
+    version = "v1.2.1"
+    hash = "sha256-S0uTDDGD8qr415Ut7QinyXljCp0TkL4zOIrlJ+9OMl8="
+  [mod."github.com/tidwall/sjson"]
+    version = "v1.2.5"
+    hash = "sha256-OYGNolkmL7E1Qs2qrQ3IVpQp5gkcHNU/AB/z2O+Myps="
+  [mod."github.com/twitchyliquid64/golang-asm"]
+    version = "v0.15.1"
+    hash = "sha256-HLk6oUe7EoITrNvP0y8D6BtIgIcmDZYtb/xl/dufIoY="
+  [mod."github.com/ugorji/go/codec"]
+    version = "v1.2.12"
+    hash = "sha256-sp1LJ93UK7mFwgZqG8jxCgTCPgKR74HNU6XxX0Jfjm0="
+  [mod."github.com/xanzy/ssh-agent"]
+    version = "v0.3.3"
+    hash = "sha256-l3pGB6IdzcPA/HLk93sSN6NM2pKPy+bVOoacR5RC2+c="
+  [mod."go.opentelemetry.io/auto/sdk"]
+    version = "v1.1.0"
+    hash = "sha256-cA9qCCu8P1NSJRxgmpfkfa5rKyn9X+Y/9FSmSd5xjyo="
+  [mod."go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc"]
+    version = "v0.60.0"
+    hash = "sha256-DkIpL4xUy+UIQBUK6VgbsI79TbZUltaIhXl4UJWym6E="
+  [mod."go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"]
+    version = "v0.60.0"
+    hash = "sha256-twGSnNbXzcw5qvRiFc/zz5rS+nhmbgSVPcd5jrZjlDg="
+  [mod."go.opentelemetry.io/otel"]
+    version = "v1.35.0"
+    hash = "sha256-LHrBtBnyDtvJGtrXHMPIFe7U53B4bZzpePB4u8Xo4Bg="
+  [mod."go.opentelemetry.io/otel/metric"]
+    version = "v1.35.0"
+    hash = "sha256-K9I0LRZqSLrC09Cuk7tp0VEk3cUVDs8S5MGnu9jw92Q="
+  [mod."go.opentelemetry.io/otel/trace"]
+    version = "v1.35.0"
+    hash = "sha256-HC2+OGDe2rg0+E8WymQbUNoc249NXM1gIBJzK4UhcQE="
+  [mod."golang.org/x/arch"]
+    version = "v0.16.0"
+    hash = "sha256-+DMOuIw9GVyhM4VHdYCZepTU/EEHqDfrxJ2F83TOs5k="
+  [mod."golang.org/x/crypto"]
+    version = "v0.37.0"
+    hash = "sha256-9NwDEcii1e2JYM/+3y1yNzWnt/ChMm27e9OtfuF39OM="
+  [mod."golang.org/x/net"]
+    version = "v0.39.0"
+    hash = "sha256-IP29+yGphWKUT7wHTyzqA2rnRT4AJ7oWcT6NKLzkWcM="
+  [mod."golang.org/x/oauth2"]
+    version = "v0.29.0"
+    hash = "sha256-IzAypzW8cN5ZbQiIdMTcTiVuUNpMSkwuxeFrJZxcDl8="
+  [mod."golang.org/x/sync"]
+    version = "v0.13.0"
+    hash = "sha256-CElRNe74Or/ysUkb/m3Wcz/juO/tB5fhQbAaxA5AizY="
+  [mod."golang.org/x/sys"]
+    version = "v0.32.0"
+    hash = "sha256-c9RRnyKQy9Kl8hpbtcgkm1O5H7gOdk9Rv925F8fZS6E="
+  [mod."golang.org/x/text"]
+    version = "v0.24.0"
+    hash = "sha256-qFbmteGOvJfvbLXiOSI8Fsz5Ixt2ZhSYx0/sIqApC7Y="
+  [mod."golang.org/x/time"]
+    version = "v0.11.0"
+    hash = "sha256-ImTej/e5iUHbWPZMA4M2GYbsbiiZQxIrgcnYsc7uD68="
+  [mod."google.golang.org/api"]
+    version = "v0.230.0"
+    hash = "sha256-ihEdZnRbQdwpbgj9AZEZLNY14FqHmacFGFocOqExSVY="
+  [mod."google.golang.org/genproto/googleapis/api"]
+    version = "v0.0.0-20250422160041-2d3770c4ea7f"
+    hash = "sha256-Y4wbEHh9Un0QKplTl2S5lhWDUha9QThx5DhWJbDG9fo="
+  [mod."google.golang.org/genproto/googleapis/rpc"]
+    version = "v0.0.0-20250422160041-2d3770c4ea7f"
+    hash = "sha256-WK7iDtAhH19NPe3TywTQlGjDawNaDKWnxhFL9PgVUwM="
+  [mod."google.golang.org/grpc"]
+    version = "v1.72.0"
+    hash = "sha256-tqu+ACMfKjhqdCGN3jLEmtaHB5ywgHGaS/eDeDRnf+M="
+  [mod."google.golang.org/protobuf"]
+    version = "v1.36.6"
+    hash = "sha256-lT5qnefI5FDJnowz9PEkAGylH3+fE+A3DJDkAyy9RMc="
+  [mod."gopkg.in/warnings.v0"]
+    version = "v0.1.2"
+    hash = "sha256-ATVL9yEmgYbkJ1DkltDGRn/auGAjqGOfjQyBYyUo8s8="
+  [mod."gopkg.in/yaml.v2"]
+    version = "v2.4.0"
+    hash = "sha256-uVEGglIedjOIGZzHW4YwN1VoRSTK8o0eGZqzd+TNdd0="
+  [mod."gopkg.in/yaml.v3"]
+    version = "v3.0.1"
+    hash = "sha256-FqL9TKYJ0XkNwJFnq9j0VvJ5ZUU1RvH/52h/f5bkYAU="

