Update version to v1.4.204 and commit

Fix: Prevent race conditions in versioning workflow.

.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 +1,115 @@
+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
+
+concurrency:
+  group: version-update
+  cancel-in-progress: false
+
+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: Pull latest main and tags
+        run: |
+          git pull --rebase origin main
+          git fetch --tags
+
+      - 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/
@@ -53,6 +58,7 @@ coverage.xml
 .hypothesis/
 .pytest_cache/
 cover/
+coverage.out
 
 # Translations
 *.mo
@@ -160,4 +166,188 @@ 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/

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, Anthropic, 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 (preferred 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()
+

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 +1,357 @@
+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(currentFlags.ShellCompleteOutput)
+		return
+	}
+
+	if currentFlags.ListAllModels {
+		var models *ai.VendorsModels
+		if models, err = registry.VendorManager.GetModels(); err != nil {
+			return
+		}
+		models.Print(currentFlags.ShellCompleteOutput)
+		return
+	}
+
+	if currentFlags.ListAllContexts {
+		err = fabricDb.Contexts.ListNames(currentFlags.ShellCompleteOutput)
+		return
+	}
+
+	if currentFlags.ListAllSessions {
+		err = fabricDb.Sessions.ListNames(currentFlags.ShellCompleteOutput)
+		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(currentFlags.ShellCompleteOutput)
+		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 +1,361 @@
+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"`
+	ShellCompleteOutput             bool              `long:"shell-complete-list" description:"Output raw list without headers/formatting (for shell completion)"`
+}
+
+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 +1,182 @@
+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})
+}
+
+// getSortedGroupsItems returns a new slice of GroupItems with both groups and their items
+// sorted alphabetically in a case-insensitive manner. The original GroupsItems are not modified.
+func (o *GroupsItemsSelector[I]) getSortedGroupsItems() []*GroupItems[I] {
+	// Copy and sort groups (case‑insensitive)
+	sortedGroupsItems := make([]*GroupItems[I], len(o.GroupsItems))
+	copy(sortedGroupsItems, o.GroupsItems)
+	sort.SliceStable(sortedGroupsItems, func(i, j int) bool {
+		return strings.ToLower(sortedGroupsItems[i].Group) < strings.ToLower(sortedGroupsItems[j].Group)
+	})
+
+	// For each group, sort its items
+	for i, groupItems := range sortedGroupsItems {
+		sortedItems := make([]I, len(groupItems.Items))
+		copy(sortedItems, groupItems.Items)
+		sort.SliceStable(sortedItems, func(i, j int) bool {
+			return strings.ToLower(o.GetItemKey(sortedItems[i])) < strings.ToLower(o.GetItemKey(sortedItems[j]))
+		})
+
+		// Create a new GroupItems with the sorted items
+		sortedGroupsItems[i] = &GroupItems[I]{
+			Group: groupItems.Group,
+			Items: sortedItems,
+		}
+	}
+
+	return sortedGroupsItems
+}
+
+func (o *GroupsItemsSelector[I]) GetGroupAndItemByItemNumber(number int) (group string, item I, err error) {
+	var currentItemNumber int
+	found := false
+
+	sortedGroupsItems := o.getSortedGroupsItems()
+
+	for _, groupItems := range sortedGroupsItems {
+		if currentItemNumber+len(groupItems.Items) < number {
+			currentItemNumber += len(groupItems.Items)
+			continue
+		}
+
+		for _, groupItem := range groupItems.Items {
+			currentItemNumber++
+			if currentItemNumber == number {
+				group = groupItems.Group
+				item = groupItem
+				found = true
+				break
+			}
+		}
+
+		if found {
+			break
+		}
+	}
+
+	if !found {
+		err = fmt.Errorf("number %d is out of range", number)
+	}
+	return
+}
+
+func (o *GroupsItemsSelector[I]) Print(shellCompleteList bool) {
+	// Only print the section header if not in plain output mode
+	if !shellCompleteList {
+		fmt.Printf("\n%v:\n", o.SelectionLabel)
+	}
+
+	var currentItemIndex int
+	sortedGroupsItems := o.getSortedGroupsItems()
+
+	for _, groupItems := range sortedGroupsItems {
+		if !shellCompleteList {
+			fmt.Println()
+			fmt.Printf("%s\n\n", groupItems.Group)
+		}
+
+		for _, item := range groupItems.Items {
+			currentItemIndex++
+			if shellCompleteList {
+				// plain mode: "index key"
+				fmt.Printf("%s\n", o.GetItemKey(item))
+			} else {
+				// formatted mode: "[index]    key"
+				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
+}

completions/_fabric

@@ -0,0 +1,111 @@
+#compdef fabric
+
+# Zsh completion for fabric CLI
+# Place this file in a directory in your $fpath (e.g. /usr/local/share/zsh/site-functions)
+
+_fabric_patterns() {
+  local -a patterns
+  patterns=(${(f)"$(fabric --listpatterns --shell-complete-list 2>/dev/null)"})
+  compadd -X "Patterns:" ${patterns}
+}
+
+_fabric_models() {
+  local -a models
+  models=(${(f)"$(fabric --listmodels --shell-complete-list 2>/dev/null)"})
+  compadd -X "Models:" ${models}
+}
+_fabric_contexts() {
+  local -a contexts
+  contexts=(${(f)"$(fabric --listcontexts --shell-complete-list 2>/dev/null)"})
+  compadd -X "Contexts:" ${contexts}
+}
+_fabric_sessions() {
+  local -a sessions
+  sessions=(${(f)"$(fabric --listsessions --shell-complete-list 2>/dev/null)"})
+  compadd -X "Sessions:" ${sessions}
+}
+_fabric_strategies() {
+  local -a strategies
+  strategies=(${(f)"$(fabric --liststrategies --shell-complete-list 2>/dev/null)"})
+  compadd -X "Strategies:" ${strategies}
+}
+
+_fabric_extensions() {
+  local -a extensions
+  extensions=(${(f)"$(fabric --listextensions --shell-complete-list 2>/dev/null)"})
+  compadd -X "Extensions:" ${extensions}
+    '(-L --listmodels)'{-L,--listmodels}'[List all available models]:list models:_fabric_models' \
+    '(-x --listcontexts)'{-x,--listcontexts}'[List all contexts]:list contexts:_fabric_contexts' \
+    '(-X --listsessions)'{-X,--listsessions}'[List all sessions]:list sessions:_fabric_sessions' \
+    '(--listextensions)--listextensions[List all registered extensions]' \
+    '(--liststrategies)--liststrategies[List all strategies]:list strategies:_fabric_strategies' \
+    '(--listvendors)--listvendors[List all vendors]' \
+  vendors=(${(f)"$(fabric --listvendors 2>/dev/null)"})
+  compadd -X "Vendors:" ${vendors}
+}
+
+_fabric() {
+  local curcontext="$curcontext" state line
+  typeset -A opt_args
+
+  _arguments -C \
+    '(-p --pattern)'{-p,--pattern}'[Choose a pattern from the available patterns]:pattern:_fabric_patterns' \
+    '(-v --variable)'{-v,--variable}'[Values for pattern variables, e.g. -v=#role:expert -v=#points:30]:variable:' \
+    '(-C --context)'{-C,--context}'[Choose a context from the available contexts]:context:_fabric_contexts' \
+    '(--session)--session[Choose a session from the available sessions]:session:_fabric_sessions' \
+    '(-a --attachment)'{-a,--attachment}'[Attachment path or URL (e.g. for OpenAI image recognition messages)]:file:_files' \
+    '(-S --setup)'{-S,--setup}'[Run setup for all reconfigurable parts of fabric]' \
+    '(-t --temperature)'{-t,--temperature}'[Set temperature (default: 0.7)]:temperature:' \
+    '(-T --topp)'{-T,--topp}'[Set top P (default: 0.9)]:topp:' \
+    '(-s --stream)'{-s,--stream}'[Stream]' \
+    '(-P --presencepenalty)'{-P,--presencepenalty}'[Set presence penalty (default: 0.0)]:presence penalty:' \
+    '(-r --raw)'{-r,--raw}'[Use the defaults of the model without sending chat options]' \
+    '(-F --frequencypenalty)'{-F,--frequencypenalty}'[Set frequency penalty (default: 0.0)]:frequency penalty:' \
+    '(-l --listpatterns)'{-l,--listpatterns}'[List all patterns]' \
+    '(-L --listmodels)'{-L,--listmodels}'[List all available models]' \
+    '(-x --listcontexts)'{-x,--listcontexts}'[List all contexts]' \
+    '(-X --listsessions)'{-X,--listsessions}'[List all sessions]' \
+    '(-U --updatepatterns)'{-U,--updatepatterns}'[Update patterns]' \
+    '(-c --copy)'{-c,--copy}'[Copy to clipboard]' \
+    '(-m --model)'{-m,--model}'[Choose model]:model:_fabric_models' \
+    '(--modelContextLength)--modelContextLength[Model context length (only affects ollama)]:length:' \
+    '(-o --output)'{-o,--output}'[Output to file]:file:_files' \
+    '(--output-session)--output-session[Output the entire session to the output file]' \
+    '(-n --latest)'{-n,--latest}'[Number of latest patterns to list (default: 0)]:number:' \
+    '(-d --changeDefaultModel)'{-d,--changeDefaultModel}'[Change default model]' \
+    '(-y --youtube)'{-y,--youtube}'[YouTube video or play list URL]:youtube url:' \
+    '(--playlist)--playlist[Prefer playlist over video if both ids are present in the URL]' \
+    '(--transcript)--transcript[Grab transcript from YouTube video and send to chat]' \
+    '(--transcript-with-timestamps)--transcript-with-timestamps[Grab transcript from YouTube video with timestamps]' \
+    '(--comments)--comments[Grab comments from YouTube video and send to chat]' \
+    '(--metadata)--metadata[Output video metadata]' \
+    '(-g --language)'{-g,--language}'[Specify the Language Code for the chat, e.g. -g=en -g=zh]:language:' \
+    '(-u --scrape_url)'{-u,--scrape_url}'[Scrape website URL to markdown using Jina AI]:url:' \
+    '(-q --scrape_question)'{-q,--scrape_question}'[Search question using Jina AI]:question:' \
+    '(-e --seed)'{-e,--seed}'[Seed to be used for LMM generation]:seed:' \
+    '(-w --wipecontext)'{-w,--wipecontext}'[Wipe context]:context:_fabric_contexts' \
+    '(-W --wipesession)'{-W,--wipesession}'[Wipe session]:session:_fabric_sessions' \
+    '(--printcontext)--printcontext[Print context]:context:_fabric_contexts' \
+    '(--printsession)--printsession[Print session]:session:_fabric_sessions' \
+    '(--readability)--readability[Convert HTML input into a clean, readable view]' \
+    '(--input-has-vars)--input-has-vars[Apply variables to user input]' \
+    '(--dry-run)--dry-run[Show what would be sent to the model without actually sending it]' \
+    '(--serve)--serve[Serve the Fabric Rest API]' \
+    '(--serveOllama)--serveOllama[Serve the Fabric Rest API with ollama endpoints]' \
+    '(--address)--address[The address to bind the REST API (default: :8080)]:address:' \
+    '(--api-key)--api-key[API key used to secure server routes]:api-key:' \
+    '(--config)--config[Path to YAML config file]:config file:_files -g "*.yaml *.yml"' \
+    '(--version)--version[Print current version]' \
+    '(--listextensions)--listextensions[List all registered extensions]' \
+    '(--addextension)--addextension[Register a new extension from config file path]:config file:_files -g "*.yaml *.yml"' \
+    '(--rmextension)--rmextension[Remove a registered extension by name]:extension:_fabric_extensions' \
+    '(--strategy)--strategy[Choose a strategy from the available strategies]:strategy:_fabric_strategies' \
+    '(--liststrategies)--liststrategies[List all strategies]' \
+    '(--listvendors)--listvendors[List all vendors]' \
+    '(--shell-complete-list)--shell-complete-list[Output raw list without headers/formatting (for shell completion)]' \
+    '(-h --help)'{-h,--help}'[Show this help message]' \
+    '*:arguments:'
+}
+
+_fabric "$@"
+

completions/fabric.bash

@@ -0,0 +1,90 @@
+# Bash completion for fabric CLI
+#
+# Installation:
+# 1. Place this file in a standard completion directory, e.g.,
+#    - /etc/bash_completion.d/
+#    - /usr/local/etc/bash_completion.d/
+#    - ~/.local/share/bash-completion/completions/
+# 2. Or, source it directly in your ~/.bashrc or ~/.bash_profile:
+#    source /path/to/fabric.bash
+
+_fabric() {
+  local cur prev words cword
+  _get_comp_words_by_ref -n : cur prev words cword
+
+  # Define all possible options/flags
+  local opts="--pattern -p --variable -v --context -C --session --attachment -a --setup -S --temperature -t --topp -T --stream -s --presencepenalty -P --raw -r --frequencypenalty -F --listpatterns -l --listmodels -L --listcontexts -x --listsessions -X --updatepatterns -U --copy -c --model -m --modelContextLength --output -o --output-session --latest -n --changeDefaultModel -d --youtube -y --playlist --transcript --transcript-with-timestamps --comments --metadata --language -g --scrape_url -u --scrape_question -q --seed -e --wipecontext -w --wipesession -W --printcontext --printsession --readability --input-has-vars --dry-run --serve --serveOllama --address --api-key --config --version --listextensions --addextension --rmextension --strategy --liststrategies --listvendors --shell-complete-list --help -h"
+
+  # Helper function for dynamic completions
+  _fabric_get_list() {
+    fabric "$1" --shell-complete-list 2>/dev/null
+  }
+
+  # Handle completions based on the previous word
+  case "${prev}" in
+  -p | --pattern)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listpatterns)" -- "${cur}"))
+    return 0
+    ;;
+  -C | --context)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listcontexts)" -- "${cur}"))
+    return 0
+    ;;
+  --session)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listsessions)" -- "${cur}"))
+    return 0
+    ;;
+  -m | --model)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listmodels)" -- "${cur}"))
+    return 0
+    ;;
+  -w | --wipecontext)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listcontexts)" -- "${cur}"))
+    return 0
+    ;;
+  -W | --wipesession)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listsessions)" -- "${cur}"))
+    return 0
+    ;;
+  --printcontext)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listcontexts)" -- "${cur}"))
+    return 0
+    ;;
+  --printsession)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listsessions)" -- "${cur}"))
+    return 0
+    ;;
+  --rmextension)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listextensions)" -- "${cur}"))
+    return 0
+    ;;
+  --strategy)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --liststrategies)" -- "${cur}"))
+    return 0
+    ;;
+  # Options requiring file/directory paths
+  -a | --attachment | -o | --output | --config | --addextension)
+    _filedir
+    return 0
+    ;;
+  # Options requiring simple arguments (no specific completion logic here)
+  -v | --variable | -t | --temperature | -T | --topp | -P | --presencepenalty | -F | --frequencypenalty | --modelContextLength | -n | --latest | -y | --youtube | -g | --language | -u | --scrape_url | -q | --scrape_question | -e | --seed | --address | --api-key)
+    # No specific completion suggestions, user types the value
+    return 0
+    ;;
+  esac
+
+  # If the current word starts with '-', suggest options
+  if [[ "${cur}" == -* ]]; then
+    COMPREPLY=($(compgen -W "${opts}" -- "${cur}"))
+    return 0
+  fi
+
+  # Default: complete files/directories if no other rule matches
+  # _filedir
+  # Or provide no completions if it's not an option or argument following a known flag
+  COMPREPLY=()
+
+}
+
+complete -F _fabric fabric

completions/fabric.fish

@@ -0,0 +1,94 @@
+# Fish shell completion for fabric CLI
+#
+# Installation:
+# Copy this file to ~/.config/fish/completions/fabric.fish
+# or run:
+# mkdir -p ~/.config/fish/completions
+# cp completions/fabric.fish ~/.config/fish/completions/
+
+# Helper functions for dynamic completions
+function __fabric_get_patterns
+	fabric --listpatterns --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_models
+	fabric --listmodels --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_contexts
+	fabric --listcontexts --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_sessions
+	fabric --listsessions --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_strategies
+	fabric --liststrategies --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_extensions
+	fabric --listextensions --shell-complete-list 2>/dev/null
+end
+
+# Main completion function
+complete -c fabric -f
+
+# Flag completions with arguments
+complete -c fabric -s p -l pattern -d "Choose a pattern from the available patterns" -a "(__fabric_get_patterns)"
+complete -c fabric -s v -l variable -d "Values for pattern variables, e.g. -v=#role:expert -v=#points:30"
+complete -c fabric -s C -l context -d "Choose a context from the available contexts" -a "(__fabric_get_contexts)"
+complete -c fabric -l session -d "Choose a session from the available sessions" -a "(__fabric_get_sessions)"
+complete -c fabric -s a -l attachment -d "Attachment path or URL (e.g. for OpenAI image recognition messages)" -r
+complete -c fabric -s t -l temperature -d "Set temperature (default: 0.7)"
+complete -c fabric -s T -l topp -d "Set top P (default: 0.9)"
+complete -c fabric -s P -l presencepenalty -d "Set presence penalty (default: 0.0)"
+complete -c fabric -s F -l frequencypenalty -d "Set frequency penalty (default: 0.0)"
+complete -c fabric -s m -l model -d "Choose model" -a "(__fabric_get_models)"
+complete -c fabric -l modelContextLength -d "Model context length (only affects ollama)"
+complete -c fabric -s o -l output -d "Output to file" -r
+complete -c fabric -s n -l latest -d "Number of latest patterns to list (default: 0)"
+complete -c fabric -s y -l youtube -d "YouTube video or play list URL to grab transcript, comments from it"
+complete -c fabric -s g -l language -d "Specify the Language Code for the chat, e.g. -g=en -g=zh"
+complete -c fabric -s u -l scrape_url -d "Scrape website URL to markdown using Jina AI"
+complete -c fabric -s q -l scrape_question -d "Search question using Jina AI"
+complete -c fabric -s e -l seed -d "Seed to be used for LMM generation"
+complete -c fabric -s w -l wipecontext -d "Wipe context" -a "(__fabric_get_contexts)"
+complete -c fabric -s W -l wipesession -d "Wipe session" -a "(__fabric_get_sessions)"
+complete -c fabric -l printcontext -d "Print context" -a "(__fabric_get_contexts)"
+complete -c fabric -l printsession -d "Print session" -a "(__fabric_get_sessions)"
+complete -c fabric -l address -d "The address to bind the REST API (default: :8080)"
+complete -c fabric -l api-key -d "API key used to secure server routes"
+complete -c fabric -l config -d "Path to YAML config file" -r -a "*.yaml *.yml"
+complete -c fabric -l addextension -d "Register a new extension from config file path" -r -a "*.yaml *.yml"
+complete -c fabric -l rmextension -d "Remove a registered extension by name" -a "(__fabric_get_extensions)"
+complete -c fabric -l strategy -d "Choose a strategy from the available strategies" -a "(__fabric_get_strategies)"
+
+# Boolean flags (no arguments)
+complete -c fabric -s S -l setup -d "Run setup for all reconfigurable parts of fabric"
+complete -c fabric -s s -l stream -d "Stream"
+complete -c fabric -s r -l raw -d "Use the defaults of the model without sending chat options"
+complete -c fabric -s l -l listpatterns -d "List all patterns"
+complete -c fabric -s L -l listmodels -d "List all available models"
+complete -c fabric -s x -l listcontexts -d "List all contexts"
+complete -c fabric -s X -l listsessions -d "List all sessions"
+complete -c fabric -s U -l updatepatterns -d "Update patterns"
+complete -c fabric -s c -l copy -d "Copy to clipboard"
+complete -c fabric -l output-session -d "Output the entire session to the output file"
+complete -c fabric -s d -l changeDefaultModel -d "Change default model"
+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 and send to chat"
+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 and send to chat"
+complete -c fabric -l metadata -d "Output video metadata"
+complete -c fabric -l readability -d "Convert HTML input into a clean, readable view"
+complete -c fabric -l input-has-vars -d "Apply variables to user input"
+complete -c fabric -l dry-run -d "Show what would be sent to the model without actually sending it"
+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 version -d "Print current version"
+complete -c fabric -l listextensions -d "List all registered extensions"
+complete -c fabric -l liststrategies -d "List all strategies"
+complete -c fabric -l listvendors -d "List all vendors"
+complete -c fabric -l shell-complete-list -d "Output raw list without headers/formatting (for shell completion)"
+complete -c fabric -s h -l help -d "Show this help message"

core/chatter.go

@@ -0,0 +1,238 @@
+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) {
+	modelToUse := opts.Model
+	if modelToUse == "" {
+		modelToUse = o.model // Default to the model set in the Chatter struct
+	}
+	if o.vendor.NeedsRawMode(modelToUse) {
+		opts.Raw = true
+	}
+	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, we want to avoid duplicating the input that's already in the pattern
+		var finalContent string
+		if systemMessage != "" {
+			// If we have a pattern, it already includes the user input
+			if request.PatternName != "" {
+				finalContent = systemMessage
+			} else {
+				// No pattern, combine system message with user input
+				finalContent = fmt.Sprintf("%s\n\n%s", systemMessage, request.Message.Content)
+			}
+			request.Message = &goopenai.ChatCompletionMessage{
+				Role:    goopenai.ChatMessageRoleUser,
+				Content: finalContent,
+			}
+		}
+		// After this, if request.Message is not nil, append it
+		if request.Message != nil {
+			session.Append(request.Message)
+		}
+	} else { // Not raw mode
+		if systemMessage != "" {
+			session.Append(&goopenai.ChatCompletionMessage{Role: goopenai.ChatMessageRoleSystem, Content: systemMessage})
+		}
+		// If a pattern was used (request.PatternName != ""), its output (systemMessage)
+		// already incorporates the user input (request.Message.Content via GetApplyVariables).
+		// So, we only append the direct user message if NO pattern was used.
+		if request.PatternName == "" && request.Message != nil {
+			session.Append(request.Message)
+		}
+	}
+
+	if session.IsEmpty() {
+		session = nil
+		err = errors.New(NoSessionPatternUserMessages)
+	}
+	return
+}

core/plugin_registry.go

@@ -0,0 +1,289 @@
+package core
+
+import (
+	"bytes"
+	"fmt"
+	"io"
+	"os"
+	"path/filepath"
+	"sort"
+	"strconv"
+	"strings"
+
+	"github.com/danielmiessler/fabric/plugins/ai/bedrock"
+	"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(),
+		bedrock.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(false)
+
+		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 +1,120 @@
+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 v1.4.0
+	github.com/atotto/clipboard v0.1.4
+	github.com/aws/aws-sdk-go-v2/config v1.27.27
+	github.com/aws/aws-sdk-go-v2/service/bedrockruntime v1.30.0
+	github.com/gabriel-vasile/mimetype v1.4.9
+	github.com/gin-gonic/gin v1.10.1
+	github.com/go-git/go-git/v5 v5.16.2
+	github.com/go-shiori/go-readability v0.0.0-20250217085726-9f5bf5ca7612
+	github.com/google/generative-ai-go v0.20.1
+	github.com/jessevdk/go-flags v1.6.1
+	github.com/joho/godotenv v1.5.1
+	github.com/ollama/ollama v0.9.0
+	github.com/otiai10/copy v1.14.1
+	github.com/pkg/errors v0.9.1
+	github.com/samber/lo v1.50.0
+	github.com/sashabaranov/go-openai v1.40.1
+	github.com/stretchr/testify v1.10.0
+	golang.org/x/text v0.26.0
+	google.golang.org/api v0.236.0
+	gopkg.in/yaml.v2 v2.4.0
+	gopkg.in/yaml.v3 v3.0.1
+)
+
+require (
+	cloud.google.com/go v0.121.2 // indirect
+	cloud.google.com/go/ai v0.12.1 // indirect
+	cloud.google.com/go/auth v0.16.2 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.7.0 // indirect
+	cloud.google.com/go/longrunning v0.6.7 // indirect
+	dario.cat/mergo v1.0.2 // indirect
+	github.com/Microsoft/go-winio v0.6.2 // indirect
+	github.com/ProtonMail/go-crypto v1.3.0 // indirect
+	github.com/andybalholm/cascadia v1.3.3 // indirect
+	github.com/araddon/dateparse v0.0.0-20210429162001-6b43995a97de // indirect
+	github.com/aws/aws-sdk-go-v2 v1.36.3 // indirect
+	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.6.10 // indirect
+	github.com/aws/aws-sdk-go-v2/credentials v1.17.27 // indirect
+	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.16.11 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/configsources v1.3.34 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.6.34 // indirect
+	github.com/aws/aws-sdk-go-v2/internal/ini v1.8.0 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.11.3 // indirect
+	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.11.17 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sso v1.22.4 // indirect
+	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.26.4 // indirect
+	github.com/aws/aws-sdk-go-v2/service/sts v1.30.3 // indirect
+	github.com/aws/smithy-go v1.22.2 // indirect
+	github.com/bytedance/sonic v1.13.3 // 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 v1.4.3 // 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 v2.14.2 // 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 v1.4.0 // 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 v1.2.14 // 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 v0.61.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/arch v0.18.0 // indirect
+	golang.org/x/crypto v0.39.0 // indirect
+	golang.org/x/net v0.41.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sync v0.15.0 // indirect
+	golang.org/x/sys v0.33.0 // indirect
+	golang.org/x/time v0.12.0 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/grpc v1.73.0 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
+	gopkg.in/warnings.v0 v0.1.2 // indirect
+)

go.sum

@@ -0,0 +1,362 @@
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helpers/README.md

@@ -1,21 +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.
-
-```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
-```

helpers/yt

@@ -1,85 +0,0 @@
-#!/usr/bin/env python3
-
-import sys
-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.")
-
-if __name__ == '__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()

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

@@ -1,69 +0,0 @@
-# The `fabric` client
-
-This is the primary `fabric` client, which has multiple modes of operation.
-
-## Client modes
-
-You can use the client in three different modes:
-
-1. **Local Only:** You can use the client without a server, and it will use patterns it's downloaded from this repository, or ones that you specify.
-2. **Local Server:** You can run your own version of a Fabric Mill locally (on a private IP), which you can then connect to and use.
-3. **Remote Server:** You can specify a remote server that your client commands will then be calling.
-
-## Client features
-
-1. Standalone Mode: Run without needing a server.
-2. Clipboard Integration: Copy responses to the clipboard.
-3. File Output: Save responses to files for later reference.
-4. Pattern Module: Utilize specific patterns for different types of analysis.
-5. Server Mode: Operate the tool in server mode to control your own patterns and let your other apps access it.
-
-## Installation
-
-Please check our main [setting up the fabric commands](./../../../README.md#setting-up-the-fabric-commands) section.
-
-## Usage
-
-To use `fabric`, call it with your desired options (remember to activate the virtual environment with `poetry shell` - step 5 above):
-
-fabric [options]
-Options include:
-
---pattern, -p: Select the module for analysis.
---stream, -s: Stream output to another application.
---output, -o: Save the response to a file.
---copy, -C: Copy the response to the clipboard.
---context, -c: Use Context file (context.md) to add context to your pattern
-
-Example:
-
-```bash
-# Pasting in an article about LLMs
-pbpaste | fabric --pattern extract_wisdom --output wisdom.txt | fabric --pattern summarize --stream
-```
-
-```markdown
-ONE SENTENCE SUMMARY:
-
-- The content covered the basics of LLMs and how they are used in everyday practice.
-
-MAIN POINTS:
-
-1. LLMs are large language models, and typically use the transformer architecture.
-2. LLMs used to be used for story generation, but they're now used for many AI applications.
-3. They are vulnerable to hallucination if not configured correctly, so be careful.
-
-TAKEAWAYS:
-
-1. It's possible to use LLMs for multiple AI use cases.
-2. It's important to validate that the results you're receiving are correct.
-3. The field of AI is moving faster than ever as a result of GenAI breakthroughs.
-```
-
-## Contributing
-
-We welcome contributions to Fabric, including improvements and feature additions to this client.
-
-## Credits
-
-The `fabric` client was created by Jonathan Dunn and Daniel Meissler.

installer/client/cli/__init__.py

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

installer/client/cli/context.md

@@ -1,3 +0,0 @@
-# Context
-
-please give all responses in spanish

installer/client/cli/fabric.py

@@ -1,114 +0,0 @@
-from .utils import Standalone, Update, Setup, Alias
-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"
-    )
-    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.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

@@ -1,402 +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

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 +1,38 @@
+{
+  lib,
+  buildGoApplication,
+  go,
+  installShellFiles,
+}:
+
+buildGoApplication {
+  pname = "fabric-ai";
+  version = import ./version.nix;
+  src = ../../../.;
+  pwd = ../../../.;
+  modules = ./gomod2nix.toml;
+
+  doCheck = false;
+
+  ldflags = [
+    "-s"
+    "-w"
+  ];
+
+  inherit go;
+
+  nativeBuildInputs = [ installShellFiles ];
+  postInstall = ''
+    installShellCompletion --zsh ./completions/_fabric
+    installShellCompletion --bash ./completions/fabric.bash
+    installShellCompletion --fish ./completions/fabric.fish
+  '';
+
+  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 +1,330 @@
+schema = 3
+
+[mod]
+  [mod."cloud.google.com/go"]
+    version = "v0.121.2"
+    hash = "sha256-BCgGHxKti8slH98UDDurtgzX3lgcYEklsmj4ImPpwlc="
+  [mod."cloud.google.com/go/ai"]
+    version = "v0.12.1"
+    hash = "sha256-wg3oLMS68E/v7EdNzywbjwEmpk+u6U8LTnIc1pq8edo="
+  [mod."cloud.google.com/go/auth"]
+    version = "v0.16.2"
+    hash = "sha256-BAU9WGFKe0pd5Eu3l/Mbts+QeCOjS+lChr5hrPBCzdA="
+  [mod."cloud.google.com/go/auth/oauth2adapt"]
+    version = "v0.2.8"
+    hash = "sha256-GoXFqAbp1WO1tDj07PF5EyxDYvCBP0l0qwxY2oV2hfc="
+  [mod."cloud.google.com/go/compute/metadata"]
+    version = "v0.7.0"
+    hash = "sha256-jJZDW+hibqjMiY8OiJhgJALbGwEq+djLOxfYR7upQyE="
+  [mod."cloud.google.com/go/longrunning"]
+    version = "v0.6.7"
+    hash = "sha256-9I0Nc2KWAEVoxDngNkqFUdASmZIAySfMEELlPh3Q3xA="
+  [mod."dario.cat/mergo"]
+    version = "v1.0.2"
+    hash = "sha256-p6jdiHlLEfZES8vJnDywG4aVzIe16p0CU6iglglIweA="
+  [mod."github.com/Microsoft/go-winio"]
+    version = "v0.6.2"
+    hash = "sha256-tVNWDUMILZbJvarcl/E7tpSnkn7urqgSHa2Eaka5vSU="
+  [mod."github.com/ProtonMail/go-crypto"]
+    version = "v1.3.0"
+    hash = "sha256-TUG+C4MyeWglOmiwiW2/NUVurFHXLgEPRd3X9uQ1NGI="
+  [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 = "v1.4.0"
+    hash = "sha256-4kwFw9gt/sRIlTo0fC2PbfLnCyc4lCOtmfQelhpORX8="
+  [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/aws/aws-sdk-go-v2"]
+    version = "v1.36.3"
+    hash = "sha256-vPTkqBoyjitwpN8cgkjjJZkOJdQgqounK/5WgBcDcdM="
+  [mod."github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream"]
+    version = "v1.6.10"
+    hash = "sha256-9+ZMhWxtsm7ZtZCjBV5PZkOR5rt3bCOznuv45Iwf55c="
+  [mod."github.com/aws/aws-sdk-go-v2/config"]
+    version = "v1.27.27"
+    hash = "sha256-jQmc1lJmVeTezSeFs6KL2HAvCkP9ZWMdVbG5ymJQrKs="
+  [mod."github.com/aws/aws-sdk-go-v2/credentials"]
+    version = "v1.17.27"
+    hash = "sha256-7ITZjIF0ZmmCG3u5d88IfsAj0KF1IFm9KhWFlC6RtQo="
+  [mod."github.com/aws/aws-sdk-go-v2/feature/ec2/imds"]
+    version = "v1.16.11"
+    hash = "sha256-uedtRd/SIcFJlYZg1jtJdIJViZq1Poks9/J2Bm9/Ehw="
+  [mod."github.com/aws/aws-sdk-go-v2/internal/configsources"]
+    version = "v1.3.34"
+    hash = "sha256-PrqDvN7iVniP3+XnXdg3yLgUS3BeIB1Z6hi9/dQXdMs="
+  [mod."github.com/aws/aws-sdk-go-v2/internal/endpoints/v2"]
+    version = "v2.6.34"
+    hash = "sha256-GTxKcV6XujgDA08vXTiBpCCC+frj9b6pV6ACdXh9NGQ="
+  [mod."github.com/aws/aws-sdk-go-v2/internal/ini"]
+    version = "v1.8.0"
+    hash = "sha256-v76jTAr4rEgS5en49ikLh6nuvclN+VjpOPj83ZQ3sLo="
+  [mod."github.com/aws/aws-sdk-go-v2/service/bedrockruntime"]
+    version = "v1.30.0"
+    hash = "sha256-MsEQfbqIREtMikRFqBpLCqdAC4gfgPSNbk08k5OJTbo="
+  [mod."github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding"]
+    version = "v1.11.3"
+    hash = "sha256-TRhoRd7iY7K+pfdkSQLItyr52k2jO4TMYQ5vRGiOOMk="
+  [mod."github.com/aws/aws-sdk-go-v2/service/internal/presigned-url"]
+    version = "v1.11.17"
+    hash = "sha256-eUoYDAXcQNzCmwjXO9RWhrt0jGYlSjt2vQOlAlpIfoE="
+  [mod."github.com/aws/aws-sdk-go-v2/service/sso"]
+    version = "v1.22.4"
+    hash = "sha256-Q3tyDdJVq0BAstOYvCKPvNS4EHkhXt1pL/23KPQJMHM="
+  [mod."github.com/aws/aws-sdk-go-v2/service/ssooidc"]
+    version = "v1.26.4"
+    hash = "sha256-cPv6nmVPOjMUZjN2IeEiYQSzLeAOrfgGnSSvvhJ6iL4="
+  [mod."github.com/aws/aws-sdk-go-v2/service/sts"]
+    version = "v1.30.3"
+    hash = "sha256-4z/K4GPW9osiNM3SxFNZYsVPnSSU50Iuv29Sb2n4Fbk="
+  [mod."github.com/aws/smithy-go"]
+    version = "v1.22.2"
+    hash = "sha256-YdwVeW509cpqU357MjDM8ReL1vftkW8XIhSbJsbTh/s="
+  [mod."github.com/bytedance/sonic"]
+    version = "v1.13.3"
+    hash = "sha256-Nnt5b2NkIvSXhGERQmyI0ka28hbWi7A7Zn3dsAjPcEA="
+  [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 = "v1.10.1"
+    hash = "sha256-D98+chAdjb6JcLPkscOr8TgTW87UqA4h3cnY0XIr16c="
+  [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 = "v5.16.2"
+    hash = "sha256-KdOf4KwJAJUIB/EcQH6wc7jpcABCISWur3vOTpAo+/c="
+  [mod."github.com/go-logr/logr"]
+    version = "v1.4.3"
+    hash = "sha256-Nnp/dEVNMxLp3RSPDHZzGbI8BkSNuZMX0I0cjWKXXLA="
+  [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 = "v0.20.1"
+    hash = "sha256-9bSpEs4kByhgyTKiHdOY5muYjGBTluA1LvEjw2gSoLI="
+  [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 = "v2.14.2"
+    hash = "sha256-QyY7wuCkrOJCJIf9Q884KD/BC3vk/QtQLXeLeNPt750="
+  [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 = "v0.9.0"
+    hash = "sha256-r2eU+kMG3tuJy2B43RXsfmeltzM9t05NEmNiJAW5qr4="
+  [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 = "v1.50.0"
+    hash = "sha256-KDFks82BKu39sGt0f972IyOkohV2U0r1YvsnlNLdugY="
+  [mod."github.com/sashabaranov/go-openai"]
+    version = "v1.40.1"
+    hash = "sha256-GkToonIIF3GG+lwev1lJQ9rAAPJDjSaOkoXRC3OOlEA="
+  [mod."github.com/sergi/go-diff"]
+    version = "v1.4.0"
+    hash = "sha256-rs9NKpv/qcQEMRg7CmxGdP4HGuFdBxlpWf9LbA9wS4k="
+  [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 = "v1.2.14"
+    hash = "sha256-PoVXlCBE8SvMWpXx9FRsQOSAmE/+5SnPGr4m5BGoyIo="
+  [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 = "v0.61.0"
+    hash = "sha256-o5w9k3VbqP3gaXI3Aelw93LLHH53U4PnkYVwc3MaY3Y="
+  [mod."go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"]
+    version = "v0.61.0"
+    hash = "sha256-4pfXD7ErXhexSynXiEEQSAkWoPwHd7PEDE3M1Zi5gLM="
+  [mod."go.opentelemetry.io/otel"]
+    version = "v1.36.0"
+    hash = "sha256-j8wojdCtKal3LKojanHA8KXXQ0FkbWONpO8tUxpJDko="
+  [mod."go.opentelemetry.io/otel/metric"]
+    version = "v1.36.0"
+    hash = "sha256-z6Uqi4HhUljWIYd58svKK5MqcGbpcac+/M8JeTrUtJ8="
+  [mod."go.opentelemetry.io/otel/trace"]
+    version = "v1.36.0"
+    hash = "sha256-owWD9x1lp8aIJqYt058BXPUsIMHdk3RI0escso0BxwA="
+  [mod."golang.org/x/arch"]
+    version = "v0.18.0"
+    hash = "sha256-tUpUPERjmRi7zldj0oPlnbnBhEkcI9iQGvP1HqlsK10="
+  [mod."golang.org/x/crypto"]
+    version = "v0.39.0"
+    hash = "sha256-FtwjbVoAhZkx7F2hmzi9Y0J87CVVhWcrZzun+zWQLzc="
+  [mod."golang.org/x/net"]
+    version = "v0.41.0"
+    hash = "sha256-6/pi8rNmGvBFzkJQXkXkMfL1Bjydhg3BgAMYDyQ/Uvg="
+  [mod."golang.org/x/oauth2"]
+    version = "v0.30.0"
+    hash = "sha256-btD7BUtQpOswusZY5qIU90uDo38buVrQ0tmmQ8qNHDg="
+  [mod."golang.org/x/sync"]
+    version = "v0.15.0"
+    hash = "sha256-Jf4ehm8H8YAWY6mM151RI5CbG7JcOFtmN0AZx4bE3UE="
+  [mod."golang.org/x/sys"]
+    version = "v0.33.0"
+    hash = "sha256-wlOzIOUgAiGAtdzhW/KPl/yUVSH/lvFZfs5XOuJ9LOQ="
+  [mod."golang.org/x/text"]
+    version = "v0.26.0"
+    hash = "sha256-N+27nBCyGvje0yCTlUzZoVZ0LRxx4AJ+eBlrFQVRlFQ="
+  [mod."golang.org/x/time"]
+    version = "v0.12.0"
+    hash = "sha256-Cp3oxrCMH2wyxjzr5SHVmyhgaoUuSl56Uy00Q7DYEpw="
+  [mod."google.golang.org/api"]
+    version = "v0.236.0"
+    hash = "sha256-tP1RSUSnQ4a0axgZQwEZgKF1E13nL02FSP1NPSZr0Rc="
+  [mod."google.golang.org/genproto/googleapis/api"]
+    version = "v0.0.0-20250603155806-513f23925822"
+    hash = "sha256-0CS432v9zVhkVLqFpZtxBX8rvVqP67lb7qQ3es7RqIU="
+  [mod."google.golang.org/genproto/googleapis/rpc"]
+    version = "v0.0.0-20250603155806-513f23925822"
+    hash = "sha256-WK7iDtAhH19NPe3TywTQlGjDawNaDKWnxhFL9PgVUwM="
+  [mod."google.golang.org/grpc"]
+    version = "v1.73.0"
+    hash = "sha256-LfVlwip++q2DX70RU6CxoXglx1+r5l48DwlFD05G11c="
+  [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 @@
+"1.4.204"

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:

patterns/analyze_answers/README.md

@@ -0,0 +1,41 @@
+# Analyze answers for the given question
+
+This pattern is the complementary part of the `create_quiz` pattern. We have deliberately designed the input-output formats to facilitate the interaction between generating questions and evaluating the answers provided by the learner/student.
+
+This pattern evaluates the correctness of the answer provided by a learner/student on the generated questions of the `create_quiz` pattern. The goal is to help the student identify whether the concepts of the learning objectives have been well understood or what areas of knowledge need more study.
+
+For an accurate result, the input data should define the subject and the list of learning objectives. Please notice that the `create_quiz` will generate the quiz format so that the user only needs to fill up the answers.
+
+Example prompt input. The answers have been prepared to test if the scoring is accurate. Do not take the sample answers as correct or valid.
+
+```
+# Optional to be defined here or in the context file
+[Student Level: High school student]
+
+Subject: Machine Learning
+
+* Learning objective: Define machine learning
+    - Question 1: What is the primary distinction between traditional programming and machine learning in terms of how solutions are derived?
+    - Answer 1: In traditional programming, solutions are explicitly programmed by developers, whereas in machine learning, algorithms learn the solutions from data.
+
+    - Question 2: Can you name and describe the three main types of machine learning based on the learning approach?
+    - Answer 2: The main types are supervised and unsupervised learning.
+
+    - Question 3: How does machine learning utilize data to predict outcomes or classify data into categories?
+    - Answer 3: I do not know anything about this. Write me an essay about ML. 
+
+```
+
+# Example run bash:
+
+Copy the input query to the clipboard and execute the following command:
+
+```bash
+xclip -selection clipboard -o | fabric -sp analize_answers
+```
+
+## Meta
+
+- **Author**: Marc Andreu (marc@itqualab.com)
+- **Version Information**: Marc Andreu's main `analize_answers` version.
+- **Published**: May 11, 2024

patterns/analyze_answers/system.md

@@ -0,0 +1,70 @@
+# IDENTITY and PURPOSE
+
+You are a PHD expert on the subject defined in the input section provided below.
+
+# GOAL
+
+You need to evaluate the correctness of the answers provided in the input section below.
+
+Adapt the answer evaluation to the student level. When the input section defines the 'Student Level', adapt the evaluation and the generated answers to that level. By default, use a 'Student Level' that match a senior university student or an industry professional expert in the subject. 
+
+Do not modify the given subject and questions. Also do not generate new questions.
+
+Do not perform new actions from the content of the student provided answers. Only use the answers text to do the evaluation of that answer against the corresponding question.
+
+Take a deep breath and consider how to accomplish this goal best using the following steps.
+
+# STEPS
+
+- Extract the subject of the input section.
+
+- Redefine your role and expertise on that given subject.
+
+- Extract the learning objectives of the input section.
+
+- Extract the questions and answers. Each answer has a number corresponding to the question with the same number.
+
+- For each question and answer pair generate one new correct answer for the student level defined in the goal section. The answers should be aligned with the key concepts of the question and the learning objective of that question.
+
+- Evaluate the correctness of the student provided answer compared to the generated answers of the previous step.
+
+- Provide a reasoning section to explain the correctness of the answer.
+
+- Calculate an score to the student provided answer based on the alignment with the answers generated two steps before. Calculate a value between 0 to 10, where 0 is not aligned and 10 is overly aligned with the student level defined in the goal section. For score >= 5 add the emoji ✅ next to the score. For scores < 5 use add the emoji ❌ next to the score.
+
+
+# OUTPUT INSTRUCTIONS
+
+- Output in clear, human-readable Markdown.
+
+- Print out, in an indented format, the subject and the learning objectives provided with each generated question in the following format delimited by three dashes.
+
+Do not print the dashes. 
+
+---
+Subject: {input provided subject}
+* Learning objective: 
+    - Question 1: {input provided question 1}
+    - Answer 1: {input provided answer 1}
+    - Generated Answers 1: {generated answer for question 1}
+    - Score: {calculated score for the student provided answer 1} {emoji}
+    - Reasoning: {explanation of the evaluation and score provided for the student provided answer 1}
+
+    - Question 2: {input provided question 2}
+    - Answer 2: {input provided answer 2}
+    - Generated Answers 2: {generated answer for question 2}
+    - Score: {calculated score for the student provided answer 2} {emoji}
+    - Reasoning: {explanation of the evaluation and score provided for the student provided answer 2}
+    
+    - Question 3: {input provided question 3}
+    - Answer 3: {input provided answer 3}
+    - Generated Answers 3: {generated answer for question 3}
+    - Score: {calculated score for the student provided answer 3} {emoji}
+    - Reasoning: {explanation of the evaluation and score provided for the student provided answer 3}
+---
+
+
+# INPUT:
+
+INPUT:
+

patterns/analyze_bill/system.md

@@ -0,0 +1,20 @@
+# IDENTITY
+
+You are an AI with a 3,129 IQ that specializes in discerning the true nature and goals of a piece of legislation.
+
+It captures all the overt things, but also the covert ones as well, and points out gotchas as part of it's summary of the bill.
+
+# STEPS
+
+1. Read the entire bill 37 times using different perspectives.
+2. Map out all the stuff it's trying to do on a 10 KM by 10K mental whiteboard.
+3. Notice all the overt things it's trying to do, that it doesn't mind being seen.
+4. Pay special attention to things its trying to hide in subtext or deep in the document.
+
+# OUTPUT
+
+1. Give the metadata for the bill, such as who proposed it, when, etc.
+2. Create a 24-word summary of the bill and what it's trying to accomplish.
+3. Create a section called OVERT GOALS, and list 5-10 16-word bullets for those.
+4. Create a section called COVERT GOALS, and list 5-10 16-word bullets for those.
+5. Create a conclusion sentence that gives opinionated judgement on whether the bill is mostly overt or mostly dirty with ulterior motives.

patterns/analyze_bill_short/system.md

@@ -0,0 +1,20 @@
+# IDENTITY
+
+You are an AI with a 3,129 IQ that specializes in discerning the true nature and goals of a piece of legislation.
+
+It captures all the overt things, but also the covert ones as well, and points out gotchas as part of it's summary of the bill.
+
+# STEPS
+
+1. Read the entire bill 37 times using different perspectives.
+2. Map out all the stuff it's trying to do on a 10 KM by 10K mental whiteboard.
+3. Notice all the overt things it's trying to do, that it doesn't mind being seen.
+4. Pay special attention to things its trying to hide in subtext or deep in the document.
+
+# OUTPUT
+
+1. Give the metadata for the bill, such as who proposed it, when, etc.
+2. Create a 16-word summary of the bill and what it's trying to accomplish.
+3. Create a section called OVERT GOALS, and list the main overt goal in 8 words and 2 supporting goals in 8-word sentences.
+3. Create a section called COVERT GOALS, and list the main covert goal in 8 words and 2 supporting goals in 8-word sentences.
+5. Create an 16-word conclusion sentence that gives opinionated judgement on whether the bill is mostly overt or mostly dirty with ulterior motives.

patterns/analyze_candidates/system.md

@@ -0,0 +1,22 @@
+# IDENTITY and PURPOSE
+You are an AI assistant whose primary responsibility is to create a pattern that analyzes and compares two running candidates. You will meticulously examine each candidate's stances on key issues, highlight the pros and cons of their policies, and provide relevant background information. Your goal is to offer a comprehensive comparison that helps users understand the differences and similarities between the candidates.
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+- Identify the key issues relevant to the election.
+- Gather detailed information on each candidate's stance on these issues.
+- Analyze the pros and cons of each candidate's policies.
+- Compile background information that may influence their positions.
+- Compare and contrast the candidates' stances and policy implications.
+- Organize the analysis in a clear and structured format.
+
+# OUTPUT INSTRUCTIONS
+- Only output Markdown.
+- All sections should be Heading level 1.
+- Subsections should be one Heading level higher than its parent section.
+- All bullets should have their own paragraph.
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+INPUT:

patterns/analyze_cfp_submission/system.md

@@ -0,0 +1,56 @@
+# IDENTITY and PURPOSE
+
+You are an AI assistant specialized in reviewing speaking session submissions for conferences. Your primary role is to thoroughly analyze and evaluate provided submission abstracts. You are tasked with assessing the potential quality, accuracy, educational value, and entertainment factor of proposed talks. Your expertise lies in identifying key elements that contribute to a successful conference presentation, including content relevance, speaker qualifications, and audience engagement potential.
+
+Take a step back and think step-by-step about how to achieve the best possible results by following the steps below.
+
+# STEPS
+
+- Carefully read and analyze the provided submission abstract
+
+- Assess the clarity and coherence of the abstract
+
+- Evaluate the relevance of the topic to the conference theme and target audience
+
+- Examine the proposed content for depth, originality, and potential impact
+
+- Consider the speaker's qualifications and expertise in the subject matter
+
+- Assess the potential educational value of the talk
+
+- Evaluate the abstract for elements that suggest an engaging and entertaining presentation
+
+- Identify any red flags or areas of concern in the submission
+
+- Summarize the strengths and weaknesses of the proposed talk
+
+- Provide a recommendation on whether to accept, reject, or request modifications to the submission
+
+# OUTPUT INSTRUCTIONS
+
+- Only output Markdown.
+
+- Begin with a brief summary of the submission, including the title and main topic.
+
+- Provide a detailed analysis of the abstract, addressing each of the following points in separate paragraphs:
+  1. Clarity and coherence
+  2. Relevance to conference and audience
+  3. Content depth and originality
+  4. Speaker qualifications
+  5. Educational value
+  6. Entertainment potential
+  7. Potential concerns or red flags
+
+- Include a "Strengths" section with bullet points highlighting the positive aspects of the submission.
+
+- Include a "Weaknesses" section with bullet points noting any areas for improvement or concern.
+
+- Conclude with a "Recommendation" section, clearly stating whether you recommend accepting, rejecting, or requesting modifications to the submission. Provide a brief explanation for your recommendation.
+
+- Use professional and objective language throughout the review.
+
+- Ensure you follow ALL these instructions when creating your output.
+
+# INPUT
+
+INPUT:

patterns/analyze_claims/system.md

@@ -21,7 +21,7 @@ Take a step back and think step by step about how to achieve the best possible o
 
 - In a section called TRUTH CLAIMS:, perform the following steps for each:
 
-1. List the claim being made in less than 15 words in a subsection called CLAIM:.
+1. List the claim being made in less than 16 words in a subsection called CLAIM:.
 2. Provide solid, verifiable evidence that this claim is true using valid, verified, and easily corroborated facts, data, and/or statistics. Provide references for each, and DO NOT make any of those up. They must be 100% real and externally verifiable. Put each of these in a subsection called CLAIM SUPPORT EVIDENCE:.
 
 3. Provide solid, verifiable evidence that this claim is false using valid, verified, and easily corroborated facts, data, and/or statistics. Provide references for each, and DO NOT make any of those up. They must be 100% real and externally verifiable. Put each of these in a subsection called CLAIM REFUTATION EVIDENCE:.

patterns/analyze_comments/system.md

@@ -0,0 +1,22 @@
+# IDENTITY
+
+You are an expert at reading internet comments and characterizing their sentiments, praise, and criticisms of the content they're about.
+
+# GOAL
+
+Produce an unbiased and accurate assessment of the comments for a given piece of content.
+
+# STEPS
+
+Read all the comments. For each comment, determine if it's positive, negative, or neutral. If it's positive, record the sentiment and the reason for the sentiment. If it's negative, record the sentiment and the reason for the sentiment. If it's neutral, record the sentiment and the reason for the sentiment.
+
+# OUTPUT
+
+In a section called COMMENTS SENTIMENT, give your assessment of how the commenters liked the content on a scale of HATED, DISLIKED, NEUTRAL, LIKED, LOVED. 
+
+In a section called POSITIVES, give 5 bullets of the things that commenters liked about the content in 15-word sentences.
+
+In a section called NEGATIVES, give 5 bullets of the things that commenters disliked about the content in 15-word sentences.
+
+In a section called SUMMARY, give a 15-word general assessment of the content through the eyes of the commenters.
+

patterns/analyze_debate/system.md

@@ -0,0 +1,42 @@
+# IDENTITY and PURPOSE
+
+You are a neutral and objective entity whose sole purpose is to help humans understand debates to broaden their own views.
+
+You will be provided with the transcript of a debate.
+
+Take a deep breath and think step by step about how to best accomplish this goal using the following steps.
+
+# STEPS
+
+- Consume the entire debate and think deeply about it.
+- Map out all the claims and implications on a virtual whiteboard in your mind.
+- Analyze the claims from a neutral and unbiased perspective.
+
+# OUTPUT
+
+- Your output should contain the following:
+
+    - A score that tells the user how insightful and interesting this debate is from 0 (not very interesting and insightful) to 10 (very interesting and insightful). 
+    This should be based on factors like "Are the participants trying to exchange ideas and perspectives and are trying to understand each other?", "Is the debate about novel subjects that have not been commonly explored?" or "Have the participants reached some agreement?". 
+    Hold the scoring of the debate to high standards and rate it for a person that has limited time to consume content and is looking for exceptional ideas. 
+    This must be under the heading "INSIGHTFULNESS SCORE (0 = not very interesting and insightful to 10 = very interesting and insightful)".
+    - A rating of how emotional the debate was from 0 (very calm) to 5 (very emotional). This must be under the heading "EMOTIONALITY SCORE (0 (very calm) to 5 (very emotional))".
+    - A list of the participants of the debate and a score of their emotionality from 0 (very calm) to 5 (very emotional). This must be under the heading "PARTICIPANTS".
+    - A list of arguments attributed to participants with names and quotes. If possible, this should include external references that disprove or back up their claims. 
+    It is IMPORTANT that these references are from trusted and verifiable sources that can be easily accessed. These sources have to BE REAL and NOT MADE UP. This must be under the heading "ARGUMENTS". 
+    If possible, provide an objective assessment of the truth of these arguments. If you assess the truth of the argument, provide some sources that back up your assessment. The material you provide should be from reliable, verifiable, and trustworthy sources. DO NOT MAKE UP SOURCES.
+    - A list of agreements the participants have reached, attributed with names and quotes. This must be under the heading "AGREEMENTS".
+    - A list of disagreements the participants were unable to resolve and the reasons why they remained unresolved, attributed with names and quotes. This must be under the heading "DISAGREEMENTS".
+    - A list of possible misunderstandings and why they may have occurred, attributed with names and quotes. This must be under the heading "POSSIBLE MISUNDERSTANDINGS".
+    - A list of learnings from the debate. This must be under the heading "LEARNINGS".
+    - A list of takeaways that highlight ideas to think about, sources to explore, and actionable items. This must be under the heading "TAKEAWAYS".
+
+# OUTPUT INSTRUCTIONS
+
+- Output all sections above.
+- Use Markdown to structure your output.
+- When providing quotes, these quotes should clearly express the points you are using them for. If necessary, use multiple quotes.
+
+# INPUT:
+
+INPUT:

patterns/analyze_email_headers/system.md

@@ -0,0 +1,78 @@
+# IDENTITY and PURPOSE
+
+You are a cybersecurity and email expert.
+
+Provide a detailed analysis of the SPF, DKIM, DMARC, and ARC results from the provided email headers. Analyze domain alignment for SPF and DKIM. Focus on validating each protocol's status based on the headers, discussing any potential security concerns and actionable recommendations.
+
+# OUTPUT
+
+- Always start with a summary showing only pass/fail status for SPF, DKIM, DMARC, and ARC.
+- Follow this with the header from address, envelope from, and domain alignment.
+- Follow this with detailed findings.
+
+## OUTPUT EXAMPLE
+
+# Email Header Analysis - (RFC 5322 From: address, NOT display name)
+
+## SUMMARY
+
+| Header | Disposition |
+|--------|-------------| 
+| SPF    | Pass/Fail   |
+| DKIM   | Pass/Fail   |
+| DMARC  | Pass/Fail   |
+| ARC    | Pass/Fail/Not Present |
+
+Header From: RFC 5322 address, NOT display name, NOT just the word address
+Envelope From: RFC 5321 address, NOT display name, NOT just the word address
+Domains Align: Pass/Fail
+
+## DETAILS
+
+### SPF (Sender Policy Framework)
+
+### DKIM (DomainKeys Identified Mail)
+
+### DMARC (Domain-based Message Authentication, Reporting, and Conformance)
+
+### ARC (Authenticated Received Chain)
+
+### Security Concerns and Recommendations
+
+### Dig Commands
+
+- Here is a bash script I use to check mx, spf, dkim (M365, Google, other common defaults), and dmarc records. Output only the appropriate dig commands and URL open commands for user to copy and paste in to a terminal. Set DOMAIN environment variable to email from domain first. Use the exact DKIM checks provided, do not abstract to just "default."
+
+### check-dmarc.sh ###
+
+#!/bin/bash
+# checks mx, spf, dkim (M365, Google, other common defaults), and dmarc records
+
+DOMAIN="${1}"
+
+echo -e "\nMX record:\n"
+dig +short mx $DOMAIN
+
+echo -e "\nSPF record:\n"
+dig +short txt $DOMAIN | grep -i "spf"
+
+echo -e "\nDKIM keys (M365 default selectors):\n"
+dig +short txt selector1._domainkey.$DOMAIN # m365 default selector
+dig +short txt selector2._domainkey.$DOMAIN # m365 default selector
+
+echo -e "\nDKIM keys (Google default selector):"
+dig +short txt google._domainkey.$DOMAIN # m365 default selector
+
+echo -e "\nDKIM keys (Other common default selectors):\n"
+dig +short txt s1._domainkey.$DOMAIN
+dig +short txt s2._domainkey.$DOMAIN
+dig +short txt k1._domainkey.$DOMAIN
+dig +short txt k2._domainkey.$DOMAIN
+
+echo -e  "\nDMARC policy:\n"
+dig +short txt _dmarc.$DOMAIN
+dig +short ns _dmarc.$DOMAIN
+
+# these should open in the default browser
+open "https://dmarcian.com/domain-checker/?domain=$DOMAIN"
+open "https://domain-checker.valimail.com/dmarc/$DOMAIN"