chore(release): Update version to v1.4.290

Add Per-Pattern Model Mapping via Environment Variables

.github/ISSUE_TEMPLATE/bug.yml

@@ -7,29 +7,74 @@ body:
     attributes:
       value: |
         Thanks for taking the time to fill out this bug report!
+        Please provide as much detail as possible to help us understand and reproduce the issue.
+
   - type: textarea
     id: what-happened
     attributes:
       label: What happened?
       description: Also tell us, what did you expect to happen?
       placeholder: Tell us what you see!
-      value: "I was doing THIS, when THAT happened. I was expecting THAT_OTHER_THING to happen instead."
+      value: "Please provide all the steps to reproduce the bug. I was doing THIS, when THAT happened. I was expecting THAT_OTHER_THING to happen instead."
     validations:
       required: true
-  - type: checkboxes
+
+  - type: dropdown
+    id: os
+    attributes:
+      label: Operating System
+      options:
+        - macOS - Silicon (arm64)
+        - macOS - Intel (amd64)
+        - Linux - amd64
+        - Linux - arm64
+        - Windows
+    validations:
+      required: true
+
+  - type: textarea
+    id: os-version
+    attributes:
+      label: OS Version
+      description: Please provide details about your OS version by running one of the following commands.
+      placeholder: |
+        macOS: `sw_vers`
+        Linux: `uname -a` or `cat /etc/os-release`
+        Windows: `ver`
+      render: shell
+
+  - type: dropdown
+    id: installation
+    attributes:
+      label: How did you install Fabric?
+      description: "Please select the method you used to install Fabric. You can find this information in the [Installation section of the README](https://github.com/ksylvan/fabric/blob/main/README.md#installation)."
+      options:
+        - Release Binary - Windows
+        - Release Binary - macOS (arm64)
+        - Release Binary - macOS (amd64)
+        - Release Binary - Linux (amd64)
+        - Release Binary - Linux (arm64)
+        - Package Manager - Homebrew (macOS)
+        - Package Manager - AUR (Arch Linux)
+        - From Source
+        - Other
+    validations:
+      required: true
+
+  - type: textarea
     id: version
     attributes:
-      label: Version check
-      description: Please make sure you were using the latest version of this project available in the `main` branch.
-      options:
-        - label: Yes I was.
-          required: true
+      label: Version
+      description: Please copy and paste the output of `fabric --version` (or `fabric-ai --version` if you installed it via brew) here.
+      render: text
+
   - type: textarea
     id: logs
     attributes:
       label: Relevant log output
       description: Please copy and paste any relevant log output. This will be automatically formatted into code, so no need for backticks.
       render: shell
+
   - type: textarea
     id: screens
     attributes:

.github/workflows/ci.yml

@@ -4,13 +4,13 @@ on:
   push:
     branches: ["main"]
     paths-ignore:
-      - 'patterns/**'
-      - '**/*.md'
+      - "data/patterns/**"
+      - "**/*.md"
   pull_request:
     branches: ["main"]
     paths-ignore:
-      - 'patterns/**'
-      - '**/*.md'
+      - "data/patterns/**"
+      - "**/*.md"
 
 jobs:
   test:

.github/workflows/patterns.yaml

@@ -3,7 +3,7 @@ name: Patterns Artifact
 on:
   push:
     paths:
-      - "patterns/**" # Trigger only on changes to files in the patterns folder
+      - "data/patterns/**" # Trigger only on changes to files in the patterns folder
 
 jobs:
   zip-and-upload:
@@ -18,13 +18,13 @@ jobs:
       - name: Verify Changes in Patterns Folder
         run: |
           git fetch origin
-          if git diff --quiet HEAD~1 -- patterns; then
+          if git diff --quiet HEAD~1 -- data/patterns; then
             echo "No changes detected in patterns folder."
             exit 1
           fi
 
       - name: Zip the Patterns Folder
-        run: zip -r patterns.zip patterns/
+        run: zip -r patterns.zip data/patterns/
 
       - name: Upload Patterns Artifact
         uses: actions/upload-artifact@v4

.github/workflows/release.yml

@@ -2,7 +2,7 @@ name: Go Release
 
 on:
   repository_dispatch:
-    types: [ tag_created ]
+    types: [tag_created]
   push:
     tags:
       - "v*"
@@ -27,8 +27,39 @@ jobs:
       - name: Run tests
         run: go test -v ./...
 
+  get_version:
+    name: Get version
+    runs-on: ubuntu-latest
+    outputs:
+      latest_tag: ${{ steps.get_version.outputs.latest_tag }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Get version from source
+        id: get_version
+        shell: bash
+        run: |
+          if [ ! -f "nix/pkgs/fabric/version.nix" ]; then
+            echo "Error: version.nix file not found"
+            exit 1
+          fi
+          version=$(cat nix/pkgs/fabric/version.nix | tr -d '"' | tr -cd '0-9.')
+          if [ -z "$version" ]; then
+            echo "Error: version is empty"
+            exit 1
+          fi
+          if ! echo "$version" | grep -E '^[0-9]+\.[0-9]+\.[0-9]+' > /dev/null; then
+            echo "Error: Invalid version format: $version"
+            exit 1
+          fi
+          echo "latest_tag=v$version" >> $GITHUB_OUTPUT
+
   build:
     name: Build binaries for Windows, macOS, and Linux
+    needs: [test, get_version]
     runs-on: ${{ matrix.os }}
     permissions:
       contents: write
@@ -51,25 +82,14 @@ jobs:
         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 }}
+          GOOS: ${{ matrix.os == 'ubuntu-latest' && 'linux' || 'darwin' }}
           GOARCH: ${{ matrix.arch }}
         run: |
-          go build -o fabric-${OS}-${{ matrix.arch }} .
+          OS_NAME="${{ matrix.os == 'ubuntu-latest' && 'linux' || 'darwin' }}"
+          go build -o fabric-${OS_NAME}-${{ matrix.arch }} ./cmd/fabric
 
       - name: Build binary on Windows
         if: matrix.os == 'windows-latest'
@@ -77,14 +97,14 @@ jobs:
           GOOS: windows
           GOARCH: ${{ matrix.arch }}
         run: |
-          go build -o fabric-windows-${{ matrix.arch }}.exe .
+          go build -o fabric-windows-${{ matrix.arch }}.exe ./cmd/fabric
 
       - 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: fabric-${{ matrix.os == 'ubuntu-latest' && 'linux' || 'darwin' }}-${{ matrix.arch }}
+          path: fabric-${{ matrix.os == 'ubuntu-latest' && 'linux' || 'darwin' }}-${{ matrix.arch }}
 
       - name: Upload build artifact
         if: matrix.os == 'windows-latest'
@@ -93,36 +113,51 @@ jobs:
           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
+        shell: bash
         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 }}"
+          if ! gh release view ${{ needs.get_version.outputs.latest_tag }} >/dev/null 2>&1; then
+            gh release create ${{ needs.get_version.outputs.latest_tag }} --title "Release ${{ needs.get_version.outputs.latest_tag }}" --notes "Automated release for ${{ needs.get_version.outputs.latest_tag }}"
+          else
+            echo "Release ${{ needs.get_version.outputs.latest_tag }} already exists."
+          fi
 
       - 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
+          gh release upload ${{ needs.get_version.outputs.latest_tag }} fabric-windows-${{ 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}-${{ matrix.arch }}
+          OS_NAME="${{ matrix.os == 'ubuntu-latest' && 'linux' || 'darwin' }}"
+          gh release upload ${{ needs.get_version.outputs.latest_tag }} fabric-${OS_NAME}-${{ matrix.arch }}
+
+  update_release_notes:
+    needs: [build, get_version]
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+    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: Update release description
+        env:
+          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          go run ./cmd/generate_changelog --sync-db
+          go run ./cmd/generate_changelog --release ${{ needs.get_version.outputs.latest_tag }}

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

@@ -3,13 +3,22 @@ name: Update Version File and Create Tag
 on:
   push:
     branches:
-      - main  # Monitor the main branch
+      - main # Monitor the main branch
     paths-ignore:
-      - 'patterns/**'
-      - '**/*.md'
+      - "data/patterns/**"
+      - "**/*.md"
+      - "data/strategies/**"
+      - "cmd/generate_changelog/*.db"
+      - "cmd/generate_changelog/incoming/*.txt"
+      - "scripts/pattern_descriptions/*.json"
+      - "web/static/data/pattern_descriptions.json"
 
 permissions:
-  contents: write  # Ensure the workflow has write permissions
+  contents: write # Ensure the workflow has write permissions
+
+concurrency:
+  group: version-update
+  cancel-in-progress: false
 
 jobs:
   update-version:
@@ -30,6 +39,11 @@ jobs:
           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: |
@@ -54,14 +68,14 @@ jobs:
 
       - name: Update version.go file
         run: |
-          echo "package main" > version.go
-          echo "" >> version.go
-          echo "var version = \"${{ env.new_tag }}\"" >> version.go
+          echo "package main" > cmd/fabric/version.go
+          echo "" >> cmd/fabric/version.go
+          echo "var version = \"${{ env.new_tag }}\"" >> cmd/fabric/version.go
 
       - name: Update version.nix file
         run: |
           echo "\"${{ env.new_version }}\"" > nix/pkgs/fabric/version.nix
-      
+
       - name: Format source code
         run: |
           nix fmt
@@ -70,21 +84,31 @@ jobs:
         run: |
           nix run .#gomod2nix -- --outdir nix/pkgs/fabric
 
+      - name: Generate Changelog Entry
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: |
+          go run ./cmd/generate_changelog --process-prs ${{ env.new_tag }}
+          go run ./cmd/generate_changelog --sync-db
       - name: Commit changes
         run: |
-          git add version.go
+          # These files are modified by the version bump process
+          git add cmd/fabric/version.go
           git add nix/pkgs/fabric/version.nix
           git add nix/pkgs/fabric/gomod2nix.toml
-          git add .
+
+          # The changelog tool is responsible for staging CHANGELOG.md, changelog.db,
+          # and removing the incoming/ directory.
+
           if ! git diff --staged --quiet; then
-            git commit -m "Update version to ${{ env.new_tag }} and commit $commit_hash"
+            git commit -m "chore(release): Update version to ${{ env.new_tag }}"
           else
             echo "No changes to commit."
           fi
 
       - name: Push changes
         env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}  # Use GITHUB_TOKEN to authenticate the push
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # Use GITHUB_TOKEN to authenticate the push
         run: |
           git push origin main  # Push changes to the main branch
 
@@ -97,7 +121,7 @@ jobs:
 
       - name: Dispatch event to trigger release workflow
         env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}  # Use GITHUB_TOKEN to authenticate the dispatch
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} # Use GITHUB_TOKEN to authenticate the dispatch
         run: |
           curl -X POST \
             -H "Authorization: token $GITHUB_TOKEN" \

.gitignore

@@ -58,6 +58,7 @@ coverage.xml
 .hypothesis/
 .pytest_cache/
 cover/
+coverage.out
 
 # Translations
 *.mo
@@ -130,9 +131,7 @@ celerybeat.pid
 # Environments
 .env
 .venv
-env/
 venv/
-ENV/
 env.bak/
 venv.bak/
 
@@ -348,5 +347,9 @@ web/package-lock.json
 .gitignore_backup
 web/static/*.png
 
-# Local VSCode project settings
-.vscode/
+# Local tmp directory
+.tmp/
+tmp/
+
+# Ignore .claude/
+.claude/

.vscode/extensions.json

@@ -0,0 +1,3 @@
+{
+	"recommendations": ["davidanson.vscode-markdownlint"]
+}

.vscode/settings.json

@@ -0,0 +1,186 @@
+{
+	"cSpell.words": [
+		"Achird",
+		"addextension",
+		"adduser",
+		"AIML",
+		"Anki",
+		"anthropics",
+		"Aoede",
+		"atotto",
+		"Autonoe",
+		"badfile",
+		"Behrens",
+		"blindspots",
+		"Bombal",
+		"Callirhoe",
+		"Callirrhoe",
+		"Cerebras",
+		"compadd",
+		"compdef",
+		"compinit",
+		"creatordate",
+		"curcontext",
+		"custompatterns",
+		"danielmiessler",
+		"davidanson",
+		"Debugf",
+		"dedup",
+		"deepseek",
+		"Despina",
+		"direnv",
+		"DMARC",
+		"dryrun",
+		"dsrp",
+		"editability",
+		"Eisler",
+		"elif",
+		"envrc",
+		"Erinome",
+		"Errorf",
+		"eugeis",
+		"Eugen",
+		"excalidraw",
+		"exolab",
+		"fabriclogo",
+		"flac",
+		"fpath",
+		"frequencypenalty",
+		"fsdb",
+		"gantt",
+		"genai",
+		"githelper",
+		"gjson",
+		"GOARCH",
+		"godotenv",
+		"gofmt",
+		"goimports",
+		"gomod",
+		"gonic",
+		"goopenai",
+		"GOPATH",
+		"gopkg",
+		"GOROOT",
+		"Graphviz",
+		"grokai",
+		"Groq",
+		"hackerone",
+		"Haddix",
+		"hasura",
+		"hormozi",
+		"Hormozi's",
+		"horts",
+		"HTMLURL",
+		"jaredmontoya",
+		"jessevdk",
+		"Jina",
+		"joho",
+		"kballard",
+		"Keploy",
+		"Kore",
+		"ksylvan",
+		"Langdock",
+		"Laomedeia",
+		"ldflags",
+		"libexec",
+		"libnotify",
+		"listcontexts",
+		"listextensions",
+		"listmodels",
+		"listpatterns",
+		"listsessions",
+		"liststrategies",
+		"listvendors",
+		"lmstudio",
+		"Makefiles",
+		"markmap",
+		"matplotlib",
+		"mattn",
+		"mbed",
+		"metacharacters",
+		"Miessler",
+		"nometa",
+		"numpy",
+		"ollama",
+		"ollamaapi",
+		"openaiapi",
+		"opencode",
+		"openrouter",
+		"Orus",
+		"osascript",
+		"otiai",
+		"pdflatex",
+		"pipx",
+		"PKCE",
+		"pkgs",
+		"presencepenalty",
+		"printcontext",
+		"printsession",
+		"Pulcherrima",
+		"pycache",
+		"pyperclip",
+		"readystream",
+		"restapi",
+		"rmextension",
+		"Sadachbia",
+		"Sadaltager",
+		"samber",
+		"sashabaranov",
+		"sdist",
+		"seaborn",
+		"semgrep",
+		"sess",
+		"shellquote",
+		"storer",
+		"Streamlit",
+		"stretchr",
+		"subchunk",
+		"Sulafat",
+		"talkpanel",
+		"Telos",
+		"testpattern",
+		"testuser",
+		"Thacker",
+		"tidwall",
+		"topp",
+		"ttrc",
+		"unalias",
+		"unconfigured",
+		"unmarshalling",
+		"updatepatterns",
+		"videoid",
+		"webp",
+		"WEBVTT",
+		"wipecontext",
+		"wipesession",
+		"wireframes",
+		"Worktree",
+		"writeups",
+		"xclip",
+		"yourpatternname",
+		"youtu",
+		"YTDLP"
+	],
+	"cSpell.ignorePaths": ["go.mod", ".gitignore", "CHANGELOG.md"],
+	"markdownlint.config": {
+		"MD004": false,
+		"MD011": false,
+		"MD024": false,
+		"MD025": false,
+		"M032": false,
+		"MD033": {
+			"allowed_elements": [
+				"a",
+				"br",
+				"code",
+				"div",
+				"em",
+				"h4",
+				"img",
+				"module",
+				"p"
+			]
+		},
+		"MD041": false
+	}
+}

Alma.md

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

README.md

@@ -3,7 +3,7 @@ Fabric is graciously supported by…
 
 [![Github Repo Tagline](https://github.com/user-attachments/assets/96ab3d81-9b13-4df4-ba09-75dee7a5c3d2)](https://warp.dev/fabric)
 
-<img src="./images/fabric-logo-gif.gif" alt="fabriclogo" width="400" height="400"/>
+<img src="./docs/images/fabric-logo-gif.gif" alt="fabriclogo" width="400" height="400"/>
 
 # `fabric`
 
@@ -12,33 +12,105 @@ Fabric is graciously supported by…
 ![GitHub top language](https://img.shields.io/github/languages/top/danielmiessler/fabric)
 ![GitHub last commit](https://img.shields.io/github/last-commit/danielmiessler/fabric)
 [![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](https://opensource.org/licenses/MIT)
+[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/danielmiessler/fabric)
 
-<p class="align center">
+<div align="center">
 <h4><code>fabric</code> is an open-source framework for augmenting humans using AI.</h4>
-</p>
+</div>
 
 [Updates](#updates) •
 [What and Why](#what-and-why) •
 [Philosophy](#philosophy) •
-[Installation](#Installation) •
-[Usage](#Usage) •
+[Installation](#installation) •
+[Usage](#usage) •
 [Examples](#examples) •
 [Just Use the Patterns](#just-use-the-patterns) •
 [Custom Patterns](#custom-patterns) •
 [Helper Apps](#helper-apps) •
 [Meta](#meta)
 
-![Screenshot of fabric](images/fabric-summarize.png)
+![Screenshot of fabric](./docs/images/fabric-summarize.png)
 
 </div>
 
+## What and why
+
+Since the start of modern AI in late 2022 we've seen an **_extraordinary_** number of AI applications for accomplishing tasks. There are thousands of websites, chat-bots, mobile apps, and other interfaces for using all the different AI out there.
+
+It's all really exciting and powerful, but _it's not easy to integrate this functionality into our lives._
+
+<div class="align center">
+<h4>In other words, AI doesn't have a capabilities problem—it has an <em>integration</em> problem.</h4>
+</div>
+
+**Fabric was created to address this by creating and organizing the fundamental units of AI—the prompts themselves!**
+
+Fabric organizes prompts by real-world task, allowing people to create, collect, and organize their most important AI solutions in a single place for use in their favorite tools. And if you're command-line focused, you can use Fabric itself as the interface!
+
+## Updates
+
+Dear Users,
+
+We've been doing so many exciting things here at Fabric, I wanted to give a quick summary here to give you a sense of our development velocity!
+
+Below are the **new features and capabilities** we've added (newest first):
+
+### Recent Major Features
+
+- [v1.4.287](https://github.com/danielmiessler/fabric/releases/tag/v1.4.287) (Aug 16, 2025) — **AI Reasoning**: Add Thinking to Gemini models and introduce `readme_updates` python script
+- [v1.4.286](https://github.com/danielmiessler/fabric/releases/tag/v1.4.286) (Aug 14, 2025) — **AI Reasoning**: Introduce Thinking Config Across Anthropic and OpenAI Providers
+- [v1.4.285](https://github.com/danielmiessler/fabric/releases/tag/v1.4.285) (Aug 13, 2025) — **Extended Context**: Enable One Million Token Context Beta Feature for Sonnet-4
+- [v1.4.284](https://github.com/danielmiessler/fabric/releases/tag/v1.4.284) (Aug 12, 2025) — **Easy Shell Completions Setup**: Introduce One-Liner Curl Install for Completions
+- [v1.4.283](https://github.com/danielmiessler/fabric/releases/tag/v1.4.283) (Aug 12, 2025) — **Model Management**: Add Vendor Selection Support for Models
+- [v1.4.282](https://github.com/danielmiessler/fabric/releases/tag/v1.4.282) (Aug 11, 2025) — **Enhanced Shell Completions**: Enhanced Shell Completions for Fabric CLI Binaries
+- [v1.4.281](https://github.com/danielmiessler/fabric/releases/tag/v1.4.281) (Aug 11, 2025) — **Gemini Search Tool**: Add Web Search Tool Support for Gemini Models
+- [v1.4.278](https://github.com/danielmiessler/fabric/releases/tag/v1.4.278) (Aug 9, 2025) — **Enhance YouTube Transcripts**: Enhance YouTube Support with Custom yt-dlp Arguments
+- [v1.4.277](https://github.com/danielmiessler/fabric/releases/tag/v1.4.277) (Aug 8, 2025) — **Desktop Notifications**: Add cross-platform desktop notifications to Fabric CLI
+- [v1.4.274](https://github.com/danielmiessler/fabric/releases/tag/v1.4.274) (Aug 7, 2025) — **Claude 4.1 Added**: Add Support for Claude Opus 4.1 Model
+- [v1.4.271](https://github.com/danielmiessler/fabric/releases/tag/v1.4.271) (Jul 28, 2025) — **AI Summarized Release Notes**: Enable AI summary updates for GitHub releases
+- [v1.4.268](https://github.com/danielmiessler/fabric/releases/tag/v1.4.268) (Jul 26, 2025) — **Gemini TTS Voice Selection**: add Gemini TTS voice selection and listing functionality
+- [v1.4.267](https://github.com/danielmiessler/fabric/releases/tag/v1.4.267) (Jul 26, 2025) — **Text-to-Speech**: Update Gemini Plugin to New SDK with TTS Support
+- [v1.4.258](https://github.com/danielmiessler/fabric/releases/tag/v1.4.258) (Jul 17, 2025) — **Onboarding Improved**: Add startup check to initialize config and .env file automatically
+- [v1.4.257](https://github.com/danielmiessler/fabric/releases/tag/v1.4.257) (Jul 17, 2025) — **OpenAI Routing Control**: Introduce CLI Flag to Disable OpenAI Responses API
+- [v1.4.252](https://github.com/danielmiessler/fabric/releases/tag/v1.4.252) (Jul 16, 2025) — **Hide Thinking Block**: Optional Hiding of Model Thinking Process with Configurable Tags
+- [v1.4.246](https://github.com/danielmiessler/fabric/releases/tag/v1.4.246) (Jul 14, 2025) — **Automatic ChangeLog Updates**: Add AI-powered changelog generation with high-performance Go tool and comprehensive caching
+- [v1.4.245](https://github.com/danielmiessler/fabric/releases/tag/v1.4.245) (Jul 11, 2025) — **Together AI**: Together AI Support with OpenAI Fallback Mechanism Added
+- [v1.4.232](https://github.com/danielmiessler/fabric/releases/tag/v1.4.232) (Jul 6, 2025) — **Add Custom**: Add Custom Patterns Directory Support
+- [v1.4.231](https://github.com/danielmiessler/fabric/releases/tag/v1.4.231) (Jul 5, 2025) — **OAuth Auto-Auth**: OAuth Authentication Support for Anthropic (Use your Max Subscription)
+- [v1.4.230](https://github.com/danielmiessler/fabric/releases/tag/v1.4.230) (Jul 5, 2025) — **Model Management**: Add advanced image generation parameters for OpenAI models with four new CLI flags
+- [v1.4.227](https://github.com/danielmiessler/fabric/releases/tag/v1.4.227) (Jul 4, 2025) — **Add Image**: Add Image Generation Support to Fabric
+- [v1.4.226](https://github.com/danielmiessler/fabric/releases/tag/v1.4.226) (Jul 4, 2025) — **Web Search**: OpenAI Plugin Now Supports Web Search Functionality
+- [v1.4.225](https://github.com/danielmiessler/fabric/releases/tag/v1.4.225) (Jul 4, 2025) — **Web Search**: Runtime Web Search Control via Command-Line `--search` Flag
+- [v1.4.224](https://github.com/danielmiessler/fabric/releases/tag/v1.4.224) (Jul 1, 2025) — **Add code_review**: Add code_review pattern and updates in Pattern_Descriptions
+- [v1.4.222](https://github.com/danielmiessler/fabric/releases/tag/v1.4.222) (Jul 1, 2025) — **OpenAI Plugin**: OpenAI Plugin Migrates to New Responses API
+- [v1.4.218](https://github.com/danielmiessler/fabric/releases/tag/v1.4.218) (Jun 27, 2025) — **Model Management**: Add Support for OpenAI Search and Research Model Variants
+- [v1.4.217](https://github.com/danielmiessler/fabric/releases/tag/v1.4.217) (Jun 26, 2025) — **New YouTube**: New YouTube Transcript Endpoint Added to REST API
+- [v1.4.212](https://github.com/danielmiessler/fabric/releases/tag/v1.4.212) (Jun 23, 2025) — **Add Langdock**: Add Langdock AI and enhance generic OpenAI compatible support
+- [v1.4.211](https://github.com/danielmiessler/fabric/releases/tag/v1.4.211) (Jun 19, 2025) — **REST API**: REST API and Web UI Now Support Dynamic Pattern Variables
+- [v1.4.210](https://github.com/danielmiessler/fabric/releases/tag/v1.4.210) (Jun 18, 2025) — **Add Citations**: Add Citation Support to Perplexity Response
+- [v1.4.208](https://github.com/danielmiessler/fabric/releases/tag/v1.4.208) (Jun 17, 2025) — **Add Perplexity**: Add Perplexity AI Provider with Token Limits Support
+- [v1.4.203](https://github.com/danielmiessler/fabric/releases/tag/v1.4.203) (Jun 14, 2025) — **Add Amazon Bedrock**: Add support for Amazon Bedrock
+
+These features represent our commitment to making Fabric the most powerful and flexible AI augmentation framework available!
+
+## Intro videos
+
+Keep in mind that many of these were recorded when Fabric was Python-based, so remember to use the current [install instructions](#installation) below.
+
+- [Network Chuck](https://www.youtube.com/watch?v=UbDyjIIGaxQ)
+- [David Bombal](https://www.youtube.com/watch?v=vF-MQmVxnCs)
+- [My Own Intro to the Tool](https://www.youtube.com/watch?v=wPEyyigh10g)
+- [More Fabric YouTube Videos](https://www.youtube.com/results?search_query=fabric+ai)
+
 ## Navigation
 
 - [`fabric`](#fabric)
-  - [Navigation](#navigation)
-  - [Updates](#updates)
   - [What and why](#what-and-why)
+  - [Updates](#updates)
+    - [Recent Major Features](#recent-major-features)
   - [Intro videos](#intro-videos)
+  - [Navigation](#navigation)
+  - [Changelog](#changelog)
   - [Philosophy](#philosophy)
     - [Breaking problems into components](#breaking-problems-into-components)
     - [Too many prompts](#too-many-prompts)
@@ -55,16 +127,25 @@ Fabric is graciously supported by…
     - [From Source](#from-source)
     - [Environment Variables](#environment-variables)
     - [Setup](#setup)
+    - [Per-Pattern Model Mapping](#per-pattern-model-mapping)
     - [Add aliases for all patterns](#add-aliases-for-all-patterns)
       - [Save your files in markdown using aliases](#save-your-files-in-markdown-using-aliases)
     - [Migration](#migration)
     - [Upgrading](#upgrading)
+    - [Shell Completions](#shell-completions)
+      - [Quick install (no clone required)](#quick-install-no-clone-required)
+      - [Zsh Completion](#zsh-completion)
+      - [Bash Completion](#bash-completion)
+      - [Fish Completion](#fish-completion)
   - [Usage](#usage)
   - [Our approach to prompting](#our-approach-to-prompting)
   - [Examples](#examples)
   - [Just use the Patterns](#just-use-the-patterns)
     - [Prompt Strategies](#prompt-strategies)
   - [Custom Patterns](#custom-patterns)
+    - [Setting Up Custom Patterns](#setting-up-custom-patterns)
+    - [Using Custom Patterns](#using-custom-patterns)
+    - [How It Works](#how-it-works)
   - [Helper Apps](#helper-apps)
     - [`to_pdf`](#to_pdf)
     - [`to_pdf` Installation](#to_pdf-installation)
@@ -76,34 +157,15 @@ Fabric is graciously supported by…
       - [Clipboard Support](#clipboard-support)
   - [Meta](#meta)
     - [Primary contributors](#primary-contributors)
+    - [Contributors](#contributors)
 
 <br />
 
-## Updates
+## Changelog
 
-> [!NOTE]
-> April 16, 2025
->
-> - Fabric now supports Grok (from XAI)! Update and use `-S` to select it as your default if you want, or just use the shortcut `-m grok-3-beta`. Enjoy!
+Fabric is evolving rapidly.
 
-## What and why
-
-Since the start of 2023 and GenAI we've seen a massive number of AI applications for accomplishing tasks. It's powerful, but _it's not easy to integrate this functionality into our lives._
-
-<div align="center">
-<h4>In other words, AI doesn't have a capabilities problem—it has an <em>integration</em> problem.</h4>
-</div>
-
-Fabric was created to address this by enabling everyone to granularly apply AI to everyday challenges.
-
-## Intro videos
-
-Keep in mind that many of these were recorded when Fabric was Python-based, so remember to use the current [install instructions](#installation) below.
-
-- [Network Chuck](https://www.youtube.com/watch?v=UbDyjIIGaxQ)
-- [David Bombal](https://www.youtube.com/watch?v=vF-MQmVxnCs)
-- [My Own Intro to the Tool](https://www.youtube.com/watch?v=wPEyyigh10g)
-- [More Fabric YouTube Videos](https://www.youtube.com/results?search_query=fabric+ai)
+Stay current with the latest features by reviewing the [CHANGELOG](./CHANGELOG.md) for all recent changes.
 
 ## Philosophy
 
@@ -185,7 +247,7 @@ To install Fabric, [make sure Go is installed](https://go.dev/doc/install), and
 
 ```bash
 # Install Fabric directly from the repo
-go install github.com/danielmiessler/fabric@latest
+go install github.com/danielmiessler/fabric/cmd/fabric@latest
 ```
 
 ### Environment Variables
@@ -223,6 +285,13 @@ fabric --setup
 
 If everything works you are good to go.
 
+### Per-Pattern Model Mapping
+
+ You can configure specific models for individual patterns using environment variables
+ like `FABRIC_MODEL_PATTERN_NAME=vendor|model`
+
+ This makes it easy to maintain these per-pattern model mappings in your shell startup files.
+
 ### Add aliases for all patterns
 
 In order to add aliases for all your patterns and use them directly as commands ie. `summarize` instead of `fabric --pattern summarize`
@@ -395,7 +464,7 @@ pipx uninstall fabric
 # Clear any old Fabric aliases
 (check your .bashrc, .zshrc, etc.)
 # Install the Go version
-go install github.com/danielmiessler/fabric@latest
+go install github.com/danielmiessler/fabric/cmd/fabric@latest
 # Run setup for the new version. Important because things have changed
 fabric --setup
 ```
@@ -407,7 +476,68 @@ Then [set your environmental variables](#environment-variables) as shown above.
 The great thing about Go is that it's super easy to upgrade. Just run the same command you used to install it in the first place and you'll always get the latest version.
 
 ```bash
-go install github.com/danielmiessler/fabric@latest
+go install github.com/danielmiessler/fabric/cmd/fabric@latest
+```
+
+### Shell Completions
+
+Fabric provides shell completion scripts for Zsh, Bash, and Fish
+shells, making it easier to use the CLI by providing tab completion
+for commands and options.
+
+#### Quick install (no clone required)
+
+You can install completions directly via a one-liner:
+
+```bash
+curl -fsSL https://raw.githubusercontent.com/danielmiessler/Fabric/refs/heads/main/completions/setup-completions.sh | sh
+```
+
+Optional variants:
+
+```bash
+# Dry-run (see actions without changing your system)
+curl -fsSL https://raw.githubusercontent.com/danielmiessler/Fabric/refs/heads/main/completions/setup-completions.sh | sh -s -- --dry-run
+
+# Override the download source (advanced)
+FABRIC_COMPLETIONS_BASE_URL="https://raw.githubusercontent.com/danielmiessler/Fabric/refs/heads/main/completions" \
+    sh -c "$(curl -fsSL https://raw.githubusercontent.com/danielmiessler/Fabric/refs/heads/main/completions/setup-completions.sh)"
+```
+
+#### Zsh Completion
+
+To enable Zsh completion:
+
+```bash
+# Copy the completion file to a directory in your $fpath
+mkdir -p ~/.zsh/completions
+cp completions/_fabric ~/.zsh/completions/
+
+# Add the directory to fpath in your .zshrc before compinit
+echo 'fpath=(~/.zsh/completions $fpath)' >> ~/.zshrc
+echo 'autoload -Uz compinit && compinit' >> ~/.zshrc
+```
+
+#### Bash Completion
+
+To enable Bash completion:
+
+```bash
+# Source the completion script in your .bashrc
+echo 'source /path/to/fabric/completions/fabric.bash' >> ~/.bashrc
+
+# Or copy to the system-wide bash completion directory
+sudo cp completions/fabric.bash /etc/bash_completion.d/
+```
+
+#### Fish Completion
+
+To enable Fish completion:
+
+```bash
+# Copy the completion file to the fish completions directory
+mkdir -p ~/.config/fish/completions
+cp completions/fabric.fish ~/.config/fish/completions/
 ```
 
 ## Usage
@@ -418,8 +548,7 @@ Once you have it all set up, here's how to use it.
 fabric -h
 ```
 
-```bash
-
+```plaintext
 Usage:
   fabric [OPTIONS]
 
@@ -434,7 +563,9 @@ Application Options:
   -T, --topp=                       Set top P (default: 0.9)
   -s, --stream                      Stream
   -P, --presencepenalty=            Set presence penalty (default: 0.0)
-  -r, --raw                         Use the defaults of the model without sending chat options (like temperature etc.) and use the user role instead of the system role for patterns.
+  -r, --raw                         Use the defaults of the model without sending chat options (like
+                                    temperature etc.) and use the user role instead of the system role for
+                                    patterns.
   -F, --frequencypenalty=           Set frequency penalty (default: 0.0)
   -l, --listpatterns                List all patterns
   -L, --listmodels                  List all available models
@@ -443,14 +574,18 @@ Application Options:
   -U, --updatepatterns              Update patterns
   -c, --copy                        Copy to clipboard
   -m, --model=                      Choose model
+  -V, --vendor=                     Specify vendor for chosen model (e.g., -V "LM Studio" -m openai/gpt-oss-20b)
       --modelContextLength=         Model context length (only affects ollama)
   -o, --output=                     Output to file
       --output-session              Output the entire session (also a temporary one) to the output file
   -n, --latest=                     Number of latest patterns to list (default: 0)
   -d, --changeDefaultModel          Change default model
-  -y, --youtube=                    YouTube video or play list "URL" to grab transcript, comments from it and send to chat or print it put to the console and store it in the output file
+  -y, --youtube=                    YouTube video or play list "URL" to grab transcript, comments from it
+                                    and send to chat or print it put to the console and store it in the
+                                    output file
       --playlist                    Prefer playlist over video if both ids are present in the URL
-      --transcript                  Grab transcript from YouTube video and send to chat (it is used per default).
+      --transcript                  Grab transcript from YouTube video and send to chat (it is used per
+                                    default).
       --transcript-with-timestamps  Grab transcript from YouTube video with timestamps and send to chat
       --comments                    Grab comments from YouTube video and send to chat
       --metadata                    Output video metadata
@@ -464,10 +599,12 @@ Application Options:
       --printsession=               Print session
       --readability                 Convert HTML input into a clean, readable view
       --input-has-vars              Apply variables to user input
+      --no-variable-replacement     Disable pattern variable replacement
       --dry-run                     Show what would be sent to the model without actually sending it
       --serve                       Serve the Fabric Rest API
       --serveOllama                 Serve the Fabric Rest API with ollama endpoints
       --address=                    The address to bind the REST API (default: :8080)
+      --api-key=                    API key used to secure server routes
       --config=                     Path to YAML config file
       --version                     Print current version
       --listextensions              List all registered extensions
@@ -475,10 +612,31 @@ Application Options:
       --rmextension=                Remove a registered extension by name
       --strategy=                   Choose a strategy from the available strategies
       --liststrategies              List all strategies
-
+      --listvendors                 List all vendors
+      --shell-complete-list         Output raw list without headers/formatting (for shell completion)
+      --search                      Enable web search tool for supported models (Anthropic, OpenAI, Gemini)
+      --search-location=            Set location for web search results (e.g., 'America/Los_Angeles')
+      --image-file=                 Save generated image to specified file path (e.g., 'output.png')
+      --image-size=                 Image dimensions: 1024x1024, 1536x1024, 1024x1536, auto (default: auto)
+      --image-quality=              Image quality: low, medium, high, auto (default: auto)
+      --image-compression=          Compression level 0-100 for JPEG/WebP formats (default: not set)
+      --image-background=           Background type: opaque, transparent (default: opaque, only for
+                                    PNG/WebP)
+      --suppress-think              Suppress text enclosed in thinking tags
+      --think-start-tag=            Start tag for thinking sections (default: <think>)
+      --think-end-tag=              End tag for thinking sections (default: </think>)
+      --disable-responses-api       Disable OpenAI Responses API (default: false)
+      --voice=                      TTS voice name for supported models (e.g., Kore, Charon, Puck)
+                                    (default: Kore)
+      --list-gemini-voices          List all available Gemini TTS voices
+      --notification                Send desktop notification when command completes
+      --notification-command=       Custom command to run for notifications (overrides built-in
+                                    notifications)
+      --yt-dlp-args=                Additional arguments to pass to yt-dlp (e.g. '--cookies-from-browser brave')
+      --thinking=                   Set reasoning/thinking level (e.g., off, low, medium, high, or
+                                    numeric tokens for Anthropic or Google Gemini)
 Help Options:
   -h, --help                        Show this help message
-
 ```
 
 ## Our approach to prompting
@@ -538,7 +696,7 @@ Now let's look at some things you can do with Fabric.
 <br />
 <br />
 
-If you're not looking to do anything fancy, and you just want a lot of great prompts, you can navigate to the [`/patterns`](https://github.com/danielmiessler/fabric/tree/main/patterns) directory and start exploring!
+If you're not looking to do anything fancy, and you just want a lot of great prompts, you can navigate to the [`/patterns`](https://github.com/danielmiessler/fabric/tree/main/data/patterns) directory and start exploring!
 
 We hope that if you used nothing else from Fabric, the Patterns by themselves will make the project useful.
 
@@ -554,7 +712,7 @@ be used in addition to the basic patterns.
 See the [Thinking Faster by Writing Less](https://arxiv.org/pdf/2502.18600) paper and
 the [Thought Generation section of Learn Prompting](https://learnprompting.org/docs/advanced/thought_generation/introduction) for examples of prompt strategies.
 
-Each strategy is available as a small `json` file in the [`/strategies`](https://github.com/danielmiessler/fabric/tree/main/strategies) directory.
+Each strategy is available as a small `json` file in the [`/strategies`](https://github.com/danielmiessler/fabric/tree/main/data/strategies) directory.
 
 The prompt modification of the strategy is applied to the system prompt and passed on to the
 LLM in the chat session.
@@ -565,11 +723,48 @@ Use `fabric -S` and select the option to install the strategies in your `~/.conf
 
 You may want to use Fabric to create your own custom Patterns—but not share them with others. No problem!
 
-Just make a directory in `~/.config/custompatterns/` (or wherever) and put your `.md` files in there.
+Fabric now supports a dedicated custom patterns directory that keeps your personal patterns separate from the built-in ones. This means your custom patterns won't be overwritten when you update Fabric's built-in patterns.
 
-When you're ready to use them, copy them into `~/.config/fabric/patterns/`
+### Setting Up Custom Patterns
 
-You can then use them like any other Patterns, but they won't be public unless you explicitly submit them as Pull Requests to the Fabric project. So don't worry—they're private to you.
+1. Run the Fabric setup:
+
+   ```bash
+   fabric --setup
+   ```
+
+2. Select the "Custom Patterns" option from the Tools menu and enter your desired directory path (e.g., `~/my-custom-patterns`)
+
+3. Fabric will automatically create the directory if it does not exist.
+
+### Using Custom Patterns
+
+1. Create your custom pattern directory structure:
+
+   ```bash
+   mkdir -p ~/my-custom-patterns/my-analyzer
+   ```
+
+2. Create your pattern file
+
+   ```bash
+   echo "You are an expert analyzer of ..." > ~/my-custom-patterns/my-analyzer/system.md
+   ```
+
+3. **Use your custom pattern:**
+
+   ```bash
+   fabric --pattern my-analyzer "analyze this text"
+   ```
+
+### How It Works
+
+- **Priority System**: Custom patterns take precedence over built-in patterns with the same name
+- **Seamless Integration**: Custom patterns appear in `fabric --listpatterns` alongside built-in ones
+- **Update Safe**: Your custom patterns are never affected by `fabric --updatepatterns`
+- **Private by Default**: Custom patterns remain private unless you explicitly share them
+
+Your custom patterns are completely private and won't be affected by Fabric updates!
 
 ## Helper Apps
 
@@ -598,7 +793,7 @@ This will create a PDF file named `output.pdf` in the current directory.
 To install `to_pdf`, install it the same way as you install Fabric, just with a different repo name.
 
 ```bash
-go install github.com/danielmiessler/fabric/plugins/tools/to_pdf@latest
+go install github.com/danielmiessler/fabric/cmd/to_pdf@latest
 ```
 
 Make sure you have a LaTeX distribution (like TeX Live or MiKTeX) installed on your system, as `to_pdf` requires `pdflatex` to be available in your system's PATH.
@@ -609,12 +804,12 @@ Make sure you have a LaTeX distribution (like TeX Live or MiKTeX) installed on y
 It generates a `json` representation of a directory of code that can be fed into an AI model
 with instructions to create a new feature or edit the code in a specified way.
 
-See [the Create Coding Feature Pattern README](./patterns/create_coding_feature/README.md) for details.
+See [the Create Coding Feature Pattern README](./data/patterns/create_coding_feature/README.md) for details.
 
 Install it first using:
 
 ```bash
-go install github.com/danielmiessler/fabric/plugins/tools/code_helper@latest
+go install github.com/danielmiessler/fabric/cmd/code_helper@latest
 ```
 
 ## pbpaste
@@ -693,7 +888,7 @@ The Streamlit UI supports clipboard operations across different platforms:
 
 - **macOS**: Uses `pbcopy` and `pbpaste` (built-in)
 - **Windows**: Uses `pyperclip` library (install with `pip install pyperclip`)
-- **Linux**: Uses `xclip` (install with `sudo apt-get install xclip` or equivalent for your distro)
+- **Linux**: Uses `xclip` (install with `sudo apt-get install xclip` or equivalent for your Linux distribution)
 
 ## Meta
 
@@ -711,15 +906,15 @@ The Streamlit UI supports clipboard operations across different platforms:
 
 ### Primary contributors
 
-<a href="https://github.com/danielmiessler"><img src="https://avatars.githubusercontent.com/u/50654?v=4" title="Daniel Miessler" width="50" height="50"></a>
-<a href="https://github.com/xssdoctor"><img src="https://avatars.githubusercontent.com/u/9218431?v=4" title="Jonathan Dunn" width="50" height="50"></a>
-<a href="https://github.com/sbehrens"><img src="https://avatars.githubusercontent.com/u/688589?v=4" title="Scott Behrens" width="50" height="50"></a>
-<a href="https://github.com/agu3rra"><img src="https://avatars.githubusercontent.com/u/10410523?v=4" title="Andre Guerra" width="50" height="50"></a>
+<a href="https://github.com/danielmiessler"><img src="https://avatars.githubusercontent.com/u/50654?v=4" title="Daniel Miessler" width="50" height="50" alt="Daniel Miessler"></a>
+<a href="https://github.com/xssdoctor"><img src="https://avatars.githubusercontent.com/u/9218431?v=4" title="Jonathan Dunn" width="50" height="50" alt="Jonathan Dunn"></a>
+<a href="https://github.com/sbehrens"><img src="https://avatars.githubusercontent.com/u/688589?v=4" title="Scott Behrens" width="50" height="50" alt="Scott Behrens"></a>
+<a href="https://github.com/agu3rra"><img src="https://avatars.githubusercontent.com/u/10410523?v=4" title="Andre Guerra" width="50" height="50" alt="Andre Guerra"></a>
 
 ### Contributors
 
 <a href="https://github.com/danielmiessler/fabric/graphs/contributors">
-  <img src="https://contrib.rocks/image?repo=danielmiessler/fabric" />
+  <img src="https://contrib.rocks/image?repo=danielmiessler/fabric" alt="contrib.rocks" />
 </a>
 
 Made with [contrib.rocks](https://contrib.rocks).

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

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

cli/cli.go

@@ -1,349 +0,0 @@
-package cli
-
-import (
-	"encoding/json"
-	"fmt"
-	"os"
-	"path/filepath"
-	"strconv"
-	"strings"
-
-	"github.com/danielmiessler/fabric/plugins/tools/youtube"
-
-	"github.com/danielmiessler/fabric/common"
-	"github.com/danielmiessler/fabric/core"
-	"github.com/danielmiessler/fabric/plugins/ai"
-	"github.com/danielmiessler/fabric/plugins/db/fsdb"
-	"github.com/danielmiessler/fabric/plugins/tools/converter"
-	"github.com/danielmiessler/fabric/restapi"
-)
-
-// Cli Controls the cli. It takes in the flags and runs the appropriate functions
-func Cli(version string) (err error) {
-	var currentFlags *Flags
-	if currentFlags, err = Init(); err != nil {
-		return
-	}
-
-	if currentFlags.Version {
-		fmt.Println(version)
-		return
-	}
-
-	var homedir string
-	if homedir, err = os.UserHomeDir(); err != nil {
-		return
-	}
-
-	fabricDb := fsdb.NewDb(filepath.Join(homedir, ".config/fabric"))
-
-	if err = fabricDb.Configure(); err != nil {
-		if !currentFlags.Setup {
-			println(err.Error())
-			currentFlags.Setup = true
-		}
-	}
-
-	var registry *core.PluginRegistry
-	if registry, err = core.NewPluginRegistry(fabricDb); err != nil {
-		return
-	}
-
-	// if the setup flag is set, run the setup function
-	if currentFlags.Setup {
-		err = registry.Setup()
-		return
-	}
-
-	if currentFlags.Serve {
-		registry.ConfigureVendors()
-		err = restapi.Serve(registry, currentFlags.ServeAddress, currentFlags.ServeAPIKey)
-		return
-	}
-
-	if currentFlags.ServeOllama {
-		registry.ConfigureVendors()
-		err = restapi.ServeOllama(registry, currentFlags.ServeAddress, version)
-		return
-	}
-
-	if currentFlags.UpdatePatterns {
-		err = registry.PatternsLoader.PopulateDB()
-		return
-	}
-
-	if currentFlags.ChangeDefaultModel {
-		if err = registry.Defaults.Setup(); err != nil {
-			return
-		}
-		err = registry.SaveEnvFile()
-		return
-	}
-
-	if currentFlags.LatestPatterns != "0" {
-		var parsedToInt int
-		if parsedToInt, err = strconv.Atoi(currentFlags.LatestPatterns); err != nil {
-			return
-		}
-
-		if err = fabricDb.Patterns.PrintLatestPatterns(parsedToInt); err != nil {
-			return
-		}
-		return
-	}
-
-	if currentFlags.ListPatterns {
-		err = fabricDb.Patterns.ListNames()
-		return
-	}
-
-	if currentFlags.ListAllModels {
-		var models *ai.VendorsModels
-		if models, err = registry.VendorManager.GetModels(); err != nil {
-			return
-		}
-		models.Print()
-		return
-	}
-
-	if currentFlags.ListAllContexts {
-		err = fabricDb.Contexts.ListNames()
-		return
-	}
-
-	if currentFlags.ListAllSessions {
-		err = fabricDb.Sessions.ListNames()
-		return
-	}
-
-	if currentFlags.WipeContext != "" {
-		err = fabricDb.Contexts.Delete(currentFlags.WipeContext)
-		return
-	}
-
-	if currentFlags.WipeSession != "" {
-		err = fabricDb.Sessions.Delete(currentFlags.WipeSession)
-		return
-	}
-
-	if currentFlags.PrintSession != "" {
-		err = fabricDb.Sessions.PrintSession(currentFlags.PrintSession)
-		return
-	}
-
-	if currentFlags.PrintContext != "" {
-		err = fabricDb.Contexts.PrintContext(currentFlags.PrintContext)
-		return
-	}
-
-	if currentFlags.HtmlReadability {
-		if msg, cleanErr := converter.HtmlReadability(currentFlags.Message); cleanErr != nil {
-			fmt.Println("use original input, because can't apply html readability", err)
-		} else {
-			currentFlags.Message = msg
-		}
-	}
-
-	if currentFlags.ListExtensions {
-		err = registry.TemplateExtensions.ListExtensions()
-		return
-	}
-
-	if currentFlags.AddExtension != "" {
-		err = registry.TemplateExtensions.RegisterExtension(currentFlags.AddExtension)
-		return
-	}
-
-	if currentFlags.RemoveExtension != "" {
-		err = registry.TemplateExtensions.RemoveExtension(currentFlags.RemoveExtension)
-		return
-	}
-
-	if currentFlags.ListStrategies {
-		err = registry.Strategies.ListStrategies()
-		return
-	}
-
-	// if 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
-		}
-
-		messageTools, err = processYoutubeVideo(currentFlags, registry, videoId)
-		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/flags.go

@@ -1,360 +0,0 @@
-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"`
-}
-
-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)
-	return
-}
-
-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

@@ -1,166 +0,0 @@
-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

@@ -1,30 +0,0 @@
-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
-}

cmd/fabric/main.go

@@ -6,7 +6,7 @@ import (
 
 	"github.com/jessevdk/go-flags"
 
-	"github.com/danielmiessler/fabric/cli"
+	"github.com/danielmiessler/fabric/internal/cli"
 )
 
 func main() {

cmd/fabric/version.go

@@ -0,0 +1,3 @@
+package main
+
+var version = "v1.4.290"

cmd/generate_changelog/PRD.md

@@ -0,0 +1,151 @@
+# Product Requirements Document: Changelog Generator
+
+## Overview
+
+The Changelog Generator is a high-performance Go tool that automatically generates comprehensive changelogs from git history and GitHub pull requests.
+
+## Goals
+
+1. **Performance**: Very fast. Efficient enough to be used in CI/CD as part of release process.
+2. **Completeness**: Capture ALL commits including unreleased changes
+3. **Efficiency**: Minimize API calls through caching and batch operations
+4. **Reliability**: Handle errors gracefully with proper Go error handling
+5. **Simplicity**: Single binary with no runtime dependencies
+
+## Key Features
+
+### 1. One-Pass Git History Algorithm
+
+- Walk git history once from newest to oldest
+- Start with "Unreleased" bucket for all new commits
+- Switch buckets when encountering version commits
+- No need to calculate ranges between versions
+
+### 2. Native Library Integration
+
+- **go-git**: Pure Go git implementation (no git binary required)
+- **go-github**: Official GitHub Go client library
+- Benefits: Type safety, better error handling, no subprocess overhead
+
+### 3. Smart Caching System
+
+- SQLite-based persistent cache
+- Stores: versions, commits, PR details, last processed commit
+- Enables incremental updates on subsequent runs
+- Instant changelog regeneration from cache
+
+### 4. Concurrent Processing
+
+- Parallel GitHub API calls (up to 10 concurrent)
+- Batch PR fetching with deduplication
+- Rate limiting awareness
+
+### 5. Enhanced Output
+
+- "Unreleased" section for commits since last version
+- Clean markdown formatting
+- Configurable version limiting
+- Direct commit tracking (non-PR commits)
+
+## Technical Architecture
+
+### Module Structure
+
+```text
+cmd/generate_changelog/
+├── main.go              # CLI entry point with cobra
+├── internal/
+│   ├── git/            # Git operations (go-git)
+│   ├── github/         # GitHub API client (go-github)
+│   ├── cache/          # SQLite caching layer
+│   ├── changelog/      # Core generation logic
+│   └── config/         # Configuration management
+└── changelog.db        # SQLite cache (generated)
+```
+
+### Data Flow
+
+1. Git walker collects all commits in one pass
+2. Commits bucketed by version (starting with "Unreleased")
+3. PR numbers extracted from merge commits
+4. GitHub API batch-fetches PR details
+5. Cache stores everything for future runs
+6. Formatter generates markdown output
+
+### Cache Schema
+
+- **metadata**: Last processed commit SHA
+- **versions**: Version names, dates, commit SHAs
+- **commits**: Full commit details with version associations
+- **pull_requests**: PR details including commits
+- Indexes on version and PR number for fast lookups
+
+### Features
+
+- **Unreleased section**: Shows all new commits
+- **Better caching**: SQLite vs JSON, incremental updates
+- **Smarter deduplication**: Removes consecutive duplicate commits
+- **Direct commit tracking**: Shows non-PR commits
+
+### Reliability
+
+- **No subprocess errors**: Direct library usage
+- **Type safety**: Compile-time checking
+- **Better error handling**: Go's explicit error returns
+
+### Deployment
+
+- **Single binary**: No Python/pip/dependencies
+- **Cross-platform**: Compile for any OS/architecture
+- **No git CLI required**: Uses go-git library
+
+## Configuration
+
+### Environment Variables
+
+- `GITHUB_TOKEN`: GitHub API authentication token
+
+### Command Line Flags
+
+- `--repo, -r`: Repository path (default: current directory)
+- `--output, -o`: Output file (default: stdout)
+- `--limit, -l`: Version limit (default: all)
+- `--version, -v`: Target specific version
+- `--save-data`: Export debug JSON
+- `--cache`: Cache file location
+- `--no-cache`: Disable caching
+- `--rebuild-cache`: Force cache rebuild
+- `--token`: GitHub token override
+
+## Success Metrics
+
+1. **Performance**: Generate full changelog in <5 seconds for fabric repo
+2. **Completeness**: 100% commit coverage including unreleased
+3. **Accuracy**: Correct PR associations and change extraction
+4. **Reliability**: Handle network failures gracefully
+5. **Usability**: Simple CLI with sensible defaults
+
+## Future Enhancements
+
+1. **Multiple output formats**: JSON, HTML, etc.
+2. **Custom version patterns**: Configurable regex
+3. **Change categorization**: feat/fix/docs auto-grouping
+4. **Conventional commits**: Full support for semantic versioning
+5. **GitLab/Bitbucket**: Support other platforms
+6. **Web UI**: Interactive changelog browser
+7. **Incremental updates**: Update existing CHANGELOG.md file
+8. **Breaking change detection**: Highlight breaking changes
+
+## Implementation Status
+
+- ✅ Core architecture and modules
+- ✅ One-pass git walking algorithm
+- ✅ GitHub API integration with concurrency
+- ✅ SQLite caching system
+- ✅ Changelog formatting and generation
+- ✅ CLI with all planned flags
+- ✅ Documentation (README and PRD)
+
+## Conclusion
+
+This Go implementation provides a modern, efficient, and feature-rich changelog generator.

cmd/generate_changelog/README.md

@@ -0,0 +1,264 @@
+# Changelog Generator
+
+A high-performance changelog generator for Git repositories that automatically creates comprehensive, well-formatted changelogs from your git history and GitHub pull requests.
+
+## Features
+
+- **One-pass git history walking**: Efficiently processes entire repository history in a single pass
+- **Automatic PR detection**: Extracts pull request information from merge commits
+- **GitHub API integration**: Fetches detailed PR information including commits, authors, and descriptions
+- **Smart caching**: SQLite-based caching for instant incremental updates
+- **Unreleased changes**: Tracks all commits since the last release
+- **Concurrent processing**: Parallel GitHub API calls for improved performance
+- **Flexible output**: Generate complete changelogs or target specific versions
+- **GraphQL optimization**: Ultra-fast PR fetching using GitHub GraphQL API (~5-10 calls vs 1000s)
+- **Intelligent sync**: Automatically syncs new PRs every 24 hours or when missing PRs are detected
+- **AI-powered summaries**: Optional Fabric integration for enhanced changelog summaries
+- **Advanced caching**: Content-based change detection for AI summaries with hash comparison
+- **Author type detection**: Distinguishes between users, bots, and organizations
+- **Lightning-fast incremental updates**: SHA→PR mapping for instant git operations
+
+## Installation
+
+```bash
+go install github.com/danielmiessler/fabric/cmd/generate_changelog@latest
+```
+
+## Usage
+
+### Basic usage (generate complete changelog)
+
+```bash
+generate_changelog
+```
+
+### Save to file
+
+```bash
+generate_changelog -o CHANGELOG.md
+```
+
+### Generate for specific version
+
+```bash
+generate_changelog -v v1.4.244
+```
+
+### Limit to recent versions
+
+```bash
+generate_changelog -l 10
+```
+
+### Using GitHub token for private repos or higher rate limits
+
+```bash
+export GITHUB_TOKEN=your_token_here
+generate_changelog
+
+# Or pass directly
+generate_changelog --token your_token_here
+```
+
+### AI-enhanced summaries
+
+```bash
+# Enable AI summaries using Fabric
+generate_changelog --ai-summarize
+
+# Use custom model for AI summaries
+FABRIC_CHANGELOG_SUMMARIZE_MODEL=claude-opus-4 generate_changelog --ai-summarize
+```
+
+### Cache management
+
+```bash
+# Rebuild cache from scratch
+generate_changelog --rebuild-cache
+
+# Force a full PR sync from GitHub
+generate_changelog --force-pr-sync
+
+# Disable cache usage
+generate_changelog --no-cache
+
+# Use custom cache location
+generate_changelog --cache /path/to/cache.db
+```
+
+## Command Line Options
+
+| Flag | Short | Description | Default |
+|------|-------|-------------|---------|
+| `--repo` | `-r` | Repository path | `.` (current directory) |
+| `--output` | `-o` | Output file | stdout |
+| `--limit` | `-l` | Limit number of versions | 0 (all) |
+| `--version` | `-v` | Generate for specific version | |
+| `--save-data` | | Save version data to JSON | false |
+| `--cache` | | Cache database file | `./cmd/generate_changelog/changelog.db` |
+| `--no-cache` | | Disable cache usage | false |
+| `--rebuild-cache` | | Rebuild cache from scratch | false |
+| `--force-pr-sync` | | Force a full PR sync from GitHub | false |
+| `--token` | | GitHub API token | `$GITHUB_TOKEN` |
+| `--ai-summarize` | | Generate AI-enhanced summaries using Fabric | false |
+| `--release` | | Update GitHub release description with AI summary for version | |
+
+## Output Format
+
+The generated changelog follows this structure:
+
+```markdown
+# Changelog
+
+## Unreleased
+
+### PR [#1601](url) by [author](profile): PR Title
+- Change description 1
+- Change description 2
+
+### Direct commits
+- Direct commit message 1
+- Direct commit message 2
+
+## v1.4.244 (2025-07-09)
+
+### PR [#1598](url) by [author](profile): PR Title
+- Change description
+...
+```
+
+## How It Works
+
+1. **Git History Walking**: The tool walks through your git history from newest to oldest commits
+2. **Version Detection**: Identifies version bump commits (pattern: "Update version to vX.Y.Z")
+3. **PR Extraction**: Detects merge commits and extracts PR numbers
+4. **GitHub API Calls**: Fetches detailed PR information in parallel batches
+5. **Change Extraction**: Extracts changes from PR commit messages or PR body
+6. **Formatting**: Generates clean, organized markdown output
+
+## Performance
+
+- **Native Go libraries**: Uses go-git and go-github for maximum performance
+- **Concurrent API calls**: Processes up to 10 GitHub API requests in parallel
+- **Smart caching**: SQLite cache eliminates redundant API calls
+- **Incremental updates**: Only processes new commits on subsequent runs
+- **GraphQL optimization**: Uses GitHub GraphQL API to fetch all PR data in ~5-10 calls
+- **AI-powered summaries**: Optional Fabric integration with intelligent caching
+- **Content-based change detection**: AI summaries only regenerated when content changes
+- **Lightning-fast git operations**: SHA→PR mapping stored in database for instant lookups
+
+### Major Optimization: GraphQL + Advanced Caching
+
+The tool has been optimized to drastically reduce GitHub API calls and improve performance:
+
+**Previous approach**: Individual API calls for each PR (2 API calls per PR)
+
+- For a repo with 500 PRs: 1,000 API calls
+
+**Current approach**: GraphQL batch fetching with intelligent caching
+
+- For a repo with 500 PRs: ~5-10 GraphQL calls (initial fetch) + 0 calls (subsequent runs with cache)
+- **99%+ reduction in API calls after initial run!**
+
+The optimization includes:
+
+1. **GraphQL Batch Fetch**: Uses GitHub's GraphQL API to fetch all merged PRs with commits in minimal calls
+2. **Smart Caching**: Stores complete PR data, commits, and SHA mappings in SQLite
+3. **Incremental Sync**: Only fetches PRs merged after the last sync timestamp
+4. **Automatic Refresh**: PRs are synced every 24 hours or when missing PRs are detected
+5. **AI Summary Caching**: Content-based change detection prevents unnecessary AI regeneration
+6. **Fallback Support**: If GraphQL fails, falls back to REST API batch fetching
+7. **Lightning Git Operations**: Pre-computed SHA→PR mappings for instant commit association
+
+## Requirements
+
+- Go 1.24+ (for installation from source)
+- Git repository
+- GitHub token (optional, for private repos or higher rate limits)
+- Fabric CLI (optional, for AI-enhanced summaries)
+
+## Authentication
+
+The tool supports GitHub authentication via:
+
+1. Environment variable: `export GITHUB_TOKEN=your_token`
+2. Command line flag: `--token your_token`
+3. `.env` file in the same directory as the binary
+
+### Environment File Support
+
+Create a `.env` file next to the `generate_changelog` binary:
+
+```bash
+GITHUB_TOKEN=your_github_token_here
+FABRIC_CHANGELOG_SUMMARIZE_MODEL=claude-sonnet-4-20250514
+```
+
+The tool automatically loads `.env` files for convenient configuration management.
+
+Without authentication, the tool is limited to 60 GitHub API requests per hour.
+
+## Caching
+
+The SQLite cache stores:
+
+- Version information and commit associations
+- Pull request details (title, body, commits, authors)
+- Last processed commit SHA for incremental updates
+- Last PR sync timestamp for intelligent refresh
+- AI summaries with content-based change detection
+- SHA→PR mappings for lightning-fast git operations
+
+Cache benefits:
+
+- Instant changelog regeneration
+- Drastically reduced GitHub API usage (99%+ reduction after initial run)
+- Offline changelog generation (after initial cache build)
+- Automatic PR data refresh every 24 hours
+- Batch database transactions for better performance
+- Content-aware AI summary regeneration
+
+## AI-Enhanced Summaries
+
+The tool can generate AI-powered summaries using Fabric for more polished, professional changelogs:
+
+```bash
+# Enable AI summarization
+generate_changelog --ai-summarize
+
+# Custom model (default: claude-sonnet-4-20250514)
+FABRIC_CHANGELOG_SUMMARIZE_MODEL=claude-opus-4 generate_changelog --ai-summarize
+```
+
+### AI Summary Features
+
+- **Content-based change detection**: AI summaries are only regenerated when version content changes
+- **Intelligent caching**: Preserves existing summaries and only processes changed versions
+- **Content hash comparison**: Uses SHA256 hashing to detect when "Unreleased" content changes
+- **Automatic fallback**: Falls back to raw content if AI processing fails
+- **Error detection**: Identifies and handles AI processing errors gracefully
+- **Minimum content filtering**: Skips AI processing for very brief content (< 256 characters)
+
+### AI Model Configuration
+
+Set the model via environment variable:
+
+```bash
+export FABRIC_CHANGELOG_SUMMARIZE_MODEL=claude-opus-4
+# or
+export FABRIC_CHANGELOG_SUMMARIZE_MODEL=gpt-4
+```
+
+AI summaries are cached and only regenerated when:
+
+- Version content changes (detected via hash comparison)
+- No existing AI summary exists for the version
+- Force rebuild is requested
+
+## Contributing
+
+This tool is part of the Fabric project. Contributions are welcome!
+
+## License
+
+The MIT License. Same as the Fabric project.

cmd/generate_changelog/internal/cache/cache.go

@@ -0,0 +1,476 @@
+package cache
+
+import (
+	"database/sql"
+	"encoding/json"
+	"fmt"
+	"os"
+	"time"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/git"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/github"
+	_ "github.com/mattn/go-sqlite3"
+)
+
+type Cache struct {
+	db *sql.DB
+}
+
+func New(dbPath string) (*Cache, error) {
+	db, err := sql.Open("sqlite3", dbPath)
+	if err != nil {
+		return nil, fmt.Errorf("failed to open database: %w", err)
+	}
+
+	cache := &Cache{db: db}
+	if err := cache.createTables(); err != nil {
+		return nil, fmt.Errorf("failed to create tables: %w", err)
+	}
+
+	return cache, nil
+}
+
+func (c *Cache) Close() error {
+	return c.db.Close()
+}
+
+func (c *Cache) createTables() error {
+	queries := []string{
+		`CREATE TABLE IF NOT EXISTS metadata (
+			key TEXT PRIMARY KEY,
+			value TEXT NOT NULL,
+			updated_at DATETIME DEFAULT CURRENT_TIMESTAMP
+		)`,
+		`CREATE TABLE IF NOT EXISTS versions (
+			name TEXT PRIMARY KEY,
+			date DATETIME,
+			commit_sha TEXT,
+			pr_numbers TEXT,
+			ai_summary TEXT,
+			created_at DATETIME DEFAULT CURRENT_TIMESTAMP
+		)`,
+		`CREATE TABLE IF NOT EXISTS commits (
+			sha TEXT PRIMARY KEY,
+			version TEXT NOT NULL,
+			message TEXT,
+			author TEXT,
+			email TEXT,
+			date DATETIME,
+			is_merge BOOLEAN,
+			pr_number INTEGER,
+			created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+			FOREIGN KEY (version) REFERENCES versions(name)
+		)`,
+		`CREATE TABLE IF NOT EXISTS pull_requests (
+			number INTEGER PRIMARY KEY,
+			title TEXT,
+			body TEXT,
+			author TEXT,
+			author_url TEXT,
+			author_type TEXT DEFAULT 'user',
+			url TEXT,
+			merged_at DATETIME,
+			merge_commit TEXT,
+			commits TEXT,
+			created_at DATETIME DEFAULT CURRENT_TIMESTAMP
+		)`,
+		`CREATE INDEX IF NOT EXISTS idx_commits_version ON commits(version)`,
+		`CREATE INDEX IF NOT EXISTS idx_commits_pr_number ON commits(pr_number)`,
+		`CREATE TABLE IF NOT EXISTS commit_pr_mapping (
+			commit_sha TEXT PRIMARY KEY,
+			pr_number INTEGER NOT NULL,
+			created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
+			FOREIGN KEY (pr_number) REFERENCES pull_requests(number)
+		)`,
+		`CREATE INDEX IF NOT EXISTS idx_commit_pr_mapping_sha ON commit_pr_mapping(commit_sha)`,
+	}
+
+	for _, query := range queries {
+		if _, err := c.db.Exec(query); err != nil {
+			return fmt.Errorf("failed to execute query: %w", err)
+		}
+	}
+
+	return nil
+}
+
+func (c *Cache) GetLastProcessedTag() (string, error) {
+	var tag string
+	err := c.db.QueryRow("SELECT value FROM metadata WHERE key = 'last_processed_tag'").Scan(&tag)
+	if err == sql.ErrNoRows {
+		return "", nil
+	}
+	return tag, err
+}
+
+func (c *Cache) SetLastProcessedTag(tag string) error {
+	_, err := c.db.Exec(`
+		INSERT OR REPLACE INTO metadata (key, value, updated_at)
+		VALUES ('last_processed_tag', ?, CURRENT_TIMESTAMP)
+	`, tag)
+	return err
+}
+
+func (c *Cache) SaveVersion(v *git.Version) error {
+	prNumbers, _ := json.Marshal(v.PRNumbers)
+
+	_, err := c.db.Exec(`
+		INSERT OR REPLACE INTO versions (name, date, commit_sha, pr_numbers, ai_summary)
+		VALUES (?, ?, ?, ?, ?)
+	`, v.Name, v.Date, v.CommitSHA, string(prNumbers), v.AISummary)
+
+	return err
+}
+
+// UpdateVersionAISummary updates only the AI summary for a specific version
+func (c *Cache) UpdateVersionAISummary(versionName, aiSummary string) error {
+	_, err := c.db.Exec(`
+		UPDATE versions SET ai_summary = ? WHERE name = ?
+	`, aiSummary, versionName)
+	return err
+}
+
+func (c *Cache) SaveCommit(commit *git.Commit, version string) error {
+	_, err := c.db.Exec(`
+		INSERT OR REPLACE INTO commits
+		(sha, version, message, author, email, date, is_merge, pr_number)
+		VALUES (?, ?, ?, ?, ?, ?, ?, ?)
+	`, commit.SHA, version, commit.Message, commit.Author, commit.Email,
+		commit.Date, commit.IsMerge, commit.PRNumber)
+
+	return err
+}
+
+func (c *Cache) SavePR(pr *github.PR) error {
+	commits, _ := json.Marshal(pr.Commits)
+
+	_, err := c.db.Exec(`
+		INSERT OR REPLACE INTO pull_requests
+		(number, title, body, author, author_url, author_type, url, merged_at, merge_commit, commits)
+		VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+	`, pr.Number, pr.Title, pr.Body, pr.Author, pr.AuthorURL, pr.AuthorType,
+		pr.URL, pr.MergedAt, pr.MergeCommit, string(commits))
+
+	return err
+}
+
+func (c *Cache) GetPR(number int) (*github.PR, error) {
+	var pr github.PR
+	var commitsJSON string
+
+	err := c.db.QueryRow(`
+		SELECT number, title, body, author, author_url, COALESCE(author_type, 'user'), url, merged_at, merge_commit, commits
+		FROM pull_requests WHERE number = ?
+	`, number).Scan(
+		&pr.Number, &pr.Title, &pr.Body, &pr.Author, &pr.AuthorURL, &pr.AuthorType,
+		&pr.URL, &pr.MergedAt, &pr.MergeCommit, &commitsJSON,
+	)
+
+	if err == sql.ErrNoRows {
+		return nil, nil
+	}
+	if err != nil {
+		return nil, err
+	}
+
+	if err := json.Unmarshal([]byte(commitsJSON), &pr.Commits); err != nil {
+		return nil, fmt.Errorf("failed to unmarshal commits: %w", err)
+	}
+
+	return &pr, nil
+}
+
+func (c *Cache) GetVersions() (map[string]*git.Version, error) {
+	rows, err := c.db.Query(`
+		SELECT name, date, commit_sha, pr_numbers, ai_summary FROM versions
+	`)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	versions := make(map[string]*git.Version)
+
+	for rows.Next() {
+		var v git.Version
+		var dateStr sql.NullString
+		var prNumbersJSON string
+		var aiSummary sql.NullString
+
+		if err := rows.Scan(&v.Name, &dateStr, &v.CommitSHA, &prNumbersJSON, &aiSummary); err != nil {
+			return nil, err
+		}
+
+		if dateStr.Valid {
+			// Try RFC3339Nano first (for nanosecond precision), then fall back to RFC3339
+			v.Date, err = time.Parse(time.RFC3339Nano, dateStr.String)
+			if err != nil {
+				v.Date, err = time.Parse(time.RFC3339, dateStr.String)
+				if err != nil {
+					fmt.Fprintf(os.Stderr, "Error parsing date '%s' for version '%s': %v. Expected format: RFC3339 or RFC3339Nano.\n", dateStr.String, v.Name, err)
+				}
+			}
+		}
+
+		if prNumbersJSON != "" {
+			json.Unmarshal([]byte(prNumbersJSON), &v.PRNumbers)
+		}
+
+		if aiSummary.Valid {
+			v.AISummary = aiSummary.String
+		}
+
+		v.Commits, err = c.getCommitsForVersion(v.Name)
+		if err != nil {
+			return nil, err
+		}
+
+		versions[v.Name] = &v
+	}
+
+	return versions, rows.Err()
+}
+
+func (c *Cache) getCommitsForVersion(version string) ([]*git.Commit, error) {
+	rows, err := c.db.Query(`
+		SELECT sha, message, author, email, date, is_merge, pr_number
+		FROM commits WHERE version = ?
+		ORDER BY date DESC
+	`, version)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var commits []*git.Commit
+
+	for rows.Next() {
+		var commit git.Commit
+		if err := rows.Scan(
+			&commit.SHA, &commit.Message, &commit.Author, &commit.Email,
+			&commit.Date, &commit.IsMerge, &commit.PRNumber,
+		); err != nil {
+			return nil, err
+		}
+		commits = append(commits, &commit)
+	}
+
+	return commits, rows.Err()
+}
+
+func (c *Cache) Clear() error {
+	tables := []string{"metadata", "versions", "commits", "pull_requests"}
+	for _, table := range tables {
+		if _, err := c.db.Exec("DELETE FROM " + table); err != nil {
+			return err
+		}
+	}
+	return nil
+}
+
+// VersionExists checks if a version already exists in the cache
+func (c *Cache) VersionExists(version string) (bool, error) {
+	var count int
+	err := c.db.QueryRow("SELECT COUNT(*) FROM versions WHERE name = ?", version).Scan(&count)
+	if err != nil {
+		return false, err
+	}
+	return count > 0, nil
+}
+
+// CommitExists checks if a commit already exists in the cache
+func (c *Cache) CommitExists(hash string) (bool, error) {
+	var count int
+	err := c.db.QueryRow("SELECT COUNT(*) FROM commits WHERE sha = ?", hash).Scan(&count)
+	if err != nil {
+		return false, err
+	}
+	return count > 0, nil
+}
+
+// GetLastPRSync returns the timestamp of the last PR sync
+func (c *Cache) GetLastPRSync() (time.Time, error) {
+	var timestamp string
+	err := c.db.QueryRow("SELECT value FROM metadata WHERE key = 'last_pr_sync'").Scan(&timestamp)
+	if err == sql.ErrNoRows {
+		return time.Time{}, nil
+	}
+	if err != nil {
+		return time.Time{}, err
+	}
+
+	return time.Parse(time.RFC3339, timestamp)
+}
+
+// SetLastPRSync updates the timestamp of the last PR sync
+func (c *Cache) SetLastPRSync(timestamp time.Time) error {
+	_, err := c.db.Exec(`
+		INSERT OR REPLACE INTO metadata (key, value, updated_at)
+		VALUES ('last_pr_sync', ?, CURRENT_TIMESTAMP)
+	`, timestamp.Format(time.RFC3339))
+	return err
+}
+
+// SavePRBatch saves multiple PRs in a single transaction for better performance
+func (c *Cache) SavePRBatch(prs []*github.PR) error {
+	tx, err := c.db.Begin()
+	if err != nil {
+		return fmt.Errorf("failed to begin transaction: %w", err)
+	}
+	defer tx.Rollback()
+
+	stmt, err := tx.Prepare(`
+		INSERT OR REPLACE INTO pull_requests
+		(number, title, body, author, author_url, author_type, url, merged_at, merge_commit, commits)
+		VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+	`)
+	if err != nil {
+		return fmt.Errorf("failed to prepare statement: %w", err)
+	}
+	defer stmt.Close()
+
+	for _, pr := range prs {
+		commits, _ := json.Marshal(pr.Commits)
+		_, err := stmt.Exec(
+			pr.Number, pr.Title, pr.Body, pr.Author, pr.AuthorURL, pr.AuthorType,
+			pr.URL, pr.MergedAt, pr.MergeCommit, string(commits),
+		)
+		if err != nil {
+			return fmt.Errorf("failed to save PR #%d: %w", pr.Number, err)
+		}
+	}
+
+	return tx.Commit()
+}
+
+// GetAllPRs returns all cached PRs
+func (c *Cache) GetAllPRs() (map[int]*github.PR, error) {
+	rows, err := c.db.Query(`
+		SELECT number, title, body, author, author_url, COALESCE(author_type, 'user'), url, merged_at, merge_commit, commits
+		FROM pull_requests
+	`)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	prs := make(map[int]*github.PR)
+
+	for rows.Next() {
+		var pr github.PR
+		var commitsJSON string
+
+		if err := rows.Scan(
+			&pr.Number, &pr.Title, &pr.Body, &pr.Author, &pr.AuthorURL, &pr.AuthorType,
+			&pr.URL, &pr.MergedAt, &pr.MergeCommit, &commitsJSON,
+		); err != nil {
+			return nil, err
+		}
+
+		if err := json.Unmarshal([]byte(commitsJSON), &pr.Commits); err != nil {
+			return nil, fmt.Errorf("failed to unmarshal commits for PR #%d: %w", pr.Number, err)
+		}
+
+		prs[pr.Number] = &pr
+	}
+
+	return prs, rows.Err()
+}
+
+// MarkPRAsNonExistent marks a PR number as non-existent to avoid future fetches
+func (c *Cache) MarkPRAsNonExistent(prNumber int) error {
+	_, err := c.db.Exec(`
+		INSERT OR REPLACE INTO metadata (key, value, updated_at)
+		VALUES (?, 'non_existent', CURRENT_TIMESTAMP)
+	`, fmt.Sprintf("pr_non_existent_%d", prNumber))
+	return err
+}
+
+// IsPRMarkedAsNonExistent checks if a PR is marked as non-existent
+func (c *Cache) IsPRMarkedAsNonExistent(prNumber int) bool {
+	var value string
+	err := c.db.QueryRow("SELECT value FROM metadata WHERE key = ?",
+		fmt.Sprintf("pr_non_existent_%d", prNumber)).Scan(&value)
+	return err == nil && value == "non_existent"
+}
+
+// SaveCommitPRMappings saves SHA→PR mappings for all commits in PRs
+func (c *Cache) SaveCommitPRMappings(prs []*github.PR) error {
+	tx, err := c.db.Begin()
+	if err != nil {
+		return fmt.Errorf("failed to begin transaction: %w", err)
+	}
+	defer tx.Rollback()
+
+	stmt, err := tx.Prepare(`
+		INSERT OR REPLACE INTO commit_pr_mapping (commit_sha, pr_number)
+		VALUES (?, ?)
+	`)
+	if err != nil {
+		return fmt.Errorf("failed to prepare statement: %w", err)
+	}
+	defer stmt.Close()
+
+	for _, pr := range prs {
+		for _, commit := range pr.Commits {
+			_, err := stmt.Exec(commit.SHA, pr.Number)
+			if err != nil {
+				return fmt.Errorf("failed to save commit mapping %s→%d: %w", commit.SHA, pr.Number, err)
+			}
+		}
+	}
+
+	return tx.Commit()
+}
+
+// GetPRNumberBySHA returns the PR number for a given commit SHA
+func (c *Cache) GetPRNumberBySHA(sha string) (int, bool) {
+	var prNumber int
+	err := c.db.QueryRow("SELECT pr_number FROM commit_pr_mapping WHERE commit_sha = ?", sha).Scan(&prNumber)
+	if err == sql.ErrNoRows {
+		return 0, false
+	}
+	if err != nil {
+		return 0, false
+	}
+	return prNumber, true
+}
+
+// GetCommitSHAsForPR returns all commit SHAs for a given PR number
+func (c *Cache) GetCommitSHAsForPR(prNumber int) ([]string, error) {
+	rows, err := c.db.Query("SELECT commit_sha FROM commit_pr_mapping WHERE pr_number = ?", prNumber)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	var shas []string
+	for rows.Next() {
+		var sha string
+		if err := rows.Scan(&sha); err != nil {
+			return nil, err
+		}
+		shas = append(shas, sha)
+	}
+
+	return shas, rows.Err()
+}
+
+// GetUnreleasedContentHash returns the cached content hash for Unreleased
+func (c *Cache) GetUnreleasedContentHash() (string, error) {
+	var hash string
+	err := c.db.QueryRow("SELECT value FROM metadata WHERE key = 'unreleased_content_hash'").Scan(&hash)
+	if err == sql.ErrNoRows {
+		return "", fmt.Errorf("no content hash found")
+	}
+	return hash, err
+}
+
+// SetUnreleasedContentHash stores the content hash for Unreleased
+func (c *Cache) SetUnreleasedContentHash(hash string) error {
+	_, err := c.db.Exec(`
+		INSERT OR REPLACE INTO metadata (key, value, updated_at)
+		VALUES ('unreleased_content_hash', ?, CURRENT_TIMESTAMP)
+	`, hash)
+	return err
+}

cmd/generate_changelog/internal/changelog/generator.go

@@ -0,0 +1,805 @@
+package changelog
+
+import (
+	"crypto/sha256"
+	"fmt"
+	"os"
+	"regexp"
+	"sort"
+	"strings"
+	"time"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/cache"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/config"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/git"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/github"
+)
+
+type Generator struct {
+	cfg       *config.Config
+	gitWalker *git.Walker
+	ghClient  *github.Client
+	cache     *cache.Cache
+	versions  map[string]*git.Version
+	prs       map[int]*github.PR
+}
+
+func New(cfg *config.Config) (*Generator, error) {
+	gitWalker, err := git.NewWalker(cfg.RepoPath)
+	if err != nil {
+		return nil, fmt.Errorf("failed to create git walker: %w", err)
+	}
+
+	owner, repo, err := gitWalker.GetRepoInfo()
+	if err != nil {
+		return nil, fmt.Errorf("failed to get repo info: %w", err)
+	}
+
+	ghClient := github.NewClient(cfg.GitHubToken, owner, repo)
+
+	var c *cache.Cache
+	if !cfg.NoCache {
+		c, err = cache.New(cfg.CacheFile)
+		if err != nil {
+			return nil, fmt.Errorf("failed to create cache: %w", err)
+		}
+
+		if cfg.RebuildCache {
+			if err := c.Clear(); err != nil {
+				return nil, fmt.Errorf("failed to clear cache: %w", err)
+			}
+		}
+	}
+
+	return &Generator{
+		cfg:       cfg,
+		gitWalker: gitWalker,
+		ghClient:  ghClient,
+		cache:     c,
+		prs:       make(map[int]*github.PR),
+	}, nil
+}
+
+func (g *Generator) Generate() (string, error) {
+	if err := g.collectData(); err != nil {
+		return "", fmt.Errorf("failed to collect data: %w", err)
+	}
+
+	if err := g.fetchPRs(g.cfg.ForcePRSync); err != nil {
+		return "", fmt.Errorf("failed to fetch PRs: %w", err)
+	}
+
+	return g.formatChangelog(), nil
+}
+
+func (g *Generator) collectData() error {
+	if g.cache != nil && !g.cfg.RebuildCache {
+		cachedTag, err := g.cache.GetLastProcessedTag()
+		if err != nil {
+			return fmt.Errorf("failed to get last processed tag: %w", err)
+		}
+
+		if cachedTag != "" {
+			// Get the current latest tag from git
+			currentTag, err := g.gitWalker.GetLatestTag()
+			if err == nil {
+				// Load cached data - we can use it even if there are new tags
+				cachedVersions, err := g.cache.GetVersions()
+				if err == nil && len(cachedVersions) > 0 {
+					g.versions = cachedVersions
+
+					// Load cached PRs
+					for _, version := range g.versions {
+						for _, prNum := range version.PRNumbers {
+							if pr, err := g.cache.GetPR(prNum); err == nil && pr != nil {
+								g.prs[prNum] = pr
+							}
+						}
+					}
+
+					// If we have new tags since cache, process the new versions only
+					if currentTag != cachedTag {
+						fmt.Fprintf(os.Stderr, "Processing new versions since %s...\n", cachedTag)
+						newVersions, err := g.gitWalker.WalkHistorySinceTag(cachedTag)
+						if err != nil {
+							fmt.Fprintf(os.Stderr, "Warning: Failed to walk history since tag %s: %v\n", cachedTag, err)
+						} else {
+							// Merge new versions into cached versions (only add if not already cached)
+							for name, version := range newVersions {
+								if name != "Unreleased" { // Handle Unreleased separately
+									if existingVersion, exists := g.versions[name]; !exists {
+										g.versions[name] = version
+									} else {
+										// Update existing version with new PR numbers if they're missing
+										if len(existingVersion.PRNumbers) == 0 && len(version.PRNumbers) > 0 {
+											existingVersion.PRNumbers = version.PRNumbers
+										}
+									}
+								}
+							}
+						}
+					}
+
+					// Always update Unreleased section with latest commits
+					unreleasedVersion, err := g.gitWalker.WalkCommitsSinceTag(currentTag)
+					if err != nil {
+						fmt.Fprintf(os.Stderr, "Warning: Failed to walk commits since tag %s: %v\n", currentTag, err)
+					} else if unreleasedVersion != nil {
+						// Preserve existing AI summary if available
+						if existingUnreleased, exists := g.versions["Unreleased"]; exists {
+							unreleasedVersion.AISummary = existingUnreleased.AISummary
+						}
+						// Replace or add the unreleased version
+						g.versions["Unreleased"] = unreleasedVersion
+					}
+
+					// Save any new versions to cache (after potential AI processing)
+					if currentTag != cachedTag {
+						for _, version := range g.versions {
+							// Skip versions that were already cached and Unreleased
+							if version.Name != "Unreleased" {
+								if err := g.cache.SaveVersion(version); err != nil {
+									fmt.Fprintf(os.Stderr, "Warning: Failed to save version to cache: %v\n", err)
+								}
+
+								for _, commit := range version.Commits {
+									if err := g.cache.SaveCommit(commit, version.Name); err != nil {
+										fmt.Fprintf(os.Stderr, "Warning: Failed to save commit to cache: %v\n", err)
+									}
+								}
+							}
+						}
+
+						// Update the last processed tag
+						if err := g.cache.SetLastProcessedTag(currentTag); err != nil {
+							fmt.Fprintf(os.Stderr, "Warning: Failed to update last processed tag: %v\n", err)
+						}
+					}
+
+					return nil
+				}
+			}
+		}
+	}
+
+	versions, err := g.gitWalker.WalkHistory()
+	if err != nil {
+		return fmt.Errorf("failed to walk history: %w", err)
+	}
+
+	g.versions = versions
+
+	if g.cache != nil {
+		for _, version := range versions {
+			if err := g.cache.SaveVersion(version); err != nil {
+				return fmt.Errorf("failed to save version to cache: %w", err)
+			}
+
+			for _, commit := range version.Commits {
+				if err := g.cache.SaveCommit(commit, version.Name); err != nil {
+					return fmt.Errorf("failed to save commit to cache: %w", err)
+				}
+			}
+		}
+
+		// Save the latest tag as our cache anchor point
+		if latestTag, err := g.gitWalker.GetLatestTag(); err == nil && latestTag != "" {
+			if err := g.cache.SetLastProcessedTag(latestTag); err != nil {
+				return fmt.Errorf("failed to save last processed tag: %w", err)
+			}
+		}
+	}
+
+	return nil
+}
+
+func (g *Generator) fetchPRs(forcePRSync bool) error {
+	// First, load all cached PRs
+	if g.cache != nil {
+		cachedPRs, err := g.cache.GetAllPRs()
+		if err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: Failed to load cached PRs: %v\n", err)
+		} else {
+			g.prs = cachedPRs
+		}
+	}
+
+	// Check if we need to fetch new PRs
+	var lastSync time.Time
+	if g.cache != nil {
+		lastSync, _ = g.cache.GetLastPRSync()
+	}
+
+	// Check if we need to sync for missing PRs
+	missingPRs := false
+	for _, version := range g.versions {
+		for _, prNum := range version.PRNumbers {
+			if _, exists := g.prs[prNum]; !exists {
+				missingPRs = true
+				break
+			}
+		}
+		if missingPRs {
+			break
+		}
+	}
+
+	if missingPRs {
+		fmt.Fprintf(os.Stderr, "Full sync triggered due to missing PRs in cache.\n")
+	}
+	// If we have never synced or it's been more than 24 hours, do a full sync
+	// Also sync if we have versions with PR numbers that aren't cached
+	needsSync := lastSync.IsZero() || time.Since(lastSync) > 24*time.Hour || forcePRSync || missingPRs
+
+	if !needsSync {
+		fmt.Fprintf(os.Stderr, "Using cached PR data (last sync: %s)\n", lastSync.Format("2006-01-02 15:04:05"))
+		return nil
+	}
+
+	fmt.Fprintf(os.Stderr, "Fetching merged PRs from GitHub using GraphQL...\n")
+
+	// Use GraphQL for ultimate performance - gets everything in ~5-10 calls
+	prs, err := g.ghClient.FetchAllMergedPRsGraphQL(lastSync)
+	if err != nil {
+		fmt.Fprintf(os.Stderr, "GraphQL fetch failed, falling back to REST API: %v\n", err)
+		// Fall back to REST API
+		prs, err = g.ghClient.FetchAllMergedPRs(lastSync)
+		if err != nil {
+			return fmt.Errorf("both GraphQL and REST API failed: %w", err)
+		}
+	}
+
+	// Update our PR map with new data
+	for _, pr := range prs {
+		g.prs[pr.Number] = pr
+	}
+
+	// Save all PRs to cache in a batch transaction
+	if g.cache != nil && len(prs) > 0 {
+		// Save PRs
+		if err := g.cache.SavePRBatch(prs); err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: Failed to cache PRs: %v\n", err)
+		}
+
+		// Save SHA→PR mappings for lightning-fast git operations
+		if err := g.cache.SaveCommitPRMappings(prs); err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: Failed to cache commit mappings: %v\n", err)
+		}
+
+		// Update last sync timestamp
+		if err := g.cache.SetLastPRSync(time.Now()); err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: Failed to update last sync timestamp: %v\n", err)
+		}
+	}
+
+	if len(prs) > 0 {
+		fmt.Fprintf(os.Stderr, "Fetched %d PRs with commits (total cached: %d)\n", len(prs), len(g.prs))
+	}
+
+	return nil
+}
+
+func (g *Generator) formatChangelog() string {
+	var sb strings.Builder
+	sb.WriteString("# Changelog\n")
+
+	versionList := g.getSortedVersions()
+
+	for _, version := range versionList {
+		if g.cfg.Version != "" && version.Name != g.cfg.Version {
+			continue
+		}
+
+		versionText := g.formatVersion(version)
+		if versionText != "" {
+			sb.WriteString("\n")
+			sb.WriteString(versionText)
+		}
+	}
+
+	return sb.String()
+}
+
+func (g *Generator) getSortedVersions() []*git.Version {
+	var versions []*git.Version
+	var releasedVersions []*git.Version
+
+	// Collect all released versions (non-"Unreleased")
+	for name, version := range g.versions {
+		if name != "Unreleased" {
+			releasedVersions = append(releasedVersions, version)
+		}
+	}
+
+	// Sort released versions by date (newest first)
+	sort.Slice(releasedVersions, func(i, j int) bool {
+		return releasedVersions[i].Date.After(releasedVersions[j].Date)
+	})
+
+	// Add "Unreleased" first if it exists and has commits
+	if unreleased, exists := g.versions["Unreleased"]; exists && len(unreleased.Commits) > 0 {
+		versions = append(versions, unreleased)
+	}
+
+	// Add sorted released versions
+	versions = append(versions, releasedVersions...)
+
+	if g.cfg.Limit > 0 && len(versions) > g.cfg.Limit {
+		versions = versions[:g.cfg.Limit]
+	}
+
+	return versions
+}
+
+func (g *Generator) formatVersion(version *git.Version) string {
+	var sb strings.Builder
+
+	// Generate raw content
+	rawContent := g.generateRawVersionContent(version)
+	if rawContent == "" {
+		return ""
+	}
+
+	header := g.formatVersionHeader(version)
+	sb.WriteString(("\n"))
+	sb.WriteString(header)
+
+	// If AI summarization is enabled, enhance with AI
+	if g.cfg.EnableAISummary {
+		// For "Unreleased", check if content has changed since last AI summary
+		if version.Name == "Unreleased" && version.AISummary != "" && g.cache != nil {
+			// Get cached content hash
+			cachedHash, err := g.cache.GetUnreleasedContentHash()
+			if err == nil {
+				// Calculate current content hash
+				currentHash := hashContent(rawContent)
+				if cachedHash == currentHash {
+					// Content unchanged, use cached summary
+					fmt.Fprintf(os.Stderr, "✅ %s content unchanged (skipping AI)\n", version.Name)
+					sb.WriteString(version.AISummary)
+					return fixMarkdown(sb.String())
+				}
+			}
+		}
+
+		// For released versions, if we have cached AI summary, use it!
+		if version.Name != "Unreleased" && version.AISummary != "" {
+			fmt.Fprintf(os.Stderr, "✅ %s already summarized (skipping)\n", version.Name)
+			sb.WriteString(version.AISummary)
+			return fixMarkdown(sb.String())
+		}
+
+		fmt.Fprintf(os.Stderr, "🤖 AI summarizing %s...", version.Name)
+
+		aiSummary, err := SummarizeVersionContent(rawContent)
+		if err != nil {
+			fmt.Fprintf(os.Stderr, " Failed: %v\n", err)
+			sb.WriteString((rawContent))
+			return fixMarkdown(sb.String())
+		}
+		if checkForAIError(aiSummary) {
+			fmt.Fprintf(os.Stderr, " AI error detected, using raw content instead\n")
+			sb.WriteString(rawContent)
+			fmt.Fprintf(os.Stderr, "Raw Content was: (%d bytes) %s \n", len(rawContent), rawContent)
+			fmt.Fprintf(os.Stderr, "AI Summary was: (%d bytes) %s\n", len(aiSummary), aiSummary)
+			return fixMarkdown(sb.String())
+		}
+
+		fmt.Fprintf(os.Stderr, " Done!\n")
+		aiSummary = strings.TrimSpace(aiSummary)
+
+		// Cache the AI summary and content hash
+		version.AISummary = aiSummary
+		if g.cache != nil {
+			if err := g.cache.UpdateVersionAISummary(version.Name, aiSummary); err != nil {
+				fmt.Fprintf(os.Stderr, "Warning: Failed to cache AI summary: %v\n", err)
+			}
+			// Cache content hash for "Unreleased" to detect changes
+			if version.Name == "Unreleased" {
+				if err := g.cache.SetUnreleasedContentHash(hashContent(rawContent)); err != nil {
+					fmt.Fprintf(os.Stderr, "Warning: Failed to cache content hash: %v\n", err)
+				}
+			}
+		}
+
+		sb.WriteString(aiSummary)
+		return fixMarkdown(sb.String())
+	}
+
+	sb.WriteString(rawContent)
+	return fixMarkdown(sb.String())
+}
+
+func checkForAIError(summary string) bool {
+	// Check for common AI error patterns
+	errorPatterns := []string{
+		"I don't see any", "please provide",
+		"content you've provided appears to be incomplete",
+	}
+
+	for _, pattern := range errorPatterns {
+		if strings.Contains(summary, pattern) {
+			return true
+		}
+	}
+
+	return false
+}
+
+// formatVersionHeader formats just the version header (## ...)
+func (g *Generator) formatVersionHeader(version *git.Version) string {
+	if version.Name == "Unreleased" {
+		return "## Unreleased\n\n"
+	}
+	return fmt.Sprintf("\n## %s (%s)\n\n", version.Name, version.Date.Format("2006-01-02"))
+}
+
+// generateRawVersionContent generates the raw content (PRs + commits) for a version
+func (g *Generator) generateRawVersionContent(version *git.Version) string {
+	var sb strings.Builder
+
+	// Build a set of commit SHAs that are part of fetched PRs
+	prCommitSHAs := make(map[string]bool)
+	for _, prNum := range version.PRNumbers {
+		if pr, exists := g.prs[prNum]; exists {
+			for _, prCommit := range pr.Commits {
+				prCommitSHAs[prCommit.SHA] = true
+			}
+		}
+	}
+
+	prCommits := make(map[int][]*git.Commit)
+	directCommits := []*git.Commit{}
+
+	for _, commit := range version.Commits {
+		// Skip version bump commits from output
+		if commit.IsVersion {
+			continue
+		}
+
+		// If this commit is part of a fetched PR, don't include it in direct commits
+		if prCommitSHAs[commit.SHA] {
+			continue
+		}
+
+		if commit.PRNumber > 0 {
+			prCommits[commit.PRNumber] = append(prCommits[commit.PRNumber], commit)
+		} else {
+			directCommits = append(directCommits, commit)
+		}
+	}
+
+	// There are occasionally no PRs or direct commits other than version bumps, so we handle that gracefully
+	if len(prCommits) == 0 && len(directCommits) == 0 {
+		return ""
+	}
+
+	prependNewline := ""
+	for _, prNum := range version.PRNumbers {
+		if pr, exists := g.prs[prNum]; exists {
+			sb.WriteString(prependNewline)
+			sb.WriteString(g.formatPR(pr))
+			prependNewline = "\n"
+		}
+	}
+
+	if len(directCommits) > 0 {
+		// Sort direct commits by date (newest first) for consistent ordering
+		sort.Slice(directCommits, func(i, j int) bool {
+			return directCommits[i].Date.After(directCommits[j].Date)
+		})
+
+		sb.WriteString(prependNewline + "### Direct commits\n\n")
+		for _, commit := range directCommits {
+			message := g.formatCommitMessage(strings.TrimSpace(commit.Message))
+			if message != "" && !g.isDuplicateMessage(message, directCommits) {
+				sb.WriteString(fmt.Sprintf("- %s\n", message))
+			}
+		}
+	}
+
+	return fixMarkdown(
+		strings.ReplaceAll(sb.String(), "\n-\n", "\n"), // Remove empty list items
+	)
+}
+
+func fixMarkdown(content string) string {
+
+	// Fix MD032/blank-around-lists: Lists should be surrounded by blank lines
+	lines := strings.Split(content, "\n")
+	inList := false
+	preListNewline := false
+	for i := range lines {
+		line := strings.TrimSpace(lines[i])
+		if strings.HasPrefix(line, "- ") || strings.HasPrefix(line, "* ") {
+			if !inList {
+				inList = true
+				// Ensure there's a blank line before the list starts
+				if !preListNewline && i > 0 && lines[i-1] != "" {
+					line = "\n" + line
+					preListNewline = true
+				}
+			}
+		} else {
+			if inList {
+				inList = false
+				preListNewline = false
+			}
+		}
+		lines[i] = strings.TrimRight(line, " \t")
+	}
+
+	fixedContent := strings.TrimSpace(strings.Join(lines, "\n"))
+
+	return fixedContent + "\n"
+}
+
+func (g *Generator) formatPR(pr *github.PR) string {
+	var sb strings.Builder
+
+	pr.Title = strings.TrimRight(strings.TrimSpace(pr.Title), ".")
+
+	// Add type indicator for non-users
+	authorName := pr.Author
+	switch pr.AuthorType {
+	case "bot":
+		authorName += "[bot]"
+	case "organization":
+		authorName += "[org]"
+	}
+
+	sb.WriteString(fmt.Sprintf("### PR [#%d](%s) by [%s](%s): %s\n\n",
+		pr.Number, pr.URL, authorName, pr.AuthorURL, strings.TrimSpace(pr.Title)))
+
+	changes := g.extractChanges(pr)
+	for _, change := range changes {
+		if change != "" {
+			sb.WriteString(fmt.Sprintf("- %s\n", change))
+		}
+	}
+
+	return sb.String()
+}
+
+func (g *Generator) extractChanges(pr *github.PR) []string {
+	var changes []string
+	seen := make(map[string]bool)
+
+	for _, commit := range pr.Commits {
+		message := g.formatCommitMessage(commit.Message)
+		if message != "" && !seen[message] {
+			seen[message] = true
+			changes = append(changes, message)
+		}
+	}
+
+	if len(changes) == 0 && pr.Body != "" {
+		lines := strings.Split(pr.Body, "\n")
+		for _, line := range lines {
+			line = strings.TrimSpace(line)
+			if strings.HasPrefix(line, "- ") || strings.HasPrefix(line, "* ") {
+				change := strings.TrimPrefix(strings.TrimPrefix(line, "- "), "* ")
+				if change != "" {
+					changes = append(changes, change)
+				}
+			}
+		}
+	}
+
+	return changes
+}
+
+func normalizeLineEndings(content string) string {
+	return strings.ReplaceAll(content, "\r\n", "\n")
+}
+
+func (g *Generator) formatCommitMessage(message string) string {
+	strings_to_remove := []string{
+		"### CHANGES\n", "## CHANGES\n", "# CHANGES\n",
+		"...\n", "---\n", "## Changes\n", "## Change",
+		"Update version to v..1 and commit\n",
+		"# What this Pull Request (PR) does\n",
+		"# Conflicts:",
+	}
+
+	message = normalizeLineEndings(message)
+	// No hard tabs
+	message = strings.ReplaceAll(message, "\t", " ")
+
+	if len(message) > 0 {
+		message = strings.ToUpper(message[:1]) + message[1:]
+	}
+
+	for _, str := range strings_to_remove {
+		if strings.Contains(message, str) {
+			message = strings.ReplaceAll(message, str, "")
+		}
+	}
+
+	message = fixFormatting(message)
+
+	return message
+}
+
+func fixFormatting(message string) string {
+	// Turn "*"" lists into "-" lists"
+	message = strings.ReplaceAll(message, "* ", "- ")
+	// Remove extra spaces around dashes
+	message = strings.ReplaceAll(message, "-   ", "- ")
+	message = strings.ReplaceAll(message, "-  ", "- ")
+	// turn bare URL into <URL>
+	if strings.Contains(message, "http://") || strings.Contains(message, "https://") {
+		// Use regex to wrap bare URLs with angle brackets
+		urlRegex := regexp.MustCompile(`\b(https?://[^\s<>]+)`)
+		message = urlRegex.ReplaceAllString(message, "<$1>")
+	}
+
+	// Replace "## LINKS\n" with "- "
+	message = strings.ReplaceAll(message, "## LINKS\n", "- ")
+	// Dependabot messages: "- [Commits]" should become "\n- [Commits]"
+	message = strings.TrimSpace(message)
+	// Turn multiple newlines into a single newline
+	message = strings.TrimSpace(strings.ReplaceAll(message, "\n\n", "\n"))
+	// Fix inline trailing spaces
+	message = strings.ReplaceAll(message, " \n", "\n")
+	// Fix weird indent before list,
+	message = strings.ReplaceAll(message, "\n - ", "\n- ")
+
+	// blanks-around-lists MD032 fix
+	// Use regex to ensure blank line before list items that don't already have one
+	listRegex := regexp.MustCompile(`(?m)([^\n-].*[^:\n])\n([-*] .*)`)
+	message = listRegex.ReplaceAllString(message, "$1\n\n$2")
+
+	// Change random first-level "#" to 4th level "####"
+	// This is a hack to fix spurious first-level headings that are not actual headings
+	// but rather just comments or notes in the commit message.
+	message = strings.ReplaceAll(message, "# ", "\n#### ")
+	message = strings.ReplaceAll(message, "\n\n\n", "\n\n")
+
+	// Wrap any non-wrapped Emails with angle brackets
+	emailRegex := regexp.MustCompile(`([a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,})`)
+	message = emailRegex.ReplaceAllString(message, "<$1>")
+
+	// Wrap any non-wrapped URLs with angle brackets
+	urlRegex := regexp.MustCompile(`(https?://[^\s<]+)`)
+	message = urlRegex.ReplaceAllString(message, "<$1>")
+
+	message = strings.ReplaceAll(message, "<<", "<")
+	message = strings.ReplaceAll(message, ">>", ">")
+
+	// Fix some spurious Issue/PR links at the beginning of a commit message line
+	prOrIssueLinkRegex := regexp.MustCompile("\n" + `(#\d+)`)
+	message = prOrIssueLinkRegex.ReplaceAllString(message, " $1")
+
+	// Remove leading/trailing whitespace
+	message = strings.TrimSpace(message)
+	return message
+}
+
+func (g *Generator) isDuplicateMessage(message string, commits []*git.Commit) bool {
+	if message == "." || strings.ToLower(message) == "fix" {
+		count := 0
+		for _, commit := range commits {
+			formatted := g.formatCommitMessage(commit.Message)
+			if formatted == message {
+				count++
+				if count > 1 {
+					return true
+				}
+			}
+		}
+	}
+	return false
+}
+
+// hashContent generates a SHA256 hash of the content for change detection
+func hashContent(content string) string {
+	hash := sha256.Sum256([]byte(content))
+	return fmt.Sprintf("%x", hash)
+}
+
+// SyncDatabase performs a comprehensive database synchronization and validation
+func (g *Generator) SyncDatabase() error {
+	if g.cache == nil {
+		return fmt.Errorf("cache is disabled, cannot sync database")
+	}
+
+	fmt.Fprintf(os.Stderr, "[SYNC] Starting database synchronization...\n")
+
+	// Step 1: Force PR sync (pass true explicitly)
+	fmt.Fprintf(os.Stderr, "[PR_SYNC] Forcing PR sync from GitHub...\n")
+	if err := g.fetchPRs(true); err != nil {
+		return fmt.Errorf("failed to sync PRs: %w", err)
+	}
+
+	// Step 2: Rebuild git history and verify versions/commits completeness
+	fmt.Fprintf(os.Stderr, "[VERIFY] Verifying git history and version completeness...\n")
+	if err := g.syncGitHistory(); err != nil {
+		return fmt.Errorf("failed to sync git history: %w", err)
+	}
+
+	// Step 3: Verify commit-PR mappings
+	fmt.Fprintf(os.Stderr, "[MAPPING] Verifying commit-PR mappings...\n")
+	if err := g.verifyCommitPRMappings(); err != nil {
+		return fmt.Errorf("failed to verify commit-PR mappings: %w", err)
+	}
+
+	fmt.Fprintf(os.Stderr, "[SUCCESS] Database synchronization completed successfully!\n")
+	return nil
+}
+
+// syncGitHistory walks the complete git history and ensures all versions and commits are cached
+func (g *Generator) syncGitHistory() error {
+	// Walk complete git history (reuse existing logic)
+	versions, err := g.gitWalker.WalkHistory()
+	if err != nil {
+		return fmt.Errorf("failed to walk git history: %w", err)
+	}
+
+	// Save only new versions and commits (preserve existing data)
+	var newVersions, newCommits int
+	for _, version := range versions {
+		// Only save version if it doesn't exist
+		exists, err := g.cache.VersionExists(version.Name)
+		if err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: Failed to check existence of version %s: %v. This may affect the completeness of the sync operation.\n", version.Name, err)
+			continue
+		}
+		if !exists {
+			if err := g.cache.SaveVersion(version); err != nil {
+				fmt.Fprintf(os.Stderr, "Warning: Failed to save version %s: %v\n", version.Name, err)
+			} else {
+				newVersions++
+			}
+		}
+
+		// Only save commits that don't exist
+		for _, commit := range version.Commits {
+			exists, err := g.cache.CommitExists(commit.SHA)
+			if err != nil {
+				fmt.Fprintf(os.Stderr, "Warning: Failed to check commit %s existence: %v\n", commit.SHA, err)
+				continue
+			}
+			if !exists {
+				if err := g.cache.SaveCommit(commit, version.Name); err != nil {
+					fmt.Fprintf(os.Stderr, "Warning: Failed to save commit %s: %v\n", commit.SHA, err)
+				} else {
+					newCommits++
+				}
+			}
+		}
+	}
+
+	// Update last processed tag
+	if latestTag, err := g.gitWalker.GetLatestTag(); err == nil && latestTag != "" {
+		if err := g.cache.SetLastProcessedTag(latestTag); err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: Failed to update last processed tag: %v\n", err)
+		}
+	}
+
+	fmt.Fprintf(os.Stderr, "   Added %d new versions and %d new commits (preserved existing data)\n", newVersions, newCommits)
+	return nil
+}
+
+// verifyCommitPRMappings ensures all PR commits have proper mappings
+func (g *Generator) verifyCommitPRMappings() error {
+	// Get all cached PRs
+	allPRs, err := g.cache.GetAllPRs()
+	if err != nil {
+		return fmt.Errorf("failed to get cached PRs: %w", err)
+	}
+
+	// Convert to slice for batch operations (reuse existing logic)
+	var prSlice []*github.PR
+	for _, pr := range allPRs {
+		prSlice = append(prSlice, pr)
+	}
+
+	// Save commit-PR mappings (reuse existing logic)
+	if err := g.cache.SaveCommitPRMappings(prSlice); err != nil {
+		return fmt.Errorf("failed to save commit-PR mappings: %w", err)
+	}
+
+	fmt.Fprintf(os.Stderr, "   Verified mappings for %d PRs\n", len(prSlice))
+	return nil
+}

cmd/generate_changelog/internal/changelog/generator_test.go

@@ -0,0 +1,115 @@
+package changelog
+
+import (
+	"os"
+	"path/filepath"
+	"regexp"
+	"testing"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/config"
+)
+
+func TestDetectVersionFromNix(t *testing.T) {
+	tempDir := t.TempDir()
+
+	t.Run("version.nix exists", func(t *testing.T) {
+		versionNixContent := `"1.2.3"`
+		versionNixPath := filepath.Join(tempDir, "version.nix")
+		err := os.WriteFile(versionNixPath, []byte(versionNixContent), 0644)
+		if err != nil {
+			t.Fatalf("Failed to write version.nix: %v", err)
+		}
+
+		data, err := os.ReadFile(versionNixPath)
+		if err != nil {
+			t.Fatalf("Failed to read version.nix: %v", err)
+		}
+
+		versionRegex := regexp.MustCompile(`"([^"]+)"`)
+		matches := versionRegex.FindStringSubmatch(string(data))
+
+		if len(matches) <= 1 {
+			t.Fatalf("No version found in version.nix")
+		}
+
+		version := matches[1]
+		if version != "1.2.3" {
+			t.Errorf("Expected version 1.2.3, got %s", version)
+		}
+	})
+}
+
+func TestEnsureIncomingDir(t *testing.T) {
+	tempDir := t.TempDir()
+	incomingDir := filepath.Join(tempDir, "incoming")
+
+	cfg := &config.Config{
+		IncomingDir: incomingDir,
+	}
+
+	g := &Generator{cfg: cfg}
+
+	err := g.ensureIncomingDir()
+	if err != nil {
+		t.Fatalf("ensureIncomingDir failed: %v", err)
+	}
+
+	if _, err := os.Stat(incomingDir); os.IsNotExist(err) {
+		t.Errorf("Incoming directory was not created")
+	}
+}
+
+func TestInsertVersionAtTop(t *testing.T) {
+	tempDir := t.TempDir()
+	changelogPath := filepath.Join(tempDir, "CHANGELOG.md")
+
+	cfg := &config.Config{
+		RepoPath: tempDir,
+	}
+
+	g := &Generator{cfg: cfg}
+
+	t.Run("new changelog", func(t *testing.T) {
+		entry := "## v1.0.0 (2025-01-01)\n\n- Initial release"
+
+		err := g.insertVersionAtTop(entry)
+		if err != nil {
+			t.Fatalf("insertVersionAtTop failed: %v", err)
+		}
+
+		content, err := os.ReadFile(changelogPath)
+		if err != nil {
+			t.Fatalf("Failed to read changelog: %v", err)
+		}
+
+		expected := "# Changelog\n\n## v1.0.0 (2025-01-01)\n\n- Initial release\n"
+		if string(content) != expected {
+			t.Errorf("Expected:\n%s\nGot:\n%s", expected, string(content))
+		}
+	})
+
+	t.Run("existing changelog", func(t *testing.T) {
+		existingContent := "# Changelog\n\n## v0.9.0 (2024-12-01)\n\n- Previous release"
+		err := os.WriteFile(changelogPath, []byte(existingContent), 0644)
+		if err != nil {
+			t.Fatalf("Failed to write existing changelog: %v", err)
+		}
+
+		entry := "## v1.0.0 (2025-01-01)\n\n- New release"
+
+		err = g.insertVersionAtTop(entry)
+		if err != nil {
+			t.Fatalf("insertVersionAtTop failed: %v", err)
+		}
+
+		content, err := os.ReadFile(changelogPath)
+		if err != nil {
+			t.Fatalf("Failed to read changelog: %v", err)
+		}
+
+		expected := "# Changelog\n\n## v1.0.0 (2025-01-01)\n\n- New release\n## v0.9.0 (2024-12-01)\n\n- Previous release"
+		if string(content) != expected {
+			t.Errorf("Expected:\n%s\nGot:\n%s", expected, string(content))
+		}
+	})
+}

cmd/generate_changelog/internal/changelog/merge_detection_test.go

@@ -0,0 +1,82 @@
+package changelog
+
+import (
+	"testing"
+	"time"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/github"
+)
+
+func TestIsMergeCommit(t *testing.T) {
+	tests := []struct {
+		name     string
+		commit   github.PRCommit
+		expected bool
+	}{
+		{
+			name: "Regular commit with single parent",
+			commit: github.PRCommit{
+				SHA:     "abc123",
+				Message: "Fix bug in user authentication",
+				Author:  "John Doe",
+				Date:    time.Now(),
+				Parents: []string{"def456"},
+			},
+			expected: false,
+		},
+		{
+			name: "Merge commit with multiple parents",
+			commit: github.PRCommit{
+				SHA:     "abc123",
+				Message: "Merge pull request #42 from feature/auth",
+				Author:  "GitHub",
+				Date:    time.Now(),
+				Parents: []string{"def456", "ghi789"},
+			},
+			expected: true,
+		},
+		{
+			name: "Merge commit detected by message pattern only",
+			commit: github.PRCommit{
+				SHA:     "abc123",
+				Message: "Merge pull request #123 from user/feature-branch",
+				Author:  "GitHub",
+				Date:    time.Now(),
+				Parents: []string{}, // Empty parents - fallback to message detection
+			},
+			expected: true,
+		},
+		{
+			name: "Merge branch commit pattern",
+			commit: github.PRCommit{
+				SHA:     "abc123",
+				Message: "Merge branch 'feature' into main",
+				Author:  "Developer",
+				Date:    time.Now(),
+				Parents: []string{"def456"}, // Single parent but merge pattern
+			},
+			expected: true,
+		},
+		{
+			name: "Regular commit with no merge patterns",
+			commit: github.PRCommit{
+				SHA:     "abc123",
+				Message: "Add new feature for user management",
+				Author:  "Jane Doe",
+				Date:    time.Now(),
+				Parents: []string{"def456"},
+			},
+			expected: false,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			result := isMergeCommit(tt.commit)
+			if result != tt.expected {
+				t.Errorf("isMergeCommit() = %v, expected %v for commit: %s",
+					result, tt.expected, tt.commit.Message)
+			}
+		})
+	}
+}

cmd/generate_changelog/internal/changelog/processing.go

@@ -0,0 +1,521 @@
+package changelog
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"regexp"
+	"sort"
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/git"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/github"
+)
+
+var (
+	mergePatterns     []*regexp.Regexp
+	mergePatternsOnce sync.Once
+)
+
+// getMergePatterns returns the compiled merge patterns, initializing them lazily
+func getMergePatterns() []*regexp.Regexp {
+	mergePatternsOnce.Do(func() {
+		mergePatterns = []*regexp.Regexp{
+			regexp.MustCompile(`^Merge pull request #\d+`),      // "Merge pull request #123 from..."
+			regexp.MustCompile(`^Merge branch '.*' into .*`),    // "Merge branch 'feature' into main"
+			regexp.MustCompile(`^Merge remote-tracking branch`), // "Merge remote-tracking branch..."
+			regexp.MustCompile(`^Merge '.*' into .*`),           // "Merge 'feature' into main"
+		}
+	})
+	return mergePatterns
+}
+
+// isMergeCommit determines if a commit is a merge commit based on its parents and message patterns.
+func isMergeCommit(commit github.PRCommit) bool {
+	// Primary method: Check parent count (merge commits have multiple parents)
+	if len(commit.Parents) > 1 {
+		return true
+	}
+
+	// Fallback method: Check commit message patterns
+	mergePatterns := getMergePatterns()
+	for _, pattern := range mergePatterns {
+		if pattern.MatchString(commit.Message) {
+			return true
+		}
+	}
+
+	return false
+}
+
+// calculateVersionDate determines the version date based on the most recent commit date from the provided PRs.
+//
+// If no valid commit dates are found, the function falls back to the current time.
+// The function iterates through the provided PRs and their associated commits, comparing commit dates
+// to identify the most recent one. If a valid date is found, it is returned; otherwise, the fallback is used.
+func calculateVersionDate(fetchedPRs []*github.PR) time.Time {
+	versionDate := time.Now() // fallback to current time
+	if len(fetchedPRs) > 0 {
+		var mostRecentCommitDate time.Time
+		for _, pr := range fetchedPRs {
+			for _, commit := range pr.Commits {
+				if commit.Date.After(mostRecentCommitDate) {
+					mostRecentCommitDate = commit.Date
+				}
+			}
+		}
+		if !mostRecentCommitDate.IsZero() {
+			versionDate = mostRecentCommitDate
+		}
+	}
+	return versionDate
+}
+
+// ProcessIncomingPR processes a single PR for changelog entry creation
+func (g *Generator) ProcessIncomingPR(prNumber int) error {
+	if err := g.validatePRState(prNumber); err != nil {
+		return fmt.Errorf("PR validation failed: %w", err)
+	}
+
+	if err := g.validateGitStatus(); err != nil {
+		return fmt.Errorf("git status validation failed: %w", err)
+	}
+
+	// Now fetch the full PR with commits for content generation
+	pr, err := g.ghClient.GetPRWithCommits(prNumber)
+	if err != nil {
+		return fmt.Errorf("failed to fetch PR %d: %w", prNumber, err)
+	}
+
+	content := g.formatPR(pr)
+
+	if g.cfg.EnableAISummary {
+		aiContent, err := SummarizeVersionContent(content)
+		if err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: AI summarization failed: %v\n", err)
+		} else if !checkForAIError(aiContent) {
+			content = strings.TrimSpace(aiContent)
+		}
+	}
+
+	if err := g.ensureIncomingDir(); err != nil {
+		return fmt.Errorf("failed to create incoming directory: %w", err)
+	}
+
+	filename := filepath.Join(g.cfg.IncomingDir, fmt.Sprintf("%d.txt", prNumber))
+
+	// Ensure content ends with a single newline
+	content = strings.TrimSpace(content) + "\n"
+
+	if err := os.WriteFile(filename, []byte(content), 0644); err != nil {
+		return fmt.Errorf("failed to write incoming file: %w", err)
+	}
+
+	if err := g.commitAndPushIncoming(prNumber, filename); err != nil {
+		return fmt.Errorf("failed to commit and push: %w", err)
+	}
+
+	fmt.Printf("Successfully created incoming changelog entry: %s\n", filename)
+	return nil
+}
+
+// CreateNewChangelogEntry aggregates all incoming PR files for release and includes direct commits
+func (g *Generator) CreateNewChangelogEntry(version string) error {
+	files, err := filepath.Glob(filepath.Join(g.cfg.IncomingDir, "*.txt"))
+	if err != nil {
+		return fmt.Errorf("failed to scan incoming directory: %w", err)
+	}
+
+	var content strings.Builder
+	var processingErrors []string
+
+	// First, aggregate all incoming PR files
+	for _, file := range files {
+		data, err := os.ReadFile(file)
+		if err != nil {
+			processingErrors = append(processingErrors, fmt.Sprintf("failed to read %s: %v", file, err))
+			continue // Continue to attempt processing other files
+		}
+		content.WriteString(string(data))
+		// Note: No extra newline needed here as each incoming file already ends with a newline
+	}
+
+	if len(processingErrors) > 0 {
+		return fmt.Errorf("encountered errors while processing incoming files: %s", strings.Join(processingErrors, "; "))
+	}
+
+	// Extract PR numbers and their commit SHAs from processed files to avoid including their commits as "direct"
+	processedPRs := make(map[int]bool)
+	processedCommitSHAs := make(map[string]bool)
+	var fetchedPRs []*github.PR
+	var prNumbers []int
+
+	for _, file := range files {
+		// Extract PR number from filename (e.g., "1640.txt" -> 1640)
+		filename := filepath.Base(file)
+		if prNumStr := strings.TrimSuffix(filename, ".txt"); prNumStr != filename {
+			if prNum, err := strconv.Atoi(prNumStr); err == nil {
+				processedPRs[prNum] = true
+				prNumbers = append(prNumbers, prNum)
+
+				// Fetch the PR to get its commit SHAs
+				if pr, err := g.ghClient.GetPRWithCommits(prNum); err == nil {
+					fetchedPRs = append(fetchedPRs, pr)
+					for _, commit := range pr.Commits {
+						processedCommitSHAs[commit.SHA] = true
+					}
+				}
+			}
+		}
+	}
+
+	// Now add direct commits since the last release, excluding commits from processed PRs
+	directCommitsContent, err := g.getDirectCommitsSinceLastRelease(processedPRs, processedCommitSHAs)
+	if err != nil {
+		return fmt.Errorf("failed to get direct commits since last release: %w", err)
+	}
+	content.WriteString(directCommitsContent)
+
+	// Check if we have any content at all
+	if content.Len() == 0 {
+		if len(files) == 0 {
+			fmt.Fprintf(os.Stderr, "No incoming PR files found in %s and no direct commits since last release\n", g.cfg.IncomingDir)
+		} else {
+			fmt.Fprintf(os.Stderr, "No content found in incoming files and no direct commits since last release\n")
+		}
+		return nil
+	}
+
+	// Calculate the version date for the changelog entry as the most recent commit date from processed PRs
+	versionDate := calculateVersionDate(fetchedPRs)
+
+	entry := fmt.Sprintf("## %s (%s)\n\n%s",
+		version, versionDate.Format("2006-01-02"), strings.TrimLeft(content.String(), "\n"))
+
+	if err := g.insertVersionAtTop(entry); err != nil {
+		return fmt.Errorf("failed to update CHANGELOG.md: %w", err)
+	}
+
+	if g.cache != nil {
+		// Cache the fetched PRs using the same logic as normal changelog generation
+		if len(fetchedPRs) > 0 {
+			// Save PRs to cache
+			if err := g.cache.SavePRBatch(fetchedPRs); err != nil {
+				fmt.Fprintf(os.Stderr, "Warning: Failed to save PR batch to cache: %v\n", err)
+			}
+
+			// Save SHA→PR mappings for lightning-fast git operations
+			if err := g.cache.SaveCommitPRMappings(fetchedPRs); err != nil {
+				fmt.Fprintf(os.Stderr, "Warning: Failed to cache commit mappings: %v\n", err)
+			}
+
+			// Save individual commits to cache for each PR
+			for _, pr := range fetchedPRs {
+				for _, commit := range pr.Commits {
+					// Use actual commit timestamp, with fallback to current time if invalid
+					commitDate := commit.Date
+					if commitDate.IsZero() {
+						commitDate = time.Now()
+						fmt.Fprintf(os.Stderr, "Warning: Commit %s has invalid timestamp, using current time as fallback\n", commit.SHA)
+					}
+
+					// Convert github.PRCommit to git.Commit
+					gitCommit := &git.Commit{
+						SHA:      commit.SHA,
+						Message:  commit.Message,
+						Author:   commit.Author,
+						Email:    commit.Email,          // Use email from GitHub API
+						Date:     commitDate,            // Use actual commit timestamp from GitHub API
+						IsMerge:  isMergeCommit(commit), // Detect merge commits using parents and message patterns
+						PRNumber: pr.Number,
+					}
+					if err := g.cache.SaveCommit(gitCommit, version); err != nil {
+						fmt.Fprintf(os.Stderr, "Warning: Failed to save commit %s to cache: %v\n", commit.SHA, err)
+					}
+				}
+			}
+		}
+
+		// Create a proper new version entry for the database
+		newVersionEntry := &git.Version{
+			Name:      version,
+			Date:      versionDate, // Use most recent commit date instead of current time
+			CommitSHA: "",          // Will be set when the release commit is made
+			PRNumbers: prNumbers,   // Now we have the actual PR numbers
+			AISummary: content.String(),
+		}
+
+		if err := g.cache.SaveVersion(newVersionEntry); err != nil {
+			return fmt.Errorf("failed to save new version entry to database: %w", err)
+		}
+	}
+
+	for _, file := range files {
+		// Convert to relative path for git operations
+		relativeFile, err := filepath.Rel(g.cfg.RepoPath, file)
+		if err != nil {
+			relativeFile = file
+		}
+
+		// Use git remove to handle both filesystem and git index
+		if err := g.gitWalker.RemoveFile(relativeFile); err != nil {
+			fmt.Fprintf(os.Stderr, "Warning: Failed to remove %s from git index: %v\n", relativeFile, err)
+			// Fallback to filesystem-only removal
+			if err := os.Remove(file); err != nil {
+				fmt.Fprintf(os.Stderr, "Error: Failed to remove %s from the filesystem after failing to remove it from the git index.\n", relativeFile)
+				fmt.Fprintf(os.Stderr, "Filesystem error: %v\n", err)
+				fmt.Fprintf(os.Stderr, "Manual intervention required:\n")
+				fmt.Fprintf(os.Stderr, "  1. Remove the file %s manually (using the OS-specific command)\n", file)
+				fmt.Fprintf(os.Stderr, "  2. Remove from git index: git rm --cached %s\n", relativeFile)
+				fmt.Fprintf(os.Stderr, "  3. Or reset git index: git reset HEAD %s\n", relativeFile)
+			}
+		}
+	}
+
+	if err := g.stageChangesForRelease(); err != nil {
+		return fmt.Errorf("critical: failed to stage changes for release: %w", err)
+	}
+
+	fmt.Printf("Successfully processed %d incoming PR files for version %s\n", len(files), version)
+	return nil
+}
+
+// getDirectCommitsSinceLastRelease gets all direct commits (not part of PRs) since the last release
+func (g *Generator) getDirectCommitsSinceLastRelease(processedPRs map[int]bool, processedCommitSHAs map[string]bool) (string, error) {
+	// Get the latest tag to determine what commits are unreleased
+	latestTag, err := g.gitWalker.GetLatestTag()
+	if err != nil {
+		return "", fmt.Errorf("failed to get latest tag: %w", err)
+	}
+
+	// Get all commits since the latest tag
+	unreleasedVersion, err := g.gitWalker.WalkCommitsSinceTag(latestTag)
+	if err != nil {
+		return "", fmt.Errorf("failed to walk commits since tag %s: %w", latestTag, err)
+	}
+
+	if unreleasedVersion == nil || len(unreleasedVersion.Commits) == 0 {
+		return "", nil // No unreleased commits
+	}
+
+	// Filter out commits that are part of PRs (we already have those from incoming files)
+	// and format the direct commits
+	var directCommits []*git.Commit
+	for _, commit := range unreleasedVersion.Commits {
+		// Skip version bump commits
+		if commit.IsVersion {
+			continue
+		}
+
+		// Skip commits that belong to PRs we've already processed from incoming files (by PR number)
+		if commit.PRNumber > 0 && processedPRs[commit.PRNumber] {
+			continue
+		}
+
+		// Skip commits whose SHA is already included in processed PRs (this catches commits
+		// that might not have been detected as part of a PR but are actually in the PR)
+		if processedCommitSHAs[commit.SHA] {
+			continue
+		}
+
+		// Only include commits that are NOT part of any PR (direct commits)
+		if commit.PRNumber == 0 {
+			directCommits = append(directCommits, commit)
+		}
+	}
+
+	if len(directCommits) == 0 {
+		return "", nil // No direct commits
+	}
+
+	// Format the direct commits similar to how it's done in generateRawVersionContent
+	var sb strings.Builder
+	sb.WriteString("### Direct commits\n\n")
+
+	// Sort direct commits by date (newest first) for consistent ordering
+	sort.Slice(directCommits, func(i, j int) bool {
+		return directCommits[i].Date.After(directCommits[j].Date)
+	})
+
+	for _, commit := range directCommits {
+		message := g.formatCommitMessage(strings.TrimSpace(commit.Message))
+		if message != "" && !g.isDuplicateMessage(message, directCommits) {
+			sb.WriteString(fmt.Sprintf("- %s\n", message))
+		}
+	}
+
+	return sb.String(), nil
+}
+
+// validatePRState validates that a PR is in the correct state for processing
+func (g *Generator) validatePRState(prNumber int) error {
+	// Use lightweight validation call that doesn't fetch commits
+	details, err := g.ghClient.GetPRValidationDetails(prNumber)
+	if err != nil {
+		return fmt.Errorf("failed to fetch PR %d: %w", prNumber, err)
+	}
+
+	if details.State != "open" {
+		return fmt.Errorf("PR %d is not open (current state: %s)", prNumber, details.State)
+	}
+
+	if !details.Mergeable {
+		return fmt.Errorf("PR %d is not mergeable - please resolve conflicts first", prNumber)
+	}
+
+	return nil
+}
+
+// validateGitStatus ensures the working directory is clean
+func (g *Generator) validateGitStatus() error {
+	isClean, err := g.gitWalker.IsWorkingDirectoryClean()
+	if err != nil {
+		return fmt.Errorf("failed to check git status: %w", err)
+	}
+
+	if !isClean {
+		// Get detailed status for better error message
+		statusDetails, statusErr := g.gitWalker.GetStatusDetails()
+		if statusErr == nil && statusDetails != "" {
+			return fmt.Errorf("working directory is not clean - please commit or stash changes before proceeding:\n%s", statusDetails)
+		}
+		return fmt.Errorf("working directory is not clean - please commit or stash changes before proceeding")
+	}
+
+	return nil
+}
+
+// ensureIncomingDir creates the incoming directory if it doesn't exist
+func (g *Generator) ensureIncomingDir() error {
+	if err := os.MkdirAll(g.cfg.IncomingDir, 0755); err != nil {
+		return fmt.Errorf("failed to create directory %s: %w", g.cfg.IncomingDir, err)
+	}
+	return nil
+}
+
+// commitAndPushIncoming commits and optionally pushes the incoming changelog file
+func (g *Generator) commitAndPushIncoming(prNumber int, filename string) error {
+	relativeFilename, err := filepath.Rel(g.cfg.RepoPath, filename)
+	if err != nil {
+		relativeFilename = filename
+	}
+
+	// Add file to git index
+	if err := g.gitWalker.AddFile(relativeFilename); err != nil {
+		return fmt.Errorf("failed to add file %s: %w", relativeFilename, err)
+	}
+
+	// Commit changes
+	commitMessage := fmt.Sprintf("chore: incoming %d changelog entry", prNumber)
+	_, err = g.gitWalker.CommitChanges(commitMessage)
+	if err != nil {
+		return fmt.Errorf("failed to commit changes: %w", err)
+	}
+
+	// Push to remote if enabled
+	if g.cfg.Push {
+		if err := g.gitWalker.PushToRemote(); err != nil {
+			return fmt.Errorf("failed to push to remote: %w", err)
+		}
+	} else {
+		fmt.Println("Commit created successfully. Please review and push manually.")
+	}
+
+	return nil
+}
+
+// detectVersion detects the current version from version.nix or git tags
+func (g *Generator) detectVersion() (string, error) {
+	versionNixPath := filepath.Join(g.cfg.RepoPath, "version.nix")
+	if _, err := os.Stat(versionNixPath); err == nil {
+		data, err := os.ReadFile(versionNixPath)
+		if err != nil {
+			return "", fmt.Errorf("failed to read version.nix: %w", err)
+		}
+
+		versionRegex := regexp.MustCompile(`"([^"]+)"`)
+		matches := versionRegex.FindStringSubmatch(string(data))
+		if len(matches) > 1 {
+			return matches[1], nil
+		}
+	}
+
+	latestTag, err := g.gitWalker.GetLatestTag()
+	if err != nil {
+		return "", fmt.Errorf("failed to get latest tag: %w", err)
+	}
+
+	if latestTag == "" {
+		return "v1.0.0", nil
+	}
+
+	return latestTag, nil
+}
+
+// insertVersionAtTop inserts a new version entry at the top of CHANGELOG.md
+func (g *Generator) insertVersionAtTop(entry string) error {
+	changelogPath := filepath.Join(g.cfg.RepoPath, "CHANGELOG.md")
+	header := "# Changelog"
+	headerRegex := regexp.MustCompile(`(?m)^# Changelog\s*`)
+
+	existingContent, err := os.ReadFile(changelogPath)
+	if err != nil {
+		if !os.IsNotExist(err) {
+			return fmt.Errorf("failed to read existing CHANGELOG.md: %w", err)
+		}
+		// File doesn't exist, create it.
+		newContent := fmt.Sprintf("%s\n\n%s\n", header, entry)
+		return os.WriteFile(changelogPath, []byte(newContent), 0644)
+	}
+
+	contentStr := string(existingContent)
+	var newContent string
+
+	if loc := headerRegex.FindStringIndex(contentStr); loc != nil {
+		// Found the header, insert after it.
+		insertionPoint := loc[1]
+		// Skip any existing newlines after the header to avoid double spacing
+		for insertionPoint < len(contentStr) && (contentStr[insertionPoint] == '\n' || contentStr[insertionPoint] == '\r') {
+			insertionPoint++
+		}
+		// Insert with proper spacing: single newline after header, then entry, then newline before existing content
+		newContent = contentStr[:loc[1]] + entry + "\n" + contentStr[insertionPoint:]
+	} else {
+		// Header not found, prepend everything.
+		newContent = fmt.Sprintf("%s\n\n%s\n\n%s", header, entry, contentStr)
+	}
+
+	return os.WriteFile(changelogPath, []byte(newContent), 0644)
+}
+
+// stageChangesForRelease stages the modified files for the release commit
+func (g *Generator) stageChangesForRelease() error {
+	changelogPath := filepath.Join(g.cfg.RepoPath, "CHANGELOG.md")
+	relativeChangelog, err := filepath.Rel(g.cfg.RepoPath, changelogPath)
+	if err != nil {
+		relativeChangelog = "CHANGELOG.md"
+	}
+
+	relativeCacheFile, err := filepath.Rel(g.cfg.RepoPath, g.cfg.CacheFile)
+	if err != nil {
+		relativeCacheFile = g.cfg.CacheFile
+	}
+
+	// Add CHANGELOG.md to git index
+	if err := g.gitWalker.AddFile(relativeChangelog); err != nil {
+		return fmt.Errorf("failed to add %s: %w", relativeChangelog, err)
+	}
+
+	// Add cache file to git index
+	if err := g.gitWalker.AddFile(relativeCacheFile); err != nil {
+		return fmt.Errorf("failed to add %s: %w", relativeCacheFile, err)
+	}
+
+	// Note: Individual incoming files are now removed during the main processing loop
+	// No need to remove the entire directory here
+
+	return nil
+}

cmd/generate_changelog/internal/changelog/processing_test.go

@@ -0,0 +1,262 @@
+package changelog
+
+import (
+	"os"
+	"path/filepath"
+	"strings"
+	"testing"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/config"
+)
+
+func TestDetectVersion(t *testing.T) {
+	tempDir := t.TempDir()
+
+	tests := []struct {
+		name              string
+		versionNixContent string
+		expectedVersion   string
+		shouldError       bool
+	}{
+		{
+			name:              "valid version.nix",
+			versionNixContent: `"1.2.3"`,
+			expectedVersion:   "1.2.3",
+			shouldError:       false,
+		},
+		{
+			name:              "version with extra whitespace",
+			versionNixContent: `"1.2.3"   `,
+			expectedVersion:   "1.2.3",
+			shouldError:       false,
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			// Create version.nix file
+			versionNixPath := filepath.Join(tempDir, "version.nix")
+			if err := os.WriteFile(versionNixPath, []byte(tt.versionNixContent), 0644); err != nil {
+				t.Fatalf("Failed to create version.nix: %v", err)
+			}
+
+			cfg := &config.Config{
+				RepoPath: tempDir,
+			}
+
+			g := &Generator{cfg: cfg}
+
+			version, err := g.detectVersion()
+			if tt.shouldError && err == nil {
+				t.Errorf("Expected error but got none")
+			}
+			if !tt.shouldError && err != nil {
+				t.Errorf("Unexpected error: %v", err)
+			}
+			if version != tt.expectedVersion {
+				t.Errorf("Expected version '%s', got '%s'", tt.expectedVersion, version)
+			}
+
+			// Clean up
+			os.Remove(versionNixPath)
+		})
+	}
+}
+
+func TestInsertVersionAtTop_ImprovedRobustness(t *testing.T) {
+	tempDir := t.TempDir()
+	changelogPath := filepath.Join(tempDir, "CHANGELOG.md")
+
+	cfg := &config.Config{
+		RepoPath: tempDir,
+	}
+
+	g := &Generator{cfg: cfg}
+
+	tests := []struct {
+		name            string
+		existingContent string
+		entry           string
+		expectedContent string
+	}{
+		{
+			name:            "header with trailing spaces",
+			existingContent: "# Changelog   \n\n## v1.0.0\n- Old content",
+			entry:           "## v2.0.0\n- New content",
+			expectedContent: "# Changelog   \n\n## v2.0.0\n- New content\n## v1.0.0\n- Old content",
+		},
+		{
+			name:            "header with different line endings",
+			existingContent: "# Changelog\r\n\r\n## v1.0.0\r\n- Old content",
+			entry:           "## v2.0.0\n- New content",
+			expectedContent: "# Changelog\r\n\r\n## v2.0.0\n- New content\n## v1.0.0\r\n- Old content",
+		},
+		{
+			name:            "no existing header",
+			existingContent: "Some existing content without header",
+			entry:           "## v1.0.0\n- New content",
+			expectedContent: "# Changelog\n\n## v1.0.0\n- New content\n\nSome existing content without header",
+		},
+		{
+			name:            "new file creation",
+			existingContent: "",
+			entry:           "## v1.0.0\n- Initial release",
+			expectedContent: "# Changelog\n\n## v1.0.0\n- Initial release\n",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			// Write existing content (or create empty file)
+			if tt.existingContent != "" {
+				if err := os.WriteFile(changelogPath, []byte(tt.existingContent), 0644); err != nil {
+					t.Fatalf("Failed to write existing content: %v", err)
+				}
+			} else {
+				// Remove file if it exists to test new file creation
+				os.Remove(changelogPath)
+			}
+
+			// Insert new version
+			if err := g.insertVersionAtTop(tt.entry); err != nil {
+				t.Fatalf("insertVersionAtTop failed: %v", err)
+			}
+
+			// Read result
+			result, err := os.ReadFile(changelogPath)
+			if err != nil {
+				t.Fatalf("Failed to read result: %v", err)
+			}
+
+			if string(result) != tt.expectedContent {
+				t.Errorf("Expected:\n%q\nGot:\n%q", tt.expectedContent, string(result))
+			}
+		})
+	}
+}
+
+func TestProcessIncomingPRs_FileAggregation(t *testing.T) {
+	tempDir := t.TempDir()
+	incomingDir := filepath.Join(tempDir, "incoming")
+
+	// Create incoming directory and files
+	if err := os.MkdirAll(incomingDir, 0755); err != nil {
+		t.Fatalf("Failed to create incoming dir: %v", err)
+	}
+
+	// Create test incoming files
+	file1Content := "## PR #1\n- Feature A"
+	file2Content := "## PR #2\n- Feature B"
+
+	if err := os.WriteFile(filepath.Join(incomingDir, "1.txt"), []byte(file1Content), 0644); err != nil {
+		t.Fatalf("Failed to create test file: %v", err)
+	}
+	if err := os.WriteFile(filepath.Join(incomingDir, "2.txt"), []byte(file2Content), 0644); err != nil {
+		t.Fatalf("Failed to create test file: %v", err)
+	}
+
+	// Test file aggregation logic by calling the internal functions
+	files, err := filepath.Glob(filepath.Join(incomingDir, "*.txt"))
+	if err != nil {
+		t.Fatalf("Failed to glob files: %v", err)
+	}
+
+	if len(files) != 2 {
+		t.Fatalf("Expected 2 files, got %d", len(files))
+	}
+
+	// Test content aggregation
+	var content strings.Builder
+	var processingErrors []string
+	for _, file := range files {
+		data, err := os.ReadFile(file)
+		if err != nil {
+			processingErrors = append(processingErrors, err.Error())
+			continue
+		}
+		content.WriteString(string(data))
+		content.WriteString("\n")
+	}
+
+	if len(processingErrors) > 0 {
+		t.Fatalf("Unexpected processing errors: %v", processingErrors)
+	}
+
+	aggregatedContent := content.String()
+	if !strings.Contains(aggregatedContent, "Feature A") {
+		t.Errorf("Aggregated content should contain 'Feature A'")
+	}
+	if !strings.Contains(aggregatedContent, "Feature B") {
+		t.Errorf("Aggregated content should contain 'Feature B'")
+	}
+}
+
+func TestFileProcessing_ErrorHandling(t *testing.T) {
+	tempDir := t.TempDir()
+	incomingDir := filepath.Join(tempDir, "incoming")
+
+	// Create incoming directory with one good file and one unreadable file
+	if err := os.MkdirAll(incomingDir, 0755); err != nil {
+		t.Fatalf("Failed to create incoming dir: %v", err)
+	}
+
+	// Create a good file
+	if err := os.WriteFile(filepath.Join(incomingDir, "1.txt"), []byte("content"), 0644); err != nil {
+		t.Fatalf("Failed to create test file: %v", err)
+	}
+
+	// Create an unreadable file (simulate permission error)
+	unreadableFile := filepath.Join(incomingDir, "2.txt")
+	if err := os.WriteFile(unreadableFile, []byte("content"), 0000); err != nil {
+		t.Fatalf("Failed to create unreadable file: %v", err)
+	}
+	defer os.Chmod(unreadableFile, 0644) // Clean up
+
+	// Test error aggregation logic
+	files, err := filepath.Glob(filepath.Join(incomingDir, "*.txt"))
+	if err != nil {
+		t.Fatalf("Failed to glob files: %v", err)
+	}
+
+	var content strings.Builder
+	var processingErrors []string
+	for _, file := range files {
+		data, err := os.ReadFile(file)
+		if err != nil {
+			processingErrors = append(processingErrors, err.Error())
+			continue
+		}
+		content.WriteString(string(data))
+		content.WriteString("\n")
+	}
+
+	if len(processingErrors) == 0 {
+		t.Errorf("Expected processing errors due to unreadable file")
+	}
+
+	// Verify error message format
+	errorMsg := strings.Join(processingErrors, "; ")
+	if !strings.Contains(errorMsg, "2.txt") {
+		t.Errorf("Error message should mention the problematic file")
+	}
+}
+
+func TestEnsureIncomingDirCreation(t *testing.T) {
+	tempDir := t.TempDir()
+	incomingDir := filepath.Join(tempDir, "incoming")
+
+	cfg := &config.Config{
+		IncomingDir: incomingDir,
+	}
+
+	g := &Generator{cfg: cfg}
+
+	err := g.ensureIncomingDir()
+	if err != nil {
+		t.Fatalf("ensureIncomingDir failed: %v", err)
+	}
+
+	if _, err := os.Stat(incomingDir); os.IsNotExist(err) {
+		t.Errorf("Incoming directory was not created")
+	}
+}

cmd/generate_changelog/internal/changelog/summarize.go

@@ -0,0 +1,79 @@
+package changelog
+
+import (
+	"fmt"
+	"os"
+	"os/exec"
+	"strings"
+)
+
+const DefaultSummarizeModel = "claude-sonnet-4-20250514"
+const MinContentLength = 256 // Minimum content length to consider for summarization
+
+const prompt = `# ROLE
+You are an expert Technical Writer specializing in creating clear, concise,
+and professional release notes from raw Git commit logs.
+
+# TASK
+Your goal is to transform a provided block of Git commit logs into a clean,
+human-readable changelog summary. You will identify the most important changes,
+format them as a bulleted list, and preserve the associated Pull Request (PR)
+information.
+
+# INSTRUCTIONS:
+Follow these steps in order:
+1. Deeply analyze the input. You will be given a block of text containing PR
+   information and commit log messages. Carefully read through the logs
+   to identify individual commits and their descriptions.
+2. Identify Key Changes: Focus on commits that represent significant changes,
+   such as new features ("feat"), bug fixes ("fix"), performance improvements ("perf"),
+   or breaking changes ("BREAKING CHANGE").
+3. Select the Top 5: From the identified key changes, select a maximum of the five
+   (5) most impactful ones to include in the summary.
+   If there are five or fewer total changes, include all of them.
+4. Format the Output:
+    - Where you see a PR header, include the PR header verbatim. NO CHANGES.
+	  **This is a critical rule: Do not modify the PR header, as it contains
+	  important links.** What follow the PR header are the related changes.
+	- Do not add any additional text or preamble. Begin directly with the output.
+	- Use bullet points for each key change. Starting each point with a hyphen ("-").
+	- Ensure that the summary is concise and focused on the main changes.
+	- The summary should be in American English (en-US), using proper grammar and punctuation.
+5. If the content is too brief or you do not see any PR headers, return the content as is.
+`
+
+// getSummarizeModel returns the model to use for AI summarization
+func getSummarizeModel() string {
+	if model := os.Getenv("FABRIC_CHANGELOG_SUMMARIZE_MODEL"); model != "" {
+		return model
+	}
+	return DefaultSummarizeModel
+}
+
+// SummarizeVersionContent takes raw version content and returns AI-enhanced summary
+func SummarizeVersionContent(content string) (string, error) {
+	if strings.TrimSpace(content) == "" {
+		return "", fmt.Errorf("no content to summarize")
+	}
+	if len(content) < MinContentLength {
+		// If content is too brief, return it as is
+		return content, nil
+	}
+
+	model := getSummarizeModel()
+
+	cmd := exec.Command("fabric", "-m", model, prompt)
+	cmd.Stdin = strings.NewReader(content)
+
+	output, err := cmd.Output()
+	if err != nil {
+		return "", fmt.Errorf("fabric command failed: %w", err)
+	}
+
+	summary := strings.TrimSpace(string(output))
+	if summary == "" {
+		return "", fmt.Errorf("fabric returned empty summary")
+	}
+
+	return summary, nil
+}

cmd/generate_changelog/internal/config/config.go

@@ -0,0 +1,21 @@
+package config
+
+type Config struct {
+	RepoPath          string
+	OutputFile        string
+	Limit             int
+	Version           string
+	SaveData          bool
+	CacheFile         string
+	NoCache           bool
+	RebuildCache      bool
+	GitHubToken       string
+	ForcePRSync       bool
+	EnableAISummary   bool
+	IncomingPR        int
+	ProcessPRsVersion string
+	IncomingDir       string
+	Push              bool
+	SyncDB            bool
+	Release           string
+}

cmd/generate_changelog/internal/git/types.go

@@ -0,0 +1,26 @@
+package git
+
+import (
+	"time"
+)
+
+type Commit struct {
+	SHA       string
+	Message   string
+	Author    string
+	Email     string
+	Date      time.Time
+	IsMerge   bool
+	PRNumber  int
+	IsVersion bool
+	Version   string
+}
+
+type Version struct {
+	Name      string
+	Date      time.Time
+	CommitSHA string
+	Commits   []*Commit
+	PRNumbers []int
+	AISummary string
+}

cmd/generate_changelog/internal/git/walker.go

@@ -0,0 +1,574 @@
+package git
+
+import (
+	"fmt"
+	"regexp"
+	"strconv"
+	"strings"
+	"time"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/util"
+	"github.com/go-git/go-git/v5"
+	"github.com/go-git/go-git/v5/plumbing"
+	"github.com/go-git/go-git/v5/plumbing/object"
+	"github.com/go-git/go-git/v5/plumbing/storer"
+	"github.com/go-git/go-git/v5/plumbing/transport/http"
+)
+
+var (
+	// The versionPattern matches version commit messages with or without the optional "chore(release): " prefix.
+	// Examples of matching commit messages:
+	//   - "chore(release): Update version to v1.2.3"
+	//   - "Update version to v1.2.3"
+	// Examples of non-matching commit messages:
+	//   - "fix: Update version to v1.2.3" (missing "chore(release): " or "Update version to")
+	//   - "chore(release): Update version to 1.2.3" (missing "v" prefix in version)
+	//   - "Update version to v1.2" (incomplete version number)
+	versionPattern = regexp.MustCompile(`(?:chore\(release\): )?Update version to (v\d+\.\d+\.\d+)`)
+	prPattern      = regexp.MustCompile(`Merge pull request #(\d+)`)
+)
+
+type Walker struct {
+	repo *git.Repository
+}
+
+func NewWalker(repoPath string) (*Walker, error) {
+	repo, err := git.PlainOpen(repoPath)
+	if err != nil {
+		return nil, fmt.Errorf("failed to open repository: %w", err)
+	}
+
+	return &Walker{repo: repo}, nil
+}
+
+// GetLatestTag returns the name of the most recent tag by committer date
+func (w *Walker) GetLatestTag() (string, error) {
+	tagRefs, err := w.repo.Tags()
+	if err != nil {
+		return "", err
+	}
+
+	var latestTagCommit *object.Commit
+	var latestTagName string
+
+	err = tagRefs.ForEach(func(tagRef *plumbing.Reference) error {
+		revision := plumbing.Revision(tagRef.Name().String())
+		tagCommitHash, err := w.repo.ResolveRevision(revision)
+		if err != nil {
+			return err
+		}
+
+		commit, err := w.repo.CommitObject(*tagCommitHash)
+		if err != nil {
+			return err
+		}
+
+		if latestTagCommit == nil {
+			latestTagCommit = commit
+			latestTagName = tagRef.Name().Short() // Get short name like "v1.4.245"
+		}
+
+		if commit.Committer.When.After(latestTagCommit.Committer.When) {
+			latestTagCommit = commit
+			latestTagName = tagRef.Name().Short()
+		}
+
+		return nil
+	})
+	if err != nil {
+		return "", err
+	}
+
+	return latestTagName, nil
+}
+
+// WalkCommitsSinceTag walks commits from the specified tag to HEAD and returns only "Unreleased" version
+func (w *Walker) WalkCommitsSinceTag(tagName string) (*Version, error) {
+	// Get the tag reference
+	tagRef, err := w.repo.Tag(tagName)
+	if err != nil {
+		return nil, fmt.Errorf("failed to find tag %s: %w", tagName, err)
+	}
+
+	// Get the commit that the tag points to
+	tagCommit, err := w.repo.CommitObject(tagRef.Hash())
+	if err != nil {
+		return nil, fmt.Errorf("failed to get tag commit: %w", err)
+	}
+
+	// Get HEAD
+	headRef, err := w.repo.Head()
+	if err != nil {
+		return nil, fmt.Errorf("failed to get HEAD: %w", err)
+	}
+
+	// Walk from HEAD back to the tag commit (exclusive)
+	commitIter, err := w.repo.Log(&git.LogOptions{
+		From:  headRef.Hash(),
+		Order: git.LogOrderCommitterTime,
+	})
+	if err != nil {
+		return nil, fmt.Errorf("failed to get commit log: %w", err)
+	}
+
+	version := &Version{
+		Name:    "Unreleased",
+		Commits: []*Commit{},
+	}
+
+	prNumbers := []int{}
+
+	err = commitIter.ForEach(func(c *object.Commit) error {
+		// Stop when we reach the tag commit (don't include it)
+		if c.Hash == tagCommit.Hash {
+			return fmt.Errorf("reached tag commit") // Use error to break out of iteration
+		}
+
+		commit := &Commit{
+			SHA:     c.Hash.String(),
+			Message: strings.TrimSpace(c.Message),
+			Date:    c.Committer.When,
+		}
+
+		// Check for version patterns
+		if versionMatch := versionPattern.FindStringSubmatch(commit.Message); versionMatch != nil {
+			commit.IsVersion = true
+		}
+
+		// Check for PR merge patterns
+		if prMatch := prPattern.FindStringSubmatch(commit.Message); prMatch != nil {
+			if prNumber, err := strconv.Atoi(prMatch[1]); err == nil {
+				commit.PRNumber = prNumber
+				prNumbers = append(prNumbers, prNumber)
+			}
+		}
+
+		version.Commits = append(version.Commits, commit)
+		return nil
+	})
+
+	// Ignore the "reached tag commit" error - it's expected
+	if err != nil && !strings.Contains(err.Error(), "reached tag commit") {
+		return nil, fmt.Errorf("failed to walk commits: %w", err)
+	}
+
+	// Remove duplicates from prNumbers and set them
+	prNumbersMap := make(map[int]bool)
+	for _, prNum := range prNumbers {
+		prNumbersMap[prNum] = true
+	}
+
+	version.PRNumbers = make([]int, 0, len(prNumbersMap))
+	for prNum := range prNumbersMap {
+		version.PRNumbers = append(version.PRNumbers, prNum)
+	}
+
+	return version, nil
+}
+
+func (w *Walker) WalkHistory() (map[string]*Version, error) {
+	ref, err := w.repo.Head()
+	if err != nil {
+		return nil, fmt.Errorf("failed to get HEAD: %w", err)
+	}
+
+	commitIter, err := w.repo.Log(&git.LogOptions{
+		From:  ref.Hash(),
+		Order: git.LogOrderCommitterTime,
+	})
+	if err != nil {
+		return nil, fmt.Errorf("failed to get commit log: %w", err)
+	}
+
+	versions := make(map[string]*Version)
+	currentVersion := "Unreleased"
+	versions[currentVersion] = &Version{
+		Name:    currentVersion,
+		Commits: []*Commit{},
+	}
+
+	prNumbers := make(map[string][]int)
+
+	err = commitIter.ForEach(func(c *object.Commit) error {
+		// c.Message = Summarize(c.Message)
+		commit := &Commit{
+			SHA:     c.Hash.String(),
+			Message: strings.TrimSpace(c.Message),
+			Author:  c.Author.Name,
+			Email:   c.Author.Email,
+			Date:    c.Author.When,
+			IsMerge: len(c.ParentHashes) > 1,
+		}
+
+		if matches := versionPattern.FindStringSubmatch(commit.Message); len(matches) > 1 {
+			commit.IsVersion = true
+			commit.Version = matches[1]
+			currentVersion = commit.Version
+
+			if _, exists := versions[currentVersion]; !exists {
+				versions[currentVersion] = &Version{
+					Name:      currentVersion,
+					Date:      commit.Date,
+					CommitSHA: commit.SHA,
+					Commits:   []*Commit{},
+				}
+			}
+			return nil
+		}
+
+		if matches := prPattern.FindStringSubmatch(commit.Message); len(matches) > 1 {
+			prNumber := 0
+			fmt.Sscanf(matches[1], "%d", &prNumber)
+			commit.PRNumber = prNumber
+
+			prNumbers[currentVersion] = append(prNumbers[currentVersion], prNumber)
+		}
+
+		versions[currentVersion].Commits = append(versions[currentVersion].Commits, commit)
+
+		return nil
+	})
+
+	if err != nil {
+		return nil, fmt.Errorf("failed to walk commits: %w", err)
+	}
+
+	for version, prs := range prNumbers {
+		versions[version].PRNumbers = dedupInts(prs)
+	}
+
+	return versions, nil
+}
+
+func (w *Walker) GetRepoInfo() (owner string, name string, err error) {
+	remotes, err := w.repo.Remotes()
+	if err != nil {
+		return "", "", fmt.Errorf("failed to get remotes: %w", err)
+	}
+
+	// First try upstream (preferred for forks)
+	for _, remote := range remotes {
+		if remote.Config().Name == "upstream" {
+			urls := remote.Config().URLs
+			if len(urls) > 0 {
+				owner, name = parseGitHubURL(urls[0])
+				if owner != "" && name != "" {
+					return owner, name, nil
+				}
+			}
+		}
+	}
+
+	// Then try origin
+	for _, remote := range remotes {
+		if remote.Config().Name == "origin" {
+			urls := remote.Config().URLs
+			if len(urls) > 0 {
+				owner, name = parseGitHubURL(urls[0])
+				if owner != "" && name != "" {
+					return owner, name, nil
+				}
+			}
+		}
+	}
+
+	return "danielmiessler", "fabric", nil
+}
+
+func parseGitHubURL(url string) (owner, repo string) {
+	patterns := []string{
+		`github\.com[:/]([^/]+)/([^/.]+)`,
+		`github\.com[:/]([^/]+)/([^/]+)\.git$`,
+	}
+
+	for _, pattern := range patterns {
+		re := regexp.MustCompile(pattern)
+		matches := re.FindStringSubmatch(url)
+		if len(matches) > 2 {
+			return matches[1], matches[2]
+		}
+	}
+
+	return "", ""
+}
+
+// WalkHistorySinceTag walks git history from HEAD down to (but not including) the specified tag
+// and returns any version commits found along the way
+func (w *Walker) WalkHistorySinceTag(sinceTag string) (map[string]*Version, error) {
+	// Get the commit SHA for the sinceTag
+	tagRef, err := w.repo.Tag(sinceTag)
+	if err != nil {
+		return nil, fmt.Errorf("failed to get tag %s: %w", sinceTag, err)
+	}
+
+	tagCommit, err := w.repo.CommitObject(tagRef.Hash())
+	if err != nil {
+		return nil, fmt.Errorf("failed to get commit for tag %s: %w", sinceTag, err)
+	}
+
+	// Get HEAD reference
+	ref, err := w.repo.Head()
+	if err != nil {
+		return nil, fmt.Errorf("failed to get HEAD: %w", err)
+	}
+
+	// Walk from HEAD down to the tag commit (excluding it)
+	commitIter, err := w.repo.Log(&git.LogOptions{
+		From:  ref.Hash(),
+		Order: git.LogOrderCommitterTime,
+	})
+	if err != nil {
+		return nil, fmt.Errorf("failed to create commit iterator: %w", err)
+	}
+	defer commitIter.Close()
+
+	versions := make(map[string]*Version)
+	currentVersion := "Unreleased"
+	prNumbers := make(map[string][]int)
+
+	err = commitIter.ForEach(func(c *object.Commit) error {
+		// Stop iteration when the hash of the current commit matches the hash of the specified sinceTag commit
+		if c.Hash == tagCommit.Hash {
+			return storer.ErrStop
+		}
+
+		commit := &Commit{
+			SHA:     c.Hash.String(),
+			Message: strings.TrimSpace(c.Message),
+			Author:  c.Author.Name,
+			Email:   c.Author.Email,
+			Date:    c.Author.When,
+			IsMerge: len(c.ParentHashes) > 1,
+		}
+
+		// Check for version pattern
+		if matches := versionPattern.FindStringSubmatch(commit.Message); len(matches) > 1 {
+			commit.IsVersion = true
+			commit.Version = matches[1]
+			currentVersion = commit.Version
+
+			if _, exists := versions[currentVersion]; !exists {
+				versions[currentVersion] = &Version{
+					Name:      currentVersion,
+					Date:      commit.Date,
+					CommitSHA: commit.SHA,
+					Commits:   []*Commit{},
+				}
+			}
+			return nil
+		}
+
+		// Check for PR merge pattern
+		if matches := prPattern.FindStringSubmatch(commit.Message); len(matches) > 1 {
+			prNumber, err := strconv.Atoi(matches[1])
+			if err != nil {
+				// Handle parsing error (e.g., log it or skip processing)
+				return fmt.Errorf("failed to parse PR number: %v", err)
+			}
+			commit.PRNumber = prNumber
+
+			prNumbers[currentVersion] = append(prNumbers[currentVersion], prNumber)
+		}
+
+		// Add commit to current version
+		if _, exists := versions[currentVersion]; !exists {
+			versions[currentVersion] = &Version{
+				Name:      currentVersion,
+				Date:      time.Time{}, // Zero value, will be set by version commit
+				CommitSHA: "",
+				Commits:   []*Commit{},
+			}
+		}
+
+		versions[currentVersion].Commits = append(versions[currentVersion].Commits, commit)
+		return nil
+	})
+
+	// Handle the stop condition - storer.ErrStop is expected
+	if err == storer.ErrStop {
+		err = nil
+	}
+
+	// Assign collected PR numbers to each version
+	for version, prs := range prNumbers {
+		versions[version].PRNumbers = dedupInts(prs)
+	}
+
+	return versions, err
+}
+
+func dedupInts(ints []int) []int {
+	seen := make(map[int]bool)
+	result := []int{}
+
+	for _, i := range ints {
+		if !seen[i] {
+			seen[i] = true
+			result = append(result, i)
+		}
+	}
+
+	return result
+}
+
+// Worktree returns the git worktree for performing git operations
+func (w *Walker) Worktree() (*git.Worktree, error) {
+	return w.repo.Worktree()
+}
+
+// Repository returns the underlying git repository
+func (w *Walker) Repository() *git.Repository {
+	return w.repo
+}
+
+// IsWorkingDirectoryClean checks if the working directory has any uncommitted changes
+func (w *Walker) IsWorkingDirectoryClean() (bool, error) {
+	worktree, err := w.repo.Worktree()
+	if err != nil {
+		return false, fmt.Errorf("failed to get worktree: %w", err)
+	}
+
+	status, err := worktree.Status()
+	if err != nil {
+		return false, fmt.Errorf("failed to get git status: %w", err)
+	}
+
+	return status.IsClean(), nil
+}
+
+// GetStatusDetails returns a detailed status of the working directory
+func (w *Walker) GetStatusDetails() (string, error) {
+	worktree, err := w.repo.Worktree()
+	if err != nil {
+		return "", fmt.Errorf("failed to get worktree: %w", err)
+	}
+
+	status, err := worktree.Status()
+	if err != nil {
+		return "", fmt.Errorf("failed to get git status: %w", err)
+	}
+
+	if status.IsClean() {
+		return "", nil
+	}
+
+	var details strings.Builder
+	for file, fileStatus := range status {
+		details.WriteString(fmt.Sprintf("  %c%c %s\n", fileStatus.Staging, fileStatus.Worktree, file))
+	}
+
+	return details.String(), nil
+}
+
+// AddFile adds a file to the git index
+func (w *Walker) AddFile(filename string) error {
+	worktree, err := w.repo.Worktree()
+	if err != nil {
+		return fmt.Errorf("failed to get worktree: %w", err)
+	}
+
+	_, err = worktree.Add(filename)
+	if err != nil {
+		return fmt.Errorf("failed to add file %s: %w", filename, err)
+	}
+
+	return nil
+}
+
+// CommitChanges creates a commit with the given message
+func (w *Walker) CommitChanges(message string) (plumbing.Hash, error) {
+	worktree, err := w.repo.Worktree()
+	if err != nil {
+		return plumbing.ZeroHash, fmt.Errorf("failed to get worktree: %w", err)
+	}
+
+	// Get git config for author information
+	cfg, err := w.repo.Config()
+	if err != nil {
+		return plumbing.ZeroHash, fmt.Errorf("failed to get git config: %w", err)
+	}
+
+	var authorName, authorEmail string
+	if cfg.User.Name != "" {
+		authorName = cfg.User.Name
+	} else {
+		authorName = "Changelog Bot"
+	}
+	if cfg.User.Email != "" {
+		authorEmail = cfg.User.Email
+	} else {
+		authorEmail = "bot@changelog.local"
+	}
+
+	commit, err := worktree.Commit(message, &git.CommitOptions{
+		Author: &object.Signature{
+			Name:  authorName,
+			Email: authorEmail,
+			When:  time.Now(),
+		},
+	})
+	if err != nil {
+		return plumbing.ZeroHash, fmt.Errorf("failed to commit: %w", err)
+	}
+
+	return commit, nil
+}
+
+// PushToRemote pushes the current branch to the remote repository
+// It automatically detects GitHub repositories and uses token authentication when available
+func (w *Walker) PushToRemote() error {
+	pushOptions := &git.PushOptions{}
+
+	// Check if we have a GitHub token for authentication
+	if githubToken := util.GetTokenFromEnv(""); githubToken != "" {
+		// Get remote URL to check if it's a GitHub repository
+		remotes, err := w.repo.Remotes()
+		if err == nil && len(remotes) > 0 {
+			// Get the origin remote (or first remote if origin doesn't exist)
+			var remote *git.Remote
+			for _, r := range remotes {
+				if r.Config().Name == "origin" {
+					remote = r
+					break
+				}
+			}
+			if remote == nil {
+				remote = remotes[0]
+			}
+
+			// Check if this is a GitHub repository
+			urls := remote.Config().URLs
+			if len(urls) > 0 {
+				url := urls[0]
+				if strings.Contains(url, "github.com") {
+					// Use token authentication for GitHub repositories
+					pushOptions.Auth = &http.BasicAuth{
+						Username: "token", // GitHub expects "token" as username
+						Password: githubToken,
+					}
+				}
+			}
+		}
+	}
+
+	err := w.repo.Push(pushOptions)
+	if err != nil {
+		return fmt.Errorf("failed to push: %w", err)
+	}
+	return nil
+}
+
+// RemoveFile removes a file from both the working directory and git index
+func (w *Walker) RemoveFile(filename string) error {
+	worktree, err := w.repo.Worktree()
+	if err != nil {
+		return fmt.Errorf("failed to get worktree: %w", err)
+	}
+
+	_, err = worktree.Remove(filename)
+	if err != nil {
+		return fmt.Errorf("failed to remove file %s: %w", filename, err)
+	}
+
+	return nil
+}

cmd/generate_changelog/internal/github/client.go

@@ -0,0 +1,431 @@
+package github
+
+import (
+	"context"
+	"fmt"
+	"net/http"
+	"os"
+	"strings"
+	"sync"
+	"time"
+
+	"github.com/google/go-github/v66/github"
+	"github.com/hasura/go-graphql-client"
+	"golang.org/x/oauth2"
+)
+
+type Client struct {
+	client        *github.Client
+	graphqlClient *graphql.Client
+	owner         string
+	repo          string
+	token         string
+}
+
+func NewClient(token, owner, repo string) *Client {
+	var githubClient *github.Client
+	var httpClient *http.Client
+	var gqlClient *graphql.Client
+
+	if token != "" {
+		ts := oauth2.StaticTokenSource(
+			&oauth2.Token{AccessToken: token},
+		)
+		httpClient = oauth2.NewClient(context.Background(), ts)
+		githubClient = github.NewClient(httpClient)
+		gqlClient = graphql.NewClient("https://api.github.com/graphql", httpClient)
+	} else {
+		httpClient = http.DefaultClient
+		githubClient = github.NewClient(nil)
+		gqlClient = graphql.NewClient("https://api.github.com/graphql", httpClient)
+	}
+
+	return &Client{
+		client:        githubClient,
+		graphqlClient: gqlClient,
+		owner:         owner,
+		repo:          repo,
+		token:         token,
+	}
+}
+
+func (c *Client) FetchPRs(prNumbers []int) ([]*PR, error) {
+	if len(prNumbers) == 0 {
+		return []*PR{}, nil
+	}
+
+	ctx := context.Background()
+	prs := make([]*PR, 0, len(prNumbers))
+	prsChan := make(chan *PR, len(prNumbers))
+	errChan := make(chan error, len(prNumbers))
+
+	var wg sync.WaitGroup
+	semaphore := make(chan struct{}, 10)
+
+	for _, prNumber := range prNumbers {
+		wg.Add(1)
+		go func(num int) {
+			defer wg.Done()
+
+			semaphore <- struct{}{}
+			defer func() { <-semaphore }()
+
+			pr, err := c.fetchSinglePR(ctx, num)
+			if err != nil {
+				errChan <- fmt.Errorf("failed to fetch PR #%d: %w", num, err)
+				return
+			}
+			prsChan <- pr
+		}(prNumber)
+	}
+
+	go func() {
+		wg.Wait()
+		close(prsChan)
+		close(errChan)
+	}()
+
+	var errors []error
+	for pr := range prsChan {
+		prs = append(prs, pr)
+	}
+	for err := range errChan {
+		errors = append(errors, err)
+	}
+
+	if len(errors) > 0 {
+		return prs, fmt.Errorf("some PRs failed to fetch: %v", errors)
+	}
+
+	return prs, nil
+}
+
+// GetPRValidationDetails fetches only the data needed for validation (lightweight).
+func (c *Client) GetPRValidationDetails(prNumber int) (*PRDetails, error) {
+	ctx := context.Background()
+	ghPR, _, err := c.client.PullRequests.Get(ctx, c.owner, c.repo, prNumber)
+	if err != nil {
+		return nil, fmt.Errorf("failed to get PR %d: %w", prNumber, err)
+	}
+
+	// Only return validation data, no commits fetched
+	details := &PRDetails{
+		PR:        nil, // Will be populated later if needed
+		State:     getString(ghPR.State),
+		Mergeable: ghPR.Mergeable != nil && *ghPR.Mergeable,
+	}
+
+	return details, nil
+}
+
+// GetPRWithCommits fetches the full PR and its commits.
+func (c *Client) GetPRWithCommits(prNumber int) (*PR, error) {
+	ctx := context.Background()
+	ghPR, _, err := c.client.PullRequests.Get(ctx, c.owner, c.repo, prNumber)
+	if err != nil {
+		return nil, fmt.Errorf("failed to get PR %d: %w", prNumber, err)
+	}
+
+	return c.buildPRWithCommits(ctx, ghPR)
+}
+
+// GetPRDetails fetches a comprehensive set of details for a single PR.
+// Deprecated: Use GetPRValidationDetails + GetPRWithCommits for better performance
+func (c *Client) GetPRDetails(prNumber int) (*PRDetails, error) {
+	ctx := context.Background()
+	ghPR, _, err := c.client.PullRequests.Get(ctx, c.owner, c.repo, prNumber)
+	if err != nil {
+		return nil, fmt.Errorf("failed to get PR %d: %w", prNumber, err)
+	}
+
+	// Reuse the existing logic to build the base PR object
+	pr, err := c.buildPRWithCommits(ctx, ghPR)
+	if err != nil {
+		return nil, fmt.Errorf("failed to build PR details for %d: %w", prNumber, err)
+	}
+
+	details := &PRDetails{
+		PR:        pr,
+		State:     getString(ghPR.State),
+		Mergeable: ghPR.Mergeable != nil && *ghPR.Mergeable,
+	}
+
+	return details, nil
+}
+
+// buildPRWithCommits fetches commits and constructs a PR object from a GitHub API response
+func (c *Client) buildPRWithCommits(ctx context.Context, ghPR *github.PullRequest) (*PR, error) {
+	commits, _, err := c.client.PullRequests.ListCommits(ctx, c.owner, c.repo, *ghPR.Number, nil)
+	if err != nil {
+		return nil, fmt.Errorf("failed to fetch commits for PR %d: %w", *ghPR.Number, err)
+	}
+
+	return c.convertGitHubPR(ghPR, commits), nil
+}
+
+// convertGitHubPR transforms GitHub API data into our internal PR struct (pure function)
+func (c *Client) convertGitHubPR(ghPR *github.PullRequest, commits []*github.RepositoryCommit) *PR {
+
+	result := &PR{
+		Number:  *ghPR.Number,
+		Title:   getString(ghPR.Title),
+		Body:    getString(ghPR.Body),
+		URL:     getString(ghPR.HTMLURL),
+		Commits: make([]PRCommit, 0, len(commits)),
+	}
+
+	if ghPR.MergedAt != nil {
+		result.MergedAt = ghPR.MergedAt.Time
+	}
+
+	if ghPR.User != nil {
+		result.Author = getString(ghPR.User.Login)
+		result.AuthorURL = getString(ghPR.User.HTMLURL)
+		userType := getString(ghPR.User.Type)
+
+		switch userType {
+		case "User":
+			result.AuthorType = "user"
+		case "Organization":
+			result.AuthorType = "organization"
+		case "Bot":
+			result.AuthorType = "bot"
+		default:
+			result.AuthorType = "user"
+		}
+	}
+
+	if ghPR.MergeCommitSHA != nil {
+		result.MergeCommit = *ghPR.MergeCommitSHA
+	}
+
+	for _, commit := range commits {
+		if commit.Commit != nil {
+			prCommit := PRCommit{
+				SHA:     getString(commit.SHA),
+				Message: strings.TrimSpace(getString(commit.Commit.Message)),
+			}
+			if commit.Commit.Author != nil {
+				prCommit.Author = getString(commit.Commit.Author.Name)
+				prCommit.Email = getString(commit.Commit.Author.Email) // Extract author email from GitHub API response
+				// Capture actual commit timestamp from GitHub API
+				if commit.Commit.Author.Date != nil {
+					prCommit.Date = commit.Commit.Author.Date.Time
+				}
+			}
+			// Capture parent commit SHAs for merge detection
+			if commit.Parents != nil {
+				for _, parent := range commit.Parents {
+					if parent.SHA != nil {
+						prCommit.Parents = append(prCommit.Parents, *parent.SHA)
+					}
+				}
+			}
+			result.Commits = append(result.Commits, prCommit)
+		}
+	}
+
+	return result
+}
+
+func (c *Client) fetchSinglePR(ctx context.Context, prNumber int) (*PR, error) {
+	ghPR, _, err := c.client.PullRequests.Get(ctx, c.owner, c.repo, prNumber)
+	if err != nil {
+		return nil, err
+	}
+
+	return c.buildPRWithCommits(ctx, ghPR)
+}
+
+func getString(s *string) string {
+	if s == nil {
+		return ""
+	}
+	return *s
+}
+
+// FetchAllMergedPRs fetches all merged PRs using GitHub's search API
+// This is much more efficient than fetching PRs individually
+func (c *Client) FetchAllMergedPRs(since time.Time) ([]*PR, error) {
+	ctx := context.Background()
+	var allPRs []*PR
+
+	// Build search query for merged PRs
+	query := fmt.Sprintf("repo:%s/%s is:pr is:merged", c.owner, c.repo)
+	if !since.IsZero() {
+		query += fmt.Sprintf(" merged:>=%s", since.Format("2006-01-02"))
+	}
+
+	opts := &github.SearchOptions{
+		Sort:  "created",
+		Order: "desc",
+		ListOptions: github.ListOptions{
+			PerPage: 100, // Maximum allowed
+		},
+	}
+
+	for {
+		result, resp, err := c.client.Search.Issues(ctx, query, opts)
+		if err != nil {
+			return allPRs, fmt.Errorf("failed to search PRs: %w", err)
+		}
+
+		// Process PRs in parallel
+		prsChan := make(chan *PR, len(result.Issues))
+		errChan := make(chan error, len(result.Issues))
+		var wg sync.WaitGroup
+		semaphore := make(chan struct{}, 10) // Limit concurrent requests
+
+		for _, issue := range result.Issues {
+			if issue.PullRequestLinks == nil {
+				continue // Not a PR
+			}
+
+			wg.Add(1)
+			go func(prNumber int) {
+				defer wg.Done()
+
+				semaphore <- struct{}{}
+				defer func() { <-semaphore }()
+
+				pr, err := c.fetchSinglePR(ctx, prNumber)
+				if err != nil {
+					errChan <- fmt.Errorf("failed to fetch PR #%d: %w", prNumber, err)
+					return
+				}
+				prsChan <- pr
+			}(*issue.Number)
+		}
+
+		go func() {
+			wg.Wait()
+			close(prsChan)
+			close(errChan)
+		}()
+
+		// Collect results
+		for pr := range prsChan {
+			allPRs = append(allPRs, pr)
+		}
+
+		// Check for errors
+		for err := range errChan {
+			// Log error but continue processing
+			fmt.Fprintf(os.Stderr, "Warning: %v\n", err)
+		}
+
+		if resp.NextPage == 0 {
+			break
+		}
+		opts.Page = resp.NextPage
+	}
+
+	return allPRs, nil
+}
+
+// FetchAllMergedPRsGraphQL fetches all merged PRs with their commits using GraphQL
+// This is the ultimate optimization - gets everything in ~5-10 API calls
+func (c *Client) FetchAllMergedPRsGraphQL(since time.Time) ([]*PR, error) {
+	ctx := context.Background()
+	var allPRs []*PR
+	var after *string
+	totalFetched := 0
+
+	for {
+		// Prepare variables
+		variables := map[string]interface{}{
+			"owner": graphql.String(c.owner),
+			"repo":  graphql.String(c.repo),
+			"after": (*graphql.String)(after),
+		}
+
+		// Execute GraphQL query
+		var query PullRequestsQuery
+		err := c.graphqlClient.Query(ctx, &query, variables)
+		if err != nil {
+			return allPRs, fmt.Errorf("GraphQL query failed: %w", err)
+		}
+
+		prs := query.Repository.PullRequests.Nodes
+		fmt.Fprintf(os.Stderr, "Fetched %d PRs via GraphQL (page %d)\n", len(prs), (totalFetched/100)+1)
+
+		// Convert GraphQL PRs to our PR struct
+		for _, gqlPR := range prs {
+			// If we have a since filter, stop when we reach older PRs
+			if !since.IsZero() && gqlPR.MergedAt.Before(since) {
+				fmt.Fprintf(os.Stderr, "Reached PRs older than %s, stopping\n", since.Format("2006-01-02"))
+				return allPRs, nil
+			}
+
+			pr := &PR{
+				Number:   gqlPR.Number,
+				Title:    gqlPR.Title,
+				Body:     gqlPR.Body,
+				URL:      gqlPR.URL,
+				MergedAt: gqlPR.MergedAt,
+				Commits:  make([]PRCommit, 0, len(gqlPR.Commits.Nodes)),
+			}
+
+			// Handle author - check if it's nil first
+			if gqlPR.Author != nil {
+				pr.Author = gqlPR.Author.Login
+				pr.AuthorURL = gqlPR.Author.URL
+
+				switch gqlPR.Author.Typename {
+				case "Bot":
+					pr.AuthorType = "bot"
+				case "Organization":
+					pr.AuthorType = "organization"
+				case "User":
+					pr.AuthorType = "user"
+				default:
+					pr.AuthorType = "user" // fallback
+					if gqlPR.Author.Typename != "" {
+						fmt.Fprintf(os.Stderr, "PR #%d: Unknown author typename '%s'\n", gqlPR.Number, gqlPR.Author.Typename)
+					}
+				}
+			} else {
+				// Author is nil - try to fetch from REST API as fallback
+				fmt.Fprintf(os.Stderr, "PR #%d: Author is nil in GraphQL response, fetching from REST API\n", gqlPR.Number)
+
+				// Fetch this specific PR from REST API
+				restPR, err := c.fetchSinglePR(ctx, gqlPR.Number)
+				if err == nil && restPR != nil && restPR.Author != "" {
+					pr.Author = restPR.Author
+					pr.AuthorURL = restPR.AuthorURL
+					pr.AuthorType = restPR.AuthorType
+				} else {
+					// Fallback if REST API also fails
+					pr.Author = "[unknown]"
+					pr.AuthorURL = ""
+					pr.AuthorType = "user"
+				}
+			}
+
+			// Convert commits
+			for _, commitNode := range gqlPR.Commits.Nodes {
+				commit := PRCommit{
+					SHA:     commitNode.Commit.OID,
+					Message: strings.TrimSpace(commitNode.Commit.Message),
+					Author:  commitNode.Commit.Author.Name,
+					Date:    commitNode.Commit.AuthoredDate, // Use actual commit timestamp
+				}
+				pr.Commits = append(pr.Commits, commit)
+			}
+
+			allPRs = append(allPRs, pr)
+		}
+
+		totalFetched += len(prs)
+
+		// Check if we need to fetch more pages
+		if !query.Repository.PullRequests.PageInfo.HasNextPage {
+			break
+		}
+
+		after = &query.Repository.PullRequests.PageInfo.EndCursor
+	}
+
+	fmt.Fprintf(os.Stderr, "Total PRs fetched via GraphQL: %d\n", len(allPRs))
+	return allPRs, nil
+}

cmd/generate_changelog/internal/github/email_test.go

@@ -0,0 +1,59 @@
+package github
+
+import (
+	"testing"
+	"time"
+)
+
+func TestPRCommitEmailHandling(t *testing.T) {
+	tests := []struct {
+		name     string
+		commit   PRCommit
+		expected string
+	}{
+		{
+			name: "Valid email field",
+			commit: PRCommit{
+				SHA:     "abc123",
+				Message: "Fix bug in authentication",
+				Author:  "John Doe",
+				Email:   "john.doe@example.com",
+				Date:    time.Now(),
+				Parents: []string{"def456"},
+			},
+			expected: "john.doe@example.com",
+		},
+		{
+			name: "Empty email field",
+			commit: PRCommit{
+				SHA:     "abc123",
+				Message: "Fix bug in authentication",
+				Author:  "John Doe",
+				Email:   "",
+				Date:    time.Now(),
+				Parents: []string{"def456"},
+			},
+			expected: "",
+		},
+		{
+			name: "Email field with proper initialization",
+			commit: PRCommit{
+				SHA:     "def789",
+				Message: "Add new feature",
+				Author:  "Jane Smith",
+				Email:   "jane.smith@company.org",
+				Date:    time.Now(),
+				Parents: []string{"ghi012"},
+			},
+			expected: "jane.smith@company.org",
+		},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			if tt.commit.Email != tt.expected {
+				t.Errorf("Expected email %q, got %q", tt.expected, tt.commit.Email)
+			}
+		})
+	}
+}

cmd/generate_changelog/internal/github/types.go

@@ -0,0 +1,68 @@
+package github
+
+import "time"
+
+type PR struct {
+	Number      int
+	Title       string
+	Body        string
+	Author      string
+	AuthorURL   string
+	AuthorType  string // "user", "organization", or "bot"
+	URL         string
+	MergedAt    time.Time
+	Commits     []PRCommit
+	MergeCommit string
+}
+
+// PRDetails encapsulates all relevant information about a Pull Request.
+type PRDetails struct {
+	*PR
+	State     string
+	Mergeable bool
+}
+
+type PRCommit struct {
+	SHA     string
+	Message string
+	Author  string
+	Email   string    // Author email from GitHub API, empty if not public
+	Date    time.Time // Timestamp field
+	Parents []string  // Parent commits (for merge detection)
+}
+
+// GraphQL query structures for hasura client
+type PullRequestsQuery struct {
+	Repository struct {
+		PullRequests struct {
+			PageInfo struct {
+				HasNextPage bool
+				EndCursor   string
+			}
+			Nodes []struct {
+				Number   int
+				Title    string
+				Body     string
+				URL      string
+				MergedAt time.Time
+				Author   *struct {
+					Typename string `graphql:"__typename"`
+					Login    string `graphql:"login"`
+					URL      string `graphql:"url"`
+				}
+				Commits struct {
+					Nodes []struct {
+						Commit struct {
+							OID          string `graphql:"oid"`
+							Message      string
+							AuthoredDate time.Time `graphql:"authoredDate"`
+							Author       struct {
+								Name string
+							}
+						}
+					}
+				} `graphql:"commits(first: 250)"`
+			}
+		} `graphql:"pullRequests(first: 100, after: $after, states: MERGED, orderBy: {field: UPDATED_AT, direction: DESC})"`
+	} `graphql:"repository(owner: $owner, name: $repo)"`
+}

cmd/generate_changelog/internal/release.go

@@ -0,0 +1,81 @@
+package internal
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/cache"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/config"
+	"github.com/google/go-github/v66/github"
+	"golang.org/x/oauth2"
+)
+
+type ReleaseManager struct {
+	cache       *cache.Cache
+	githubToken string
+	owner       string
+	repo        string
+}
+
+func NewReleaseManager(cfg *config.Config) (*ReleaseManager, error) {
+	cache, err := cache.New(cfg.CacheFile)
+	if err != nil {
+		return nil, fmt.Errorf("failed to create cache: %w", err)
+	}
+
+	return &ReleaseManager{
+		cache:       cache,
+		githubToken: cfg.GitHubToken,
+		owner:       "danielmiessler",
+		repo:        "fabric",
+	}, nil
+}
+
+func (rm *ReleaseManager) Close() error {
+	return rm.cache.Close()
+}
+
+func (rm *ReleaseManager) UpdateReleaseDescription(version string) error {
+	versions, err := rm.cache.GetVersions()
+	if err != nil {
+		return fmt.Errorf("failed to get versions from cache: %w", err)
+	}
+
+	versionData, exists := versions[version]
+	if !exists {
+		return fmt.Errorf("version %s not found in versions table", version)
+	}
+
+	if versionData.AISummary == "" {
+		return fmt.Errorf("ai_summary is empty for version %s", version)
+	}
+
+	releaseBody := fmt.Sprintf("## Changes\n\n%s", versionData.AISummary)
+
+	ctx := context.Background()
+	var client *github.Client
+
+	if rm.githubToken != "" {
+		ts := oauth2.StaticTokenSource(
+			&oauth2.Token{AccessToken: rm.githubToken},
+		)
+		tc := oauth2.NewClient(ctx, ts)
+		client = github.NewClient(tc)
+	} else {
+		client = github.NewClient(nil)
+	}
+
+	release, _, err := client.Repositories.GetReleaseByTag(ctx, rm.owner, rm.repo, version)
+	if err != nil {
+		return fmt.Errorf("failed to get release for version %s: %w", version, err)
+	}
+
+	release.Body = &releaseBody
+	_, _, err = client.Repositories.EditRelease(ctx, rm.owner, rm.repo, *release.ID, release)
+	if err != nil {
+		return fmt.Errorf("failed to update release description for version %s: %w", version, err)
+	}
+
+	fmt.Printf("Successfully updated release description for %s\n", version)
+	return nil
+}

cmd/generate_changelog/main.go

@@ -0,0 +1,117 @@
+package main
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/changelog"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/internal/config"
+	"github.com/danielmiessler/fabric/cmd/generate_changelog/util"
+	"github.com/joho/godotenv"
+	"github.com/spf13/cobra"
+)
+
+var (
+	cfg = &config.Config{}
+)
+
+var rootCmd = &cobra.Command{
+	Use:   "generate_changelog",
+	Short: "Generate changelog from git history and GitHub PRs",
+	Long: `A high-performance changelog generator that walks git history,
+collects version information and pull requests, and generates a
+comprehensive changelog in markdown format.`,
+	RunE:         run,
+	SilenceUsage: true, // Don't show usage on runtime errors, only on flag errors
+}
+
+func init() {
+	rootCmd.Flags().StringVarP(&cfg.RepoPath, "repo", "r", ".", "Repository path")
+	rootCmd.Flags().StringVarP(&cfg.OutputFile, "output", "o", "", "Output file (default: stdout)")
+	rootCmd.Flags().IntVarP(&cfg.Limit, "limit", "l", 0, "Limit number of versions (0 = all)")
+	rootCmd.Flags().StringVarP(&cfg.Version, "version", "v", "", "Generate changelog for specific version")
+	rootCmd.Flags().BoolVar(&cfg.SaveData, "save-data", false, "Save version data to JSON for debugging")
+	rootCmd.Flags().StringVar(&cfg.CacheFile, "cache", "./cmd/generate_changelog/changelog.db", "Cache database file")
+	rootCmd.Flags().BoolVar(&cfg.NoCache, "no-cache", false, "Disable cache usage")
+	rootCmd.Flags().BoolVar(&cfg.RebuildCache, "rebuild-cache", false, "Rebuild cache from scratch")
+	rootCmd.Flags().StringVar(&cfg.GitHubToken, "token", "", "GitHub API token (or set GITHUB_TOKEN env var)")
+	rootCmd.Flags().BoolVar(&cfg.ForcePRSync, "force-pr-sync", false, "Force a full PR sync from GitHub (ignores cache age)")
+	rootCmd.Flags().BoolVar(&cfg.EnableAISummary, "ai-summarize", false, "Generate AI-enhanced summaries using Fabric")
+	rootCmd.Flags().IntVar(&cfg.IncomingPR, "incoming-pr", 0, "Pre-process PR for changelog (provide PR number)")
+	rootCmd.Flags().StringVar(&cfg.ProcessPRsVersion, "process-prs", "", "Process all incoming PR files for release (provide version like v1.4.262)")
+	rootCmd.Flags().StringVar(&cfg.IncomingDir, "incoming-dir", "./cmd/generate_changelog/incoming", "Directory for incoming PR files")
+	rootCmd.Flags().BoolVar(&cfg.Push, "push", false, "Enable automatic git push after creating an incoming entry")
+	rootCmd.Flags().BoolVar(&cfg.SyncDB, "sync-db", false, "Synchronize and validate database integrity with git history and GitHub PRs")
+	rootCmd.Flags().StringVar(&cfg.Release, "release", "", "Update GitHub release description with AI summary for version (e.g., v1.2.3)")
+}
+
+func run(cmd *cobra.Command, args []string) error {
+	if cfg.IncomingPR > 0 && cfg.ProcessPRsVersion != "" {
+		return fmt.Errorf("--incoming-pr and --process-prs are mutually exclusive flags")
+	}
+
+	if cfg.Release != "" && (cfg.IncomingPR > 0 || cfg.ProcessPRsVersion != "" || cfg.SyncDB) {
+		return fmt.Errorf("--release cannot be used with other processing flags")
+	}
+
+	cfg.GitHubToken = util.GetTokenFromEnv(cfg.GitHubToken)
+
+	generator, err := changelog.New(cfg)
+	if err != nil {
+		return fmt.Errorf("failed to create changelog generator: %w", err)
+	}
+
+	if cfg.IncomingPR > 0 {
+		return generator.ProcessIncomingPR(cfg.IncomingPR)
+	}
+
+	if cfg.ProcessPRsVersion != "" {
+		return generator.CreateNewChangelogEntry(cfg.ProcessPRsVersion)
+	}
+
+	if cfg.SyncDB {
+		return generator.SyncDatabase()
+	}
+
+	if cfg.Release != "" {
+		releaseManager, err := internal.NewReleaseManager(cfg)
+		if err != nil {
+			return fmt.Errorf("failed to create release manager: %w", err)
+		}
+		defer releaseManager.Close()
+		return releaseManager.UpdateReleaseDescription(cfg.Release)
+	}
+
+	output, err := generator.Generate()
+	if err != nil {
+		return fmt.Errorf("failed to generate changelog: %w", err)
+	}
+
+	if cfg.OutputFile != "" {
+		if err := os.WriteFile(cfg.OutputFile, []byte(output), 0644); err != nil {
+			return fmt.Errorf("failed to write output file: %w", err)
+		}
+		fmt.Printf("Changelog written to %s\n", cfg.OutputFile)
+	} else {
+		fmt.Print(output)
+	}
+
+	return nil
+}
+
+func main() {
+	// Load .env file from the same directory as the binary
+	if exePath, err := os.Executable(); err == nil {
+		envPath := filepath.Join(filepath.Dir(exePath), ".env")
+		if _, err := os.Stat(envPath); err == nil {
+			// .env file exists, load it
+			if err := godotenv.Load(envPath); err != nil {
+				fmt.Fprintf(os.Stderr, "Warning: Failed to load .env file: %v\n", err)
+			}
+		}
+	}
+
+	rootCmd.Execute()
+}

cmd/generate_changelog/util/token.go

@@ -0,0 +1,31 @@
+package util
+
+import (
+	"os"
+)
+
+// GetTokenFromEnv returns a GitHub token based on the following precedence order:
+//  1. If tokenValue is non-empty, it is returned.
+//  2. Otherwise, if the GITHUB_TOKEN environment variable is set, its value is returned.
+//  3. Otherwise, if the GH_TOKEN environment variable is set, its value is returned.
+//  4. If none of the above are set, an empty string is returned.
+//
+// Example:
+//
+//	os.Setenv("GITHUB_TOKEN", "abc")
+//	os.Setenv("GH_TOKEN", "def")
+//	GetTokenFromEnv("xyz") // returns "xyz"
+//	GetTokenFromEnv("")    // returns "abc"
+//	os.Unsetenv("GITHUB_TOKEN")
+//	GetTokenFromEnv("")    // returns "def"
+//	os.Unsetenv("GH_TOKEN")
+//	GetTokenFromEnv("")    // returns ""
+func GetTokenFromEnv(tokenValue string) string {
+	if tokenValue == "" {
+		tokenValue = os.Getenv("GITHUB_TOKEN")
+		if tokenValue == "" {
+			tokenValue = os.Getenv("GH_TOKEN")
+		}
+	}
+	return tokenValue
+}

common/domain.go

@@ -1,49 +0,0 @@
-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

@@ -1,27 +0,0 @@
-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)
-}

completions/_fabric

@@ -0,0 +1,144 @@
+#compdef fabric fabric-ai
+
+# Zsh completion for fabric CLI
+# Place this file in a directory in your $fpath (e.g. /usr/local/share/zsh/site-functions)
+
+_fabric_patterns() {
+  local -a patterns
+  local cmd=${words[1]}
+  patterns=(${(f)"$($cmd --listpatterns --shell-complete-list 2>/dev/null)"})
+  compadd -X "Patterns:" ${patterns}
+}
+
+_fabric_models() {
+  local -a models
+  local cmd=${words[1]}
+  models=(${(f)"$($cmd --listmodels --shell-complete-list 2>/dev/null)"})
+  compadd -X "Models:" ${models}
+}
+
+_fabric_vendors() {
+  local -a vendors
+  local cmd=${words[1]}
+  vendors=(${(f)"$($cmd --listvendors --shell-complete-list 2>/dev/null)"})
+  compadd -X "Vendors:" ${vendors}
+}
+
+_fabric_contexts() {
+  local -a contexts
+  local cmd=${words[1]}
+  contexts=(${(f)"$($cmd --listcontexts --shell-complete-list 2>/dev/null)"})
+  compadd -X "Contexts:" ${contexts}
+}
+
+_fabric_sessions() {
+  local -a sessions
+  local cmd=${words[1]}
+  sessions=(${(f)"$($cmd --listsessions --shell-complete-list 2>/dev/null)"})
+  compadd -X "Sessions:" ${sessions}
+}
+
+_fabric_strategies() {
+  local -a strategies
+  local cmd=${words[1]}
+  strategies=(${(f)"$($cmd --liststrategies --shell-complete-list 2>/dev/null)"})
+  compadd -X "Strategies:" ${strategies}
+}
+
+_fabric_extensions() {
+  local -a extensions
+  local cmd=${words[1]}
+  extensions=(${(f)"$($cmd --listextensions --shell-complete-list 2>/dev/null)"})
+  compadd -X "Extensions:" ${extensions}
+}
+
+_fabric_gemini_voices() {
+  local -a voices
+  local cmd=${words[1]}
+  voices=(${(f)"$($cmd --list-gemini-voices --shell-complete-list 2>/dev/null)"})
+  compadd -X "Gemini TTS Voices:" ${voices}
+}
+
+_fabric() {
+  local curcontext="$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' \
+    '(-V --vendor)'{-V,--vendor}'[Specify vendor for chosen model (e.g., -V "LM Studio" -m openai/gpt-oss-20b)]:vendor:_fabric_vendors' \
+    '(--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]' \
+    '(--yt-dlp-args)--yt-dlp-args[Additional arguments to pass to yt-dlp]:yt-dlp args:' \
+    '(-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:' \
+    '(--thinking)--thinking[Set reasoning/thinking level]:level:(off low medium high)' \
+    '(-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]' \
+    '(--no-variable-replacement)--no-variable-replacement[Disable pattern variable replacement]' \
+    '(--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]' \
+    '(--search)--search[Enable web search tool for supported models (Anthropic, OpenAI, Gemini)]' \
+    '(--search-location)--search-location[Set location for web search results]:location:' \
+    '(--image-file)--image-file[Save generated image to specified file path]:image file:_files -g "*.png *.webp *.jpeg *.jpg"' \
+    '(--image-size)--image-size[Image dimensions]:size:(1024x1024 1536x1024 1024x1536 auto)' \
+    '(--image-quality)--image-quality[Image quality]:quality:(low medium high auto)' \
+    '(--image-compression)--image-compression[Compression level 0-100 for JPEG/WebP formats]:compression:' \
+    '(--image-background)--image-background[Background type]:background:(opaque transparent)' \
+    '(--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]' \
+    '(--voice)--voice[TTS voice name for supported models]:voice:_fabric_gemini_voices' \
+    '(--list-gemini-voices)--list-gemini-voices[List all available Gemini TTS voices]' \
+    '(--shell-complete-list)--shell-complete-list[Output raw list without headers/formatting (for shell completion)]' \
+    '(--suppress-think)--suppress-think[Suppress text enclosed in thinking tags]' \
+    '(--think-start-tag)--think-start-tag[Start tag for thinking sections (default: <think>)]:start tag:' \
+    '(--think-end-tag)--think-end-tag[End tag for thinking sections (default: </think>)]:end tag:' \
+    '(--disable-responses-api)--disable-responses-api[Disable OpenAI Responses API (default: false)]' \
+    '(--notification)--notification[Send desktop notification when command completes]' \
+    '(--notification-command)--notification-command[Custom command to run for notifications]:notification command:' \
+    '(-h --help)'{-h,--help}'[Show this help message]' \
+    '*:arguments:'
+}
+
+_fabric "$@"

completions/fabric.bash

@@ -0,0 +1,115 @@
+# 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 --vendor -V --modelContextLength --output -o --output-session --latest -n --changeDefaultModel -d --youtube -y --playlist --transcript --transcript-with-timestamps --comments --metadata --yt-dlp-args --language -g --scrape_url -u --scrape_question -q --seed -e --thinking --wipecontext -w --wipesession -W --printcontext --printsession --readability --input-has-vars --no-variable-replacement --dry-run --serve --serveOllama --address --api-key --config --search --search-location --image-file --image-size --image-quality --image-compression --image-background --suppress-think --think-start-tag --think-end-tag --disable-responses-api --voice --list-gemini-voices --notification --notification-command --version --listextensions --addextension --rmextension --strategy --liststrategies --listvendors --shell-complete-list --help -h"
+
+  # Helper function for dynamic completions
+  _fabric_get_list() {
+    "${COMP_WORDS[0]}" "$1" --shell-complete-list 2>/dev/null
+  }
+
+  # Handle completions based on the previous word
+  case "${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
+    ;;
+  -V | --vendor)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listvendors)" -- "${cur}"))
+    return 0
+    ;;
+  -w | --wipecontext)
+    COMPREPLY=($(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)" -- "${cur}"))
+    return 0
+    ;;
+  --thinking)
+    COMPREPLY=($(compgen -W "off low medium high" -- "${cur}"))
+    return 0
+    ;;
+  --rmextension)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --listextensions)" -- "${cur}"))
+    return 0
+    ;;
+  --strategy)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --liststrategies)" -- "${cur}"))
+    return 0
+    ;;
+  --voice)
+    COMPREPLY=($(compgen -W "$(_fabric_get_list --list-gemini-voices)" -- "${cur}"))
+    return 0
+    ;;
+  # Options requiring file/directory paths
+  -a | --attachment | -o | --output | --config | --addextension | --image-file)
+    _filedir
+    return 0
+    ;;
+  # Image generation options with specific values
+  --image-size)
+    COMPREPLY=($(compgen -W "1024x1024 1536x1024 1024x1536 auto" -- "$cur"))
+    return 0
+    ;;
+  --image-quality)
+    COMPREPLY=($(compgen -W "low medium high auto" -- "$cur"))
+    return 0
+    ;;
+  --image-background)
+    COMPREPLY=($(compgen -W "opaque transparent" -- "$cur"))
+    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 | --yt-dlp-args | -g | --language | -u | --scrape_url | -q | --scrape_question | -e | --seed | --address | --api-key | --search-location | --image-compression | --think-start-tag | --think-end-tag | --notification-command)
+    # 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 fabric-ai

completions/fabric.fish

@@ -0,0 +1,135 @@
+# 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
+        set cmd (commandline -opc)[1]
+        $cmd --listpatterns --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_models
+        set cmd (commandline -opc)[1]
+        $cmd --listmodels --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_vendors
+        set cmd (commandline -opc)[1]
+        $cmd --listvendors --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_contexts
+        set cmd (commandline -opc)[1]
+        $cmd --listcontexts --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_sessions
+        set cmd (commandline -opc)[1]
+        $cmd --listsessions --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_strategies
+        set cmd (commandline -opc)[1]
+        $cmd --liststrategies --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_extensions
+        set cmd (commandline -opc)[1]
+        $cmd --listextensions --shell-complete-list 2>/dev/null
+end
+
+function __fabric_get_gemini_voices
+        set cmd (commandline -opc)[1]
+        $cmd --list-gemini-voices --shell-complete-list 2>/dev/null
+end
+
+# Main completion function
+function __fabric_register_completions
+        set cmd $argv[1]
+        complete -c $cmd -f
+
+        # Flag completions with arguments
+        complete -c $cmd -s p -l pattern -d "Choose a pattern from the available patterns" -a "(__fabric_get_patterns)"
+        complete -c $cmd -s v -l variable -d "Values for pattern variables, e.g. -v=#role:expert -v=#points:30"
+        complete -c $cmd -s C -l context -d "Choose a context from the available contexts" -a "(__fabric_get_contexts)"
+        complete -c $cmd -l session -d "Choose a session from the available sessions" -a "(__fabric_get_sessions)"
+        complete -c $cmd -s a -l attachment -d "Attachment path or URL (e.g. for OpenAI image recognition messages)" -r
+        complete -c $cmd -s t -l temperature -d "Set temperature (default: 0.7)"
+        complete -c $cmd -s T -l topp -d "Set top P (default: 0.9)"
+        complete -c $cmd -s P -l presencepenalty -d "Set presence penalty (default: 0.0)"
+        complete -c $cmd -s F -l frequencypenalty -d "Set frequency penalty (default: 0.0)"
+        complete -c $cmd -s m -l model -d "Choose model" -a "(__fabric_get_models)"
+        complete -c $cmd -s V -l vendor -d "Specify vendor for chosen model (e.g., -V \"LM Studio\" -m openai/gpt-oss-20b)" -a "(__fabric_get_vendors)"
+        complete -c $cmd -l modelContextLength -d "Model context length (only affects ollama)"
+        complete -c $cmd -s o -l output -d "Output to file" -r
+        complete -c $cmd -s n -l latest -d "Number of latest patterns to list (default: 0)"
+        complete -c $cmd -s y -l youtube -d "YouTube video or play list URL to grab transcript, comments from it"
+        complete -c $cmd -s g -l language -d "Specify the Language Code for the chat, e.g. -g=en -g=zh"
+        complete -c $cmd -s u -l scrape_url -d "Scrape website URL to markdown using Jina AI"
+        complete -c $cmd -s q -l scrape_question -d "Search question using Jina AI"
+        complete -c $cmd -s e -l seed -d "Seed to be used for LMM generation"
+        complete -c $cmd -l thinking -d "Set reasoning/thinking level" -a "off low medium high"
+        complete -c $cmd -s w -l wipecontext -d "Wipe context" -a "(__fabric_get_contexts)"
+        complete -c $cmd -s W -l wipesession -d "Wipe session" -a "(__fabric_get_sessions)"
+        complete -c $cmd -l printcontext -d "Print context" -a "(__fabric_get_contexts)"
+        complete -c $cmd -l printsession -d "Print session" -a "(__fabric_get_sessions)"
+        complete -c $cmd -l address -d "The address to bind the REST API (default: :8080)"
+        complete -c $cmd -l api-key -d "API key used to secure server routes"
+        complete -c $cmd -l config -d "Path to YAML config file" -r -a "*.yaml *.yml"
+        complete -c $cmd -l search-location -d "Set location for web search results (e.g., 'America/Los_Angeles')"
+        complete -c $cmd -l image-file -d "Save generated image to specified file path (e.g., 'output.png')" -r -a "*.png *.webp *.jpeg *.jpg"
+        complete -c $cmd -l image-size -d "Image dimensions: 1024x1024, 1536x1024, 1024x1536, auto (default: auto)" -a "1024x1024 1536x1024 1024x1536 auto"
+        complete -c $cmd -l image-quality -d "Image quality: low, medium, high, auto (default: auto)" -a "low medium high auto"
+        complete -c $cmd -l image-compression -d "Compression level 0-100 for JPEG/WebP formats (default: not set)" -r
+        complete -c $cmd -l image-background -d "Background type: opaque, transparent (default: opaque, only for PNG/WebP)" -a "opaque transparent"
+        complete -c $cmd -l addextension -d "Register a new extension from config file path" -r -a "*.yaml *.yml"
+        complete -c $cmd -l rmextension -d "Remove a registered extension by name" -a "(__fabric_get_extensions)"
+        complete -c $cmd -l strategy -d "Choose a strategy from the available strategies" -a "(__fabric_get_strategies)"
+        complete -c $cmd -l think-start-tag -d "Start tag for thinking sections (default: <think>)"
+        complete -c $cmd -l think-end-tag -d "End tag for thinking sections (default: </think>)"
+        complete -c $cmd -l voice -d "TTS voice name for supported models (e.g., Kore, Charon, Puck)" -a "(__fabric_get_gemini_voices)"
+        complete -c $cmd -l notification-command -d "Custom command to run for notifications (overrides built-in notifications)"
+
+        # Boolean flags (no arguments)
+        complete -c $cmd -s S -l setup -d "Run setup for all reconfigurable parts of fabric"
+        complete -c $cmd -s s -l stream -d "Stream"
+        complete -c $cmd -s r -l raw -d "Use the defaults of the model without sending chat options"
+        complete -c $cmd -s l -l listpatterns -d "List all patterns"
+        complete -c $cmd -s L -l listmodels -d "List all available models"
+        complete -c $cmd -s x -l listcontexts -d "List all contexts"
+        complete -c $cmd -s X -l listsessions -d "List all sessions"
+        complete -c $cmd -s U -l updatepatterns -d "Update patterns"
+        complete -c $cmd -s c -l copy -d "Copy to clipboard"
+        complete -c $cmd -l output-session -d "Output the entire session to the output file"
+        complete -c $cmd -s d -l changeDefaultModel -d "Change default model"
+        complete -c $cmd -l playlist -d "Prefer playlist over video if both ids are present in the URL"
+        complete -c $cmd -l transcript -d "Grab transcript from YouTube video and send to chat"
+        complete -c $cmd -l transcript-with-timestamps -d "Grab transcript from YouTube video with timestamps"
+        complete -c $cmd -l comments -d "Grab comments from YouTube video and send to chat"
+        complete -c $cmd -l metadata -d "Output video metadata"
+        complete -c $cmd -l yt-dlp-args -d "Additional arguments to pass to yt-dlp (e.g. '--cookies-from-browser brave')"
+        complete -c $cmd -l readability -d "Convert HTML input into a clean, readable view"
+       complete -c $cmd -l input-has-vars -d "Apply variables to user input"
+       complete -c $cmd -l no-variable-replacement -d "Disable pattern variable replacement"
+       complete -c $cmd -l dry-run -d "Show what would be sent to the model without actually sending it"
+        complete -c $cmd -l search -d "Enable web search tool for supported models (Anthropic, OpenAI, Gemini)"
+        complete -c $cmd -l serve -d "Serve the Fabric Rest API"
+        complete -c $cmd -l serveOllama -d "Serve the Fabric Rest API with ollama endpoints"
+        complete -c $cmd -l version -d "Print current version"
+        complete -c $cmd -l listextensions -d "List all registered extensions"
+        complete -c $cmd -l liststrategies -d "List all strategies"
+        complete -c $cmd -l listvendors -d "List all vendors"
+        complete -c $cmd -l list-gemini-voices -d "List all available Gemini TTS voices"
+        complete -c $cmd -l shell-complete-list -d "Output raw list without headers/formatting (for shell completion)"
+        complete -c $cmd -l suppress-think -d "Suppress text enclosed in thinking tags"
+        complete -c $cmd -l disable-responses-api -d "Disable OpenAI Responses API (default: false)"
+        complete -c $cmd -l notification -d "Send desktop notification when command completes"
+        complete -c $cmd -s h -l help -d "Show this help message"
+end
+
+__fabric_register_completions fabric
+__fabric_register_completions fabric-ai

completions/setup-completions.sh

@@ -0,0 +1,503 @@
+#!/bin/sh
+
+# Fabric Shell Completions Setup Script
+# This script automatically installs shell completions for the fabric CLI
+# based on your current shell and the installed fabric command name.
+
+set -e
+
+# Global variables
+DRY_RUN=false
+# Base URL to fetch completion files when not available locally
+# Can be overridden via environment variable FABRIC_COMPLETIONS_BASE_URL
+FABRIC_COMPLETIONS_BASE_URL="${FABRIC_COMPLETIONS_BASE_URL:-https://raw.githubusercontent.com/danielmiessler/Fabric/refs/heads/main/completions}"
+TEMP_DIR=""
+
+# Colors for output
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+BLUE='\033[0;34m'
+CYAN='\033[0;36m'
+NC='\033[0m' # No Color
+
+# Function to print colored output
+print_info() {
+    printf "${BLUE}[INFO]${NC} %s\n" "$1"
+}
+
+print_success() {
+    printf "${GREEN}[SUCCESS]${NC} %s\n" "$1"
+}
+
+print_warning() {
+    printf "${YELLOW}[WARNING]${NC} %s\n" "$1"
+}
+
+print_error() {
+    printf "${RED}[ERROR]${NC} %s\n" "$1"
+}
+
+print_dry_run() {
+    printf "${CYAN}[DRY-RUN]${NC} %s\n" "$1"
+}
+
+# Function to execute commands with dry-run support
+execute_command() {
+    cmd="$1"
+
+    if [ "$DRY_RUN" = true ]; then
+        print_dry_run "Would run: $cmd"
+        return 0
+    else
+        eval "$cmd" 2>/dev/null
+    fi
+}
+
+# Simple downloader that prefers curl, falls back to wget
+to_github_raw_url() {
+    in_url="$1"
+    case "$in_url" in
+        https://github.com/*/*/blob/*)
+            # Convert blob URL to raw
+            # https://github.com/{owner}/{repo}/blob/{ref}/path -> https://raw.githubusercontent.com/{owner}/{repo}/{ref}/path
+            echo "$in_url" | sed -E 's#https://github.com/([^/]+)/([^/]+)/blob/([^/]+)/#https://raw.githubusercontent.com/\1/\2/\3/#'
+            ;;
+        https://github.com/*/*/tree/*)
+            # Convert tree URL base + file path to raw
+            # https://github.com/{owner}/{repo}/tree/{ref}/path -> https://raw.githubusercontent.com/{owner}/{repo}/{ref}/path
+            echo "$in_url" | sed -E 's#https://github.com/([^/]+)/([^/]+)/tree/([^/]+)/#https://raw.githubusercontent.com/\1/\2/\3/#'
+            ;;
+        *)
+            echo "$in_url"
+            ;;
+    esac
+}
+
+# Simple downloader that prefers curl, falls back to wget
+download_file() {
+    url="$1"
+    dest="$2"
+
+    if [ "$DRY_RUN" = true ]; then
+        print_dry_run "Would download: $url -> $dest"
+        return 0
+    fi
+
+    eff_url="$(to_github_raw_url "$url")"
+
+    if command -v curl >/dev/null 2>&1; then
+        curl -fsSL "$eff_url" -o "$dest"
+        return $?
+    elif command -v wget >/dev/null 2>&1; then
+        wget -q "$eff_url" -O "$dest"
+        return $?
+    else
+        print_error "Neither 'curl' nor 'wget' is available to download: $url"
+        return 1
+    fi
+}
+
+# Attempt to obtain completion files. If local copies are missing,
+# download them into a temporary directory and return that directory path.
+obtain_completion_files() {
+    obf_script_dir="$1"
+    obf_need_download=false
+
+    if [ ! -f "$obf_script_dir/_fabric" ] || [ ! -f "$obf_script_dir/fabric.bash" ] || [ ! -f "$obf_script_dir/fabric.fish" ]; then
+        obf_need_download=true
+    fi
+
+    if [ "$obf_need_download" = false ]; then
+        echo "$obf_script_dir"
+        return 0
+    fi
+
+    # Note: write only to stderr in this function except for the final echo which returns the path
+    printf "%s\n" "[INFO] Local completion files not found; will download from GitHub." 1>&2
+    printf "%s\n" "[INFO] Source: $FABRIC_COMPLETIONS_BASE_URL" 1>&2
+
+    if [ "$DRY_RUN" = true ]; then
+    printf "%s\n" "[DRY-RUN] Would create temporary directory for downloads" 1>&2
+    echo "$obf_script_dir" # Keep using original for dry-run copies
+        return 0
+    fi
+
+    TEMP_DIR="$(mktemp -d 2>/dev/null || mktemp -d -t fabric-completions)"
+    if [ ! -d "$TEMP_DIR" ]; then
+    print_error "Failed to create temporary directory for downloads."
+        return 1
+    fi
+
+    if ! download_file "$FABRIC_COMPLETIONS_BASE_URL/_fabric" "$TEMP_DIR/_fabric"; then
+        print_error "Failed to download _fabric"
+        return 1
+    fi
+    if [ ! -s "$TEMP_DIR/_fabric" ] || head -n1 "$TEMP_DIR/_fabric" | grep -qi "^<!DOCTYPE\|^<html"; then
+        print_error "Downloaded _fabric appears invalid (empty or HTML). Check FABRIC_COMPLETIONS_BASE_URL."
+        return 1
+    fi
+    if ! download_file "$FABRIC_COMPLETIONS_BASE_URL/fabric.bash" "$TEMP_DIR/fabric.bash"; then
+        print_error "Failed to download fabric.bash"
+        return 1
+    fi
+    if [ ! -s "$TEMP_DIR/fabric.bash" ] || head -n1 "$TEMP_DIR/fabric.bash" | grep -qi "^<!DOCTYPE\|^<html"; then
+        print_error "Downloaded fabric.bash appears invalid (empty or HTML). Check FABRIC_COMPLETIONS_BASE_URL."
+        return 1
+    fi
+    if ! download_file "$FABRIC_COMPLETIONS_BASE_URL/fabric.fish" "$TEMP_DIR/fabric.fish"; then
+        print_error "Failed to download fabric.fish"
+        return 1
+    fi
+    if [ ! -s "$TEMP_DIR/fabric.fish" ] || head -n1 "$TEMP_DIR/fabric.fish" | grep -qi "^<!DOCTYPE\|^<html"; then
+        print_error "Downloaded fabric.fish appears invalid (empty or HTML). Check FABRIC_COMPLETIONS_BASE_URL."
+        return 1
+    fi
+
+    echo "$TEMP_DIR"
+}
+
+# Ensure directory exists, try sudo on permission failure
+ensure_dir() {
+    dir="$1"
+    # Expand ~ if present
+    case "$dir" in
+        ~/*)
+            dir="$HOME${dir#~}"
+            ;;
+    esac
+
+    if [ -d "$dir" ]; then
+        return 0
+    fi
+
+    if [ "$DRY_RUN" = true ]; then
+        print_dry_run "Would run: mkdir -p \"$dir\""
+        print_dry_run "If permission denied, would run: sudo mkdir -p \"$dir\""
+        return 0
+    fi
+
+    if mkdir -p "$dir" 2>/dev/null; then
+        return 0
+    fi
+    if command -v sudo >/dev/null 2>&1 && sudo mkdir -p "$dir" 2>/dev/null; then
+        return 0
+    fi
+    print_error "Failed to create directory: $dir"
+    return 1
+}
+
+# Copy file with sudo fallback on permission failure
+install_file() {
+    src="$1"
+    dest="$2"
+
+    if [ "$DRY_RUN" = true ]; then
+        print_dry_run "Would run: cp \"$src\" \"$dest\""
+        print_dry_run "If permission denied, would run: sudo cp \"$src\" \"$dest\""
+        return 0
+    fi
+
+    if cp "$src" "$dest" 2>/dev/null; then
+        return 0
+    fi
+    if command -v sudo >/dev/null 2>&1 && sudo cp "$src" "$dest" 2>/dev/null; then
+        return 0
+    fi
+    print_error "Failed to install file to: $dest"
+    return 1
+}
+
+# Function to detect fabric command name
+detect_fabric_command() {
+    if command -v fabric >/dev/null 2>&1; then
+        echo "fabric"
+    elif command -v fabric-ai >/dev/null 2>&1; then
+        echo "fabric-ai"
+    else
+        print_error "Neither 'fabric' nor 'fabric-ai' command found in PATH"
+        exit 1
+    fi
+}
+
+# Function to detect shell
+detect_shell() {
+    if [ -n "$SHELL" ]; then
+        basename "$SHELL"
+    else
+        print_warning "SHELL environment variable not set, defaulting to sh"
+        echo "sh"
+    fi
+}
+
+# Function to get script directory
+get_script_dir() {
+    # Get the directory where this script is located
+    script_path="$(readlink -f "$0" 2>/dev/null || realpath "$0" 2>/dev/null || echo "$0")"
+    dirname "$script_path"
+}
+
+# Function to setup Zsh completions
+setup_zsh_completions() {
+    fabric_cmd="$1"
+    script_dir="$2"
+    completion_file="_${fabric_cmd}"
+
+    print_info "Setting up Zsh completions for '$fabric_cmd'..."
+
+    # Try to use existing $fpath first, then fall back to default directories
+    zsh_dirs=""
+
+    # Check if user's shell is zsh and try to get fpath from it
+    if [ "$(basename "$SHELL")" = "zsh" ] && command -v zsh >/dev/null 2>&1; then
+        # Get fpath from zsh by sourcing user's .zshrc first
+        fpath_output=$(zsh -c "source \$HOME/.zshrc 2>/dev/null && print -l \$fpath" 2>/dev/null | head -5 | tr '\n' ' ')
+        if [ -n "$fpath_output" ] && [ "$fpath_output" != "" ]; then
+            print_info "Using directories from zsh \$fpath"
+            zsh_dirs="$fpath_output"
+        fi
+    fi
+
+    # If we couldn't get fpath or it's empty, use default directories
+    if [ -z "$zsh_dirs" ] || [ "$zsh_dirs" = "" ]; then
+        print_info "Using default zsh completion directories"
+        zsh_dirs="/usr/local/share/zsh/site-functions /opt/homebrew/share/zsh/site-functions /usr/share/zsh/site-functions ~/.local/share/zsh/site-functions"
+    fi
+
+    installed=false
+
+    for dir in $zsh_dirs; do
+        # Create directory (with sudo fallback if needed)
+        if ensure_dir "$dir"; then
+            if install_file "$script_dir/_fabric" "$dir/$completion_file"; then
+                if [ "$DRY_RUN" = true ]; then
+                    print_success "Would install Zsh completion to: $dir/$completion_file"
+                else
+                    print_success "Installed Zsh completion to: $dir/$completion_file"
+                fi
+                installed=true
+                break
+            fi
+        fi
+    done
+
+    if [ "$installed" = false ]; then
+        if [ "$DRY_RUN" = true ]; then
+            print_warning "Would attempt to install Zsh completions but no writable directory found."
+        else
+            print_error "Failed to install Zsh completions. Try running with sudo or check permissions."
+            return 1
+        fi
+    fi
+
+    if [ "$DRY_RUN" = true ]; then
+        print_info "Would suggest: Restart your shell or run 'autoload -U compinit && compinit' to enable completions."
+    else
+        print_info "Restart your shell or run 'autoload -U compinit && compinit' to enable completions."
+    fi
+}
+
+# Function to setup Bash completions
+setup_bash_completions() {
+    fabric_cmd="$1"
+    script_dir="$2"
+    completion_file="${fabric_cmd}.bash"
+
+    print_info "Setting up Bash completions for '$fabric_cmd'..."
+
+    # Try different completion directories
+    bash_dirs="/etc/bash_completion.d /usr/local/etc/bash_completion.d /opt/homebrew/etc/bash_completion.d ~/.local/share/bash-completion/completions"
+    installed=false
+
+    for dir in $bash_dirs; do
+        if ensure_dir "$dir"; then
+            if install_file "$script_dir/fabric.bash" "$dir/$completion_file"; then
+                if [ "$DRY_RUN" = true ]; then
+                    print_success "Would install Bash completion to: $dir/$completion_file"
+                else
+                    print_success "Installed Bash completion to: $dir/$completion_file"
+                fi
+                installed=true
+                break
+            fi
+        fi
+    done
+
+    if [ "$installed" = false ]; then
+        if [ "$DRY_RUN" = true ]; then
+            print_warning "Would attempt to install Bash completions but no writable directory found."
+        else
+            print_error "Failed to install Bash completions. Try running with sudo or check permissions."
+            return 1
+        fi
+    fi
+
+    if [ "$DRY_RUN" = true ]; then
+        print_info "Would suggest: Restart your shell or run 'source ~/.bashrc' to enable completions."
+    else
+        print_info "Restart your shell or run 'source ~/.bashrc' to enable completions."
+    fi
+}
+
+# Function to setup Fish completions
+setup_fish_completions() {
+    fabric_cmd="$1"
+    script_dir="$2"
+    completion_file="${fabric_cmd}.fish"
+
+    print_info "Setting up Fish completions for '$fabric_cmd'..."
+
+    # Fish completion directory
+    fish_dir="$HOME/.config/fish/completions"
+
+    if [ "$DRY_RUN" = true ]; then
+        print_dry_run "Would run: mkdir -p \"$fish_dir\""
+        print_dry_run "Would run: cp \"$script_dir/fabric.fish\" \"$fish_dir/$completion_file\""
+        print_success "Would install Fish completion to: $fish_dir/$completion_file"
+        print_info "Fish will automatically load the completions (no restart needed)."
+    elif mkdir -p "$fish_dir" 2>/dev/null; then
+        if cp "$script_dir/fabric.fish" "$fish_dir/$completion_file"; then
+            print_success "Installed Fish completion to: $fish_dir/$completion_file"
+            print_info "Fish will automatically load the completions (no restart needed)."
+        else
+            print_error "Failed to copy Fish completion file."
+            return 1
+        fi
+    else
+        print_error "Failed to create Fish completions directory: $fish_dir"
+        return 1
+    fi
+}
+
+# Function to setup completions for other shells
+setup_other_shell_completions() {
+    fabric_cmd="$1"
+    shell_name="$2"
+    script_dir="$3"
+
+    print_warning "Shell '$shell_name' is not directly supported."
+    print_info "You can manually source the completion files:"
+    print_info "  Bash-compatible: source $script_dir/fabric.bash"
+    print_info "  Zsh-compatible: source $script_dir/_fabric"
+}
+
+# Function to show help
+show_help() {
+    cat << EOF
+Fabric Shell Completions Setup Script
+
+USAGE:
+    setup-completions.sh [OPTIONS]
+
+OPTIONS:
+    --dry-run    Show what commands would be run without executing them
+    --help       Show this help message
+
+DESCRIPTION:
+    This script automatically installs shell completions for the fabric CLI
+    based on your current shell and the installed fabric command name.
+
+        The script will use completion files from the same directory as the script
+        when available. If they are not present (e.g., when running via curl), it
+        will download them from GitHub:
+
+            $FABRIC_COMPLETIONS_BASE_URL
+
+        You can override the download source by setting
+        FABRIC_COMPLETIONS_BASE_URL to your preferred location.
+
+    Supports: zsh, bash, fish
+
+    The script will:
+    1. Detect whether 'fabric' or 'fabric-ai' is installed
+    2. Detect your current shell from the SHELL environment variable
+    3. Install the appropriate completion file with the correct name
+    4. Try multiple standard completion directories
+
+EXAMPLES:
+        ./setup-completions.sh                  # Install completions
+        ./setup-completions.sh --dry-run        # Show what would be done
+        FABRIC_COMPLETIONS_BASE_URL="https://raw.githubusercontent.com/<owner>/<repo>/main/completions" \\
+            ./setup-completions.sh               # Override download source
+        ./setup-completions.sh --help           # Show this help
+
+EOF
+}
+
+# Main function
+main() {
+    # Parse command line arguments
+    while [ $# -gt 0 ]; do
+        case "$1" in
+            --dry-run)
+                DRY_RUN=true
+                shift
+                ;;
+            --help|-h)
+                show_help
+                exit 0
+                ;;
+            *)
+                print_error "Unknown option: $1"
+                print_info "Use --help for usage information."
+                exit 1
+                ;;
+        esac
+    done
+
+    print_info "Fabric Shell Completions Setup"
+    print_info "==============================="
+
+    if [ "$DRY_RUN" = true ]; then
+        print_info "DRY RUN MODE - Commands will be shown but not executed"
+        print_info ""
+    fi
+
+    # Get script directory and obtain completion files (local or downloaded)
+    script_dir="$(get_script_dir)"
+    script_dir="$(obtain_completion_files "$script_dir" || echo "")"
+    if [ -z "$script_dir" ]; then
+        print_error "Unable to obtain completion files. Aborting."
+        exit 1
+    fi
+
+    # If we downloaded into a temp dir, arrange cleanup at process exit
+    if [ -n "$TEMP_DIR" ] && [ -d "$TEMP_DIR" ]; then
+        trap 'if [ -n "$TEMP_DIR" ] && [ -d "$TEMP_DIR" ]; then rm -rf "$TEMP_DIR"; fi' EXIT INT TERM
+    fi
+
+    # Detect fabric command
+    fabric_cmd="$(detect_fabric_command)"
+    print_info "Detected fabric command: $fabric_cmd"
+
+    # Detect shell
+    shell_name="$(detect_shell)"
+    print_info "Detected shell: $shell_name"
+
+    # Setup completions based on shell
+    case "$shell_name" in
+        zsh)
+            setup_zsh_completions "$fabric_cmd" "$script_dir"
+            ;;
+        bash)
+            setup_bash_completions "$fabric_cmd" "$script_dir"
+            ;;
+        fish)
+            setup_fish_completions "$fabric_cmd" "$script_dir"
+            ;;
+        *)
+            setup_other_shell_completions "$fabric_cmd" "$shell_name" "$script_dir"
+            ;;
+    esac
+
+    if [ "$DRY_RUN" = true ]; then
+        print_success "Dry-run completed! The above commands would set up shell completions."
+        print_info "Run without --dry-run to actually install the completions."
+    else
+        print_success "Shell completion setup completed!"
+        print_info "You can now use tab completion with the '$fabric_cmd' command."
+    fi
+}
+
+# Run main function
+main "$@"

core/plugin_registry.go

@@ -1,271 +0,0 @@
-package core
-
-import (
-	"bytes"
-	"fmt"
-	"os"
-	"path/filepath"
-	"strconv"
-
-	"github.com/danielmiessler/fabric/plugins/ai/exolab"
-	"github.com/danielmiessler/fabric/plugins/ai/grokai"
-	"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/cerebras"
-	"github.com/danielmiessler/fabric/plugins/ai/deepseek"
-	"github.com/danielmiessler/fabric/plugins/ai/dryrun"
-	"github.com/danielmiessler/fabric/plugins/ai/gemini"
-	"github.com/danielmiessler/fabric/plugins/ai/groq"
-	"github.com/danielmiessler/fabric/plugins/ai/litellm"
-	"github.com/danielmiessler/fabric/plugins/ai/lmstudio"
-	"github.com/danielmiessler/fabric/plugins/ai/mistral"
-	"github.com/danielmiessler/fabric/plugins/ai/ollama"
-	"github.com/danielmiessler/fabric/plugins/ai/openai"
-	"github.com/danielmiessler/fabric/plugins/ai/openrouter"
-	"github.com/danielmiessler/fabric/plugins/ai/siliconcloud"
-	"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)
-
-	ret.VendorsAll.AddVendors(
-		openai.NewClient(),
-		ollama.NewClient(),
-		azure.NewClient(),
-		groq.NewClient(),
-		gemini.NewClient(),
-		//gemini_openai.NewClient(),
-		anthropic.NewClient(),
-		siliconcloud.NewClient(),
-		openrouter.NewClient(),
-		lmstudio.NewClient(),
-		mistral.NewClient(),
-		deepseek.NewClient(),
-		exolab.NewClient(),
-		litellm.NewClient(),
-		grokai.NewClient(),
-		cerebras.NewClient(),
-	)
-	_ = ret.Configure()
-
-	return
-}
-
-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.PatternsLoader, o.YouTube, o.Language, o.Jina, o.Strategies)
-
-	for {
-		groupsPlugins.Print()
-
-		if answerErr := setupQuestion.Ask("Plugin Number"); answerErr != nil {
-			break
-		}
-
-		if setupQuestion.Value == "" {
-			break
-		}
-		number, parseErr := strconv.Atoi(setupQuestion.Value)
-		setupQuestion.Value = ""
-
-		if parseErr == nil {
-			var plugin plugins.Plugin
-			if _, plugin, err = groupsPlugins.GetGroupAndItemByItemNumber(number); err != nil {
-				return
-			}
-
-			if pluginSetupErr := plugin.Setup(); pluginSetupErr != nil {
-				println(pluginSetupErr.Error())
-			} else {
-				if err = o.SaveEnvFile(); err != nil {
-					break
-				}
-			}
-
-			if _, ok := o.VendorManager.VendorsByName[plugin.GetName()]; !ok {
-				var vendor ai.Vendor
-				if vendor, ok = plugin.(ai.Vendor); ok {
-					o.VendorManager.AddVendors(vendor)
-				}
-			}
-		} else {
-			break
-		}
-	}
-
-	err = o.SaveEnvFile()
-
-	return
-}
-
-func (o *PluginRegistry) SetupVendor(vendorName string) (err error) {
-	if err = o.VendorsAll.SetupVendor(vendorName, o.VendorManager.VendorsByName); err != nil {
-		return
-	}
-	err = o.SaveEnvFile()
-	return
-}
-
-func (o *PluginRegistry) ConfigureVendors() {
-	o.VendorManager.Clear()
-	for _, vendor := range o.VendorsAll.Vendors {
-		if vendorErr := vendor.Configure(); vendorErr == nil {
-			o.VendorManager.AddVendors(vendor)
-		}
-	}
-}
-
-func (o *PluginRegistry) GetModels() (ret *ai.VendorsModels, err error) {
-	o.ConfigureVendors()
-	ret, err = o.VendorManager.GetModels()
-	return
-}
-
-// Configure buildClient VendorsController based on the environment variables
-func (o *PluginRegistry) Configure() (err error) {
-	o.ConfigureVendors()
-	_ = o.Defaults.Configure()
-	_ = o.PatternsLoader.Configure()
-
-	//YouTube and Jina are not mandatory, so ignore not configured error
-	_ = o.YouTube.Configure()
-	_ = o.Jina.Configure()
-	_ = o.Language.Configure()
-	return
-}
-
-func (o *PluginRegistry) GetChatter(model string, modelContextLength int, strategy string, stream bool, dryRun bool) (ret *Chatter, err error) {
-	ret = &Chatter{
-		db:     o.Db,
-		Stream: stream,
-		DryRun: dryRun,
-	}
-
-	defaultModel := o.Defaults.Model.Value
-	defaultModelContextLength, err := strconv.Atoi(o.Defaults.ModelContextLength.Value)
-	defaultVendor := o.Defaults.Vendor.Value
-	vendorManager := o.VendorManager
-
-	if err != nil {
-		defaultModelContextLength = 0
-		err = nil
-	}
-
-	ret.modelContextLength = modelContextLength
-	if ret.modelContextLength == 0 {
-		ret.modelContextLength = defaultModelContextLength
-	}
-
-	if dryRun {
-		ret.vendor = dryrun.NewClient()
-		ret.model = model
-		if ret.model == "" {
-			ret.model = defaultModel
-		}
-	} else if model == "" {
-		ret.vendor = vendorManager.FindByName(defaultVendor)
-		ret.model = defaultModel
-	} else {
-		var models *ai.VendorsModels
-		if models, err = vendorManager.GetModels(); err != nil {
-			return
-		}
-		ret.vendor = vendorManager.FindByName(models.FindGroupsByItemFirst(model))
-		ret.model = model
-	}
-
-	if ret.vendor == nil {
-		var errMsg string
-		if defaultModel == "" || defaultVendor == "" {
-			errMsg = "Please run, fabric --setup, and select default model and vendor."
-		} else {
-			errMsg = "could not find vendor."
-		}
-		err = fmt.Errorf(
-			" Requested Model = %s\n Default Model = %s\n Default Vendor = %s.\n\n%s",
-			model, defaultModel, defaultVendor, errMsg)
-		return
-	}
-	ret.strategy = strategy
-	return
-}

core/plugin_registry_test.go

@@ -1,21 +0,0 @@
-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)
-	}
-}

data/patterns/analyze_debate/system.md

@@ -22,19 +22,20 @@ Take a deep breath and think step by step about how to best accomplish this goal
     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. 
+    - A list of arguments attributed to participants with names and quotes. Each argument summary must be EXACTLY 16 words. 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".
+    - A list of agreements the participants have reached. Each agreement summary must be EXACTLY 16 words, followed by names and quotes. This must be under the heading "AGREEMENTS".
+    - A list of disagreements the participants were unable to resolve. Each disagreement summary must be EXACTLY 16 words, followed by names and quotes explaining why they remained unresolved. This must be under the heading "DISAGREEMENTS".
+    - A list of possible misunderstandings. Each misunderstanding summary must be EXACTLY 16 words, followed by names and quotes explaining why they may have occurred. This must be under the heading "POSSIBLE MISUNDERSTANDINGS".
+    - A list of learnings from the debate. Each learning must be EXACTLY 16 words. This must be under the heading "LEARNINGS".
+    - A list of takeaways that highlight ideas to think about, sources to explore, and actionable items. Each takeaway must be EXACTLY 16 words. This must be under the heading "TAKEAWAYS".
 
 # OUTPUT INSTRUCTIONS
 
 - Output all sections above.
-- Use Markdown to structure your output.
+- Do not use any markdown formatting (no asterisks, no bullet points, no headers).
+- Keep all agreements, arguments, recommendations, learnings, and takeaways to EXACTLY 16 words each.
 - When providing quotes, these quotes should clearly express the points you are using them for. If necessary, use multiple quotes.
 
 # INPUT:

data/patterns/analyze_paper/system.md

@@ -8,19 +8,19 @@ Take a deep breath and think step by step about how to best accomplish this goal
 
 - Consume the entire paper and think deeply about it.
 
-- Map out all the claims and implications on a virtual whiteboard in your mind.
+- Map out all the claims and implications on a giant virtual whiteboard in your mind.
 
 # OUTPUT 
 
-- Extract a summary of the paper and its conclusions into a 25-word sentence called SUMMARY.
+- Extract a summary of the paper and its conclusions into a 16-word sentence called SUMMARY.
 
 - Extract the list of authors in a section called AUTHORS.
 
 - Extract the list of organizations the authors are associated, e.g., which university they're at, with in a section called AUTHOR ORGANIZATIONS.
 
-- Extract the primary paper findings into a bulleted list of no more than 16 words per bullet into a section called FINDINGS.
+- Extract the most surprising and interesting paper findings into a 10 bullets of no more than 16 words per bullet into a section called FINDINGS.
 
-- Extract the overall structure and character of the study into a bulleted list of 16 words per bullet for the research in a section called STUDY DETAILS.
+- Extract the overall structure and character of the study into a bulleted list of 16 words per bullet for the research in a section called STUDY OVERVIEW.
 
 - Extract the study quality by evaluating the following items in a section called STUDY QUALITY that has the following bulleted sub-sections:
 
@@ -76,7 +76,9 @@ END EXAMPLE CHART
 
 - SUMMARY STATEMENT:
 
-A final 25-word summary of the paper, its findings, and what we should do about it if it's true.
+A final 16-word summary of the paper, its findings, and what we should do about it if it's true.
+
+Also add 5 8-word bullets of how you got to that rating and conclusion / summary.
 
 # RATING NOTES
 
@@ -84,21 +86,23 @@ A final 25-word summary of the paper, its findings, and what we should do about
 
 - An A would be a paper that is novel, rigorous, empirical, and has no conflicts of interest.
 
-- A paper could get an A if it's theoretical but everything else would have to be perfect.
+- A paper could get an A if it's theoretical but everything else would have to be VERY good.
 
 - The stronger the claims the stronger the evidence needs to be, as well as the transparency into the methodology. If the paper makes strong claims, but the evidence or transparency is weak, then the RIGOR score should be lowered.
 
 - Remove at least 1 grade (and up to 2) for papers where compelling data is provided but it's not clear what exact tests were run and/or how to reproduce those tests. 
 
-- Do not relax this transparency requirement for papers that claim security reasons.
-
-- If a paper does not clearly articulate its methodology in a way that's replicable, lower the RIGOR and overall score significantly.
+- Do not relax this transparency requirement for papers that claim security reasons. If they didn't show their work we have to assume the worst given the reproducibility crisis..
 
 - Remove up to 1-3 grades for potential conflicts of interest indicated in the report.
 
+# ANALYSIS INSTRUCTIONS
+
+- Tend towards being more critical. Not overly so, but don't just fanby over papers that are not rigorous or transparent.
+ 
 # OUTPUT INSTRUCTIONS
 
-- Output all sections above.
+- After deeply considering all the sections above and how they interact with each other, output all sections above.
 
 - Ensure the scoring looks closely at the reproducibility and transparency of the methodology, and that it doesn't give a pass to papers that don't provide the data or methodology for safety or other reasons.
 
@@ -108,7 +112,7 @@ Known         [-2--------]    Novel
 Weak          [-------8--]    Rigorous
 Theoretical   [--3-------]     Empirical
 
-- For the findings and other analysis sections, write at the 9th-grade reading level. This means using short sentences and simple words/concepts to explain everything.
+- For the findings and other analysis sections, and in fact all writing, write in the clear, approachable style of Paul Graham.
 
 - Ensure there's a blank line between each bullet of output.
 
@@ -120,4 +124,3 @@ Theoretical   [--3-------]     Empirical
 
 # INPUT:
 
-INPUT:

data/patterns/analyze_paper_simple/system.md

@@ -0,0 +1,122 @@
+# IDENTITY and PURPOSE
+
+You are a research paper analysis service focused on determining the primary findings of the paper and analyzing its scientific rigor and quality.
+
+Take a deep breath and think step by step about how to best accomplish this goal using the following steps.
+
+# STEPS
+
+- Consume the entire paper and think deeply about it.
+
+- Map out all the claims and implications on a virtual whiteboard in your mind.
+
+# FACTORS TO CONSIDER
+
+- Extract a summary of the paper and its conclusions into a 25-word sentence called SUMMARY.
+
+- Extract the list of authors in a section called AUTHORS.
+
+- Extract the list of organizations the authors are associated, e.g., which university they're at, with in a section called AUTHOR ORGANIZATIONS.
+
+- Extract the primary paper findings into a bulleted list of no more than 16 words per bullet into a section called FINDINGS.
+
+- Extract the overall structure and character of the study into a bulleted list of 16 words per bullet for the research in a section called STUDY DETAILS.
+
+- Extract the study quality by evaluating the following items in a section called STUDY QUALITY that has the following bulleted sub-sections:
+
+- STUDY DESIGN: (give a 15 word description, including the pertinent data and statistics.)
+
+- SAMPLE SIZE: (give a 15 word description, including the pertinent data and statistics.)
+
+- CONFIDENCE INTERVALS (give a 15 word description, including the pertinent data and statistics.)
+
+- P-VALUE (give a 15 word description, including the pertinent data and statistics.)
+
+- EFFECT SIZE (give a 15 word description, including the pertinent data and statistics.)
+
+- CONSISTENCE OF RESULTS (give a 15 word description, including the pertinent data and statistics.)
+
+- METHODOLOGY TRANSPARENCY (give a 15 word description of the methodology quality and documentation.)
+
+- STUDY REPRODUCIBILITY (give a 15 word description, including how to fully reproduce the study.)
+
+- Data Analysis Method (give a 15 word description, including the pertinent data and statistics.)
+
+- Discuss any Conflicts of Interest in a section called CONFLICTS OF INTEREST. Rate the conflicts of interest as NONE DETECTED, LOW, MEDIUM, HIGH, or CRITICAL.
+
+- Extract the researcher's analysis and interpretation in a section called RESEARCHER'S INTERPRETATION, in a 15-word sentence.
+
+- In a section called PAPER QUALITY output the following sections:
+
+- Novelty: 1 - 10 Rating, followed by a 15 word explanation for the rating.
+
+- Rigor: 1 - 10 Rating, followed by a 15 word explanation for the rating.
+
+- Empiricism: 1 - 10 Rating, followed by a 15 word explanation for the rating.
+
+- Rating Chart: Create a chart like the one below that shows how the paper rates on all these dimensions. 
+
+- Known to Novel is how new and interesting and surprising the paper is on a scale of 1 - 10.
+
+- Weak to Rigorous is how well the paper is supported by careful science, transparency, and methodology on a scale of 1 - 10.
+
+- Theoretical to Empirical is how much the paper is based on purely speculative or theoretical ideas or actual data on a scale of 1 - 10. Note: Theoretical papers can still be rigorous and novel and should not be penalized overall for being Theoretical alone.
+
+EXAMPLE CHART for 7, 5, 9 SCORES (fill in the actual scores):
+
+Known         [------7---]    Novel
+Weak          [----5-----]    Rigorous
+Theoretical   [--------9-]     Empirical
+
+END EXAMPLE CHART
+
+- FINAL SCORE:
+
+- A - F based on the scores above, conflicts of interest, and the overall quality of the paper. On a separate line, give a 15-word explanation for the grade.
+
+- SUMMARY STATEMENT:
+
+A final 25-word summary of the paper, its findings, and what we should do about it if it's true.
+
+# RATING NOTES
+
+- If the paper makes claims and presents stats but doesn't show how it arrived at these stats, then the Methodology Transparency would be low, and the RIGOR score should be lowered as well.
+
+- An A would be a paper that is novel, rigorous, empirical, and has no conflicts of interest.
+
+- A paper could get an A if it's theoretical but everything else would have to be perfect.
+
+- The stronger the claims the stronger the evidence needs to be, as well as the transparency into the methodology. If the paper makes strong claims, but the evidence or transparency is weak, then the RIGOR score should be lowered.
+
+- Remove at least 1 grade (and up to 2) for papers where compelling data is provided but it's not clear what exact tests were run and/or how to reproduce those tests. 
+
+- Do not relax this transparency requirement for papers that claim security reasons.
+
+- If a paper does not clearly articulate its methodology in a way that's replicable, lower the RIGOR and overall score significantly.
+
+- Remove up to 1-3 grades for potential conflicts of interest indicated in the report.
+
+- Ensure the scoring looks closely at the reproducibility and transparency of the methodology, and that it doesn't give a pass to papers that don't provide the data or methodology for safety or other reasons.
+
+# OUTPUT INSTRUCTIONS
+
+Output only the following—not all the sections above.
+
+Use Markdown bullets with dashes for the output (no bold or italics (asterisks)).
+
+- The Title of the Paper, starting with the word TITLE:
+- A 16-word sentence summarizing the paper's main claim, in the style of Paul Graham, starting with the word SUMMARY: which is not part of the 16 words.
+- A 32-word summary of the implications stated or implied by the paper, in the style of Paul Graham, starting with the word IMPLICATIONS: which is not part of the 32 words.
+- A 32-word summary of the primary recommendation stated or implied by the paper, in the style of Paul Graham, starting with the word RECOMMENDATION: which is not part of the 32 words.
+- A 32-word bullet covering the authors of the paper and where they're out of, in the style of Paul Graham, starting with the word AUTHORS: which is not part of the 32 words.
+- A 32-word bullet covering the methodology, including the type of research, how many studies it looked at, how many experiments, the p-value, etc. In other words the various aspects of the research that tell us the amount and type of rigor that went into the paper, in the style of Paul Graham, starting with the word METHODOLOGY: which is not part of the 32 words.
+- A 32-word bullet covering any potential conflicts or bias that can logically be inferred by the authors, their affiliations, the methodology, or any other related information in the paper, in the style of Paul Graham, starting with the word CONFLICT/BIAS: which is not part of the 32 words.
+- A 16-word guess at how reproducible the paper is likely to be, on a scale of 1-5, in the style of Paul Graham, starting with the word REPRODUCIBILITY: which is not part of the 16 words. Output the score as n/5, not spelled out. Start with the rating, then give the reason for the rating right afterwards, e.g.: "2/5 — The paper ...".
+
+- In the markdown, don't use formatting like bold or italics. Make the output maximally readable in plain text.
+
+- Do not output warnings or notes—just output the requested sections.
+
+# INPUT:
+
+INPUT:

data/patterns/analyze_terraform_plan/system.md

@@ -0,0 +1,24 @@
+# IDENTITY and PURPOSE
+
+You are an expert Terraform plan analyser. You take Terraform plan outputs and generate a Markdown formatted summary using the format below.
+
+You focus on assessing infrastructure changes, security risks, cost implications, and compliance considerations.
+
+## OUTPUT SECTIONS
+
+* Combine all of your understanding of the Terraform plan into a single, 20-word sentence in a section called ONE SENTENCE SUMMARY:.
+* Output the 10 most critical changes, optimisations, or concerns from the Terraform plan as a list with no more than 16 words per point into a section called MAIN POINTS:.
+* Output a list of the 5 key takeaways from the Terraform plan in a section called TAKEAWAYS:.
+
+## OUTPUT INSTRUCTIONS
+
+* Create the output using the formatting above.
+* You only output human-readable Markdown.
+* Output numbered lists, not bullets.
+* Do not output warnings or notes—just the requested sections.
+* Do not repeat items in the output sections.
+* Do not start items with the same opening words.
+
+## INPUT
+
+INPUT:

data/patterns/apply_ul_tags/system.md

@@ -0,0 +1,49 @@
+# IDENTITY
+
+You are a superintelligent expert on content of all forms, with deep understanding of which topics, categories, themes, and tags apply to any piece of content.
+
+# GOAL
+
+Your goal is to output a JSON object called tags, with the following tags applied if the content is significantly about their topic.
+
+- **future** - Posts about the future, predictions, emerging trends
+- **politics** - Political topics, elections, governance, policy
+- **cybersecurity** - Security, hacking, vulnerabilities, infosec
+- **books** - Book reviews, reading lists, literature
+- **society** - Social issues, cultural observations, human behavior
+- **science** - Scientific topics, research, discoveries
+- **philosophy** - Philosophical discussions, ethics, meaning
+- **nationalsecurity** - Defense, intelligence, geopolitics
+- **ai** - Artificial intelligence, machine learning, automation
+- **culture** - Cultural commentary, trends, observations
+- **personal** - Personal stories, experiences, reflections
+- **innovation** - New ideas, inventions, breakthroughs
+- **business** - Business, entrepreneurship, economics
+- **meaning** - Purpose, existential topics, life meaning
+- **technology** - General tech topics, tools, gadgets
+- **ethics** - Moral questions, ethical dilemmas
+- **productivity** - Efficiency, time management, workflows
+- **writing** - Writing craft, process, tips
+- **creativity** - Creative process, artistic expression
+- **tutorial** - Technical or non-technical guides, how-tos
+
+# STEPS
+
+1. Deeply understand the content and its themes and categories and topics.
+2. Evaluate the list of tags above.
+3. Determine which tags apply to the content.
+4. Output the "tags" JSON object.
+
+# NOTES
+
+- It's ok, and quite normal, for multiple tags to apply—which is why this is tags and not categories
+- All AI posts should have the technology tag, and that's ok. But not all technology posts are about AI, and therefore the AI tag needs to be evaluated separately. That goes for all potentially nested or conflicted tags.
+- Be a bit conservative in applying tags. If a piece of content is only tangentially related to a tag, don't include it.
+
+# OUTPUT INSTRUCTIONS
+
+- Output ONLY the JSON object, and nothing else. 
+
+- That means DO NOT OUTPUT the ```json format indicator. ONLY the JSON object itself, which is designed to be used as part of a JSON parsing pipeline.
+
+