nix/pkgs/fabric/version.nix

@@ -0,0 +1 @@
+"1.4.183"

nix/shell.nix

@@ -0,0 +1,31 @@
+{
+  pkgs,
+  gomod2nix,
+  goEnv,
+  goVersion,
+}:
+
+{
+  default = pkgs.mkShell {
+    nativeBuildInputs = [
+      goVersion
+      pkgs.gopls
+      pkgs.gotools
+      pkgs.go-tools
+      pkgs.goimports-reviser
+      gomod2nix
+      goEnv
+
+      (pkgs.writeShellScriptBin "update" ''
+        go get -u
+        go mod tidy
+        gomod2nix generate
+      '')
+    ];
+
+    shellHook = ''
+      echo -e "\033[0;32;4mHeper commands:\033[0m"
+      echo "'update' instead of 'go get -u && go mod tidy'"
+    '';
+  };
+}

nix/treefmt.nix

@@ -0,0 +1,12 @@
+{
+  projectRootFile = "flake.nix";
+
+  programs = {
+    deadnix.enable = true;
+    statix.enable = true;
+    nixfmt.enable = true;
+
+    goimports.enable = true;
+    gofmt.enable = true;
+  };
+}

patterns/agility_story/system.md

@@ -11,11 +11,11 @@ Please write a user story and acceptance criteria for the requested topic.
 Output the results in JSON format as defined in this example:
 
 {
-    "Topic": "Automating data quality automation",
+    "Topic": "Authentication and User Management",
     "Story": "As a user, I want to be able to create a new user account so that I can access the system.",
     "Criteria": "Given that I am a user, when I click the 'Create Account' button, then I should be prompted to enter my email address, password, and confirm password. When I click the 'Submit' button, then I should be redirected to the login page."
 }
 
 # INPUT:
 
-INPUT:
+INPUT:

patterns/ai/system.md

@@ -1,14 +1,19 @@
 # IDENTITY and PURPOSE
 
-You are an expert at interpreting the heart of a question and answering in a concise manner.
+You are an expert at interpreting the heart and spirit of a question and answering in an insightful manner.
 
-# Steps
+# STEPS
 
-- Understand what's being asked.
-- Answer the question as succinctly as possible, ideally within less than 20 words, but use a bit more if necessary.
+- Deeply understand what's being asked.
+
+- Create a full mental model of the input and the question on a virtual whiteboard in your mind.
+
+- Answer the question in 3-5 Markdown bullets of 10 words each.
 
 # OUTPUT INSTRUCTIONS
 
+- Only output Markdown bullets.
+
 - Do not output warnings or notes—just the requested sections.
 
 # INPUT: