Patterns and techniques for evaluating and improving AI agent outputs.
日本語の概要は準備中です。原文の説明を表示しています。
Releases CLI tools. GitHub Actions build matrix, artifact staging, Releases, checksums.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Unified release CI/CD pipeline for .NET CLI tools: GitHub Actions workflow producing all distribution formats from a single version tag trigger, build matrix per Runtime Identifier (RID), artifact staging between jobs, GitHub Releases with SHA-256 checksums, automated Homebrew formula and winget manifest PR creation, and SemVer versioning strategy with git tags.
Version assumptions: .NET 8.0+ baseline. GitHub Actions workflow syntax v2. Patterns apply to any CI system but examples use GitHub Actions.
Cross-references: [skill:dotnet-cli-distribution] for RID matrix and publish strategy, [skill:dotnet-cli-packaging] for package format authoring, [skill:dotnet-native-aot] for AOT publish configuration, [skill:dotnet-containers] for container-based distribution.
Use Semantic Versioning (SemVer) with git tags as the single source of truth for release versions.
Tag format: v{major}.{minor}.{patch} (e.g., v1.2.3)
# Tag a release
git tag -a v1.2.3 -m "Release v1.2.3"
git push origin v1.2.3
```bash
### Version Flow
```text
git tag v1.2.3
│
▼
GitHub Actions trigger (on push tags: v*)
│
▼
Extract version from tag: GITHUB_REF_NAME → v1.2.3 → 1.2.3
│
▼
Pass to dotnet publish /p:Version=1.2.3
│
▼
Embed in binary (--version output)
│
▼
Stamp in package manifests (Homebrew, winget, Scoop, NuGet)
```text
### Extracting Version from Tag
```yaml
- name: Extract version from tag
id: version
run: echo "version=${GITHUB_REF_NAME#v}" >> "$GITHUB_OUTPUT"
# v1.2.3 → 1.2.3
```text
### Pre-release Versions
```bash
# Pre-release tag
git tag -a v1.3.0-rc.1 -m "Release candidate 1"
# CI detects pre-release and skips package manager submissions
# but still creates GitHub Release as pre-release
```text
---
## Unified GitHub Actions Workflow
### Complete Workflow
```yaml
name: Release
on:
push:
tags:
- 'v[0-9]+.[0-9]+.[0-9]+*' # v1.2.3, v1.2.3-rc.1
permissions:
contents: write # Create GitHub Releases
defaults:
run:
shell: bash
env:
PROJECT: src/MyCli/MyCli.csproj
DOTNET_VERSION: '8.0.x'
jobs:
build:
strategy:
matrix:
include:
- rid: linux-x64
os: ubuntu-latest
- rid: linux-arm64
os: ubuntu-latest
- rid: osx-arm64
os: macos-latest
- rid: win-x64
os: windows-latest
runs-on: ${{ matrix.os }}
steps:
- uses: actions/checkout@v4
- uses: actions/setup-dotnet@v4
with:
dotnet-version: ${{ env.DOTNET_VERSION }}
- name: Extract version
id: version
shell: bash
run: echo "version=${GITHUB_REF_NAME#v}" >> "$GITHUB_OUTPUT"
- name: Publish
run: >-
dotnet publish ${{ env.PROJECT }} -c Release -r ${{ matrix.rid }} -o ./publish /p:Version=${{
steps.version.outputs.version }}
- name: Package (Unix)
if: runner.os != 'Windows'
run: |
set -euo pipefail
cd publish
tar -czf "$GITHUB_WORKSPACE/mytool-${{ steps.version.outputs.version }}-${{ matrix.rid }}.tar.gz" .
- name: Package (Windows)
if: runner.os == 'Windows'
shell: pwsh
run: |
Compress-Archive -Path "publish/*" `
-DestinationPath "mytool-${{ steps.version.outputs.version }}-${{ matrix.rid }}.zip"
- name: Upload artifact
uses: actions/upload-artifact@v4
with:
name: release-${{ matrix.rid }}
path: |
*.tar.gz
*.zip
release:
needs: build
runs-on: ubuntu-latest
steps:
- name: Extract version
id: version
run: echo "version=${GITHUB_REF_NAME#v}" >> "$GITHUB_OUTPUT"
- name: Download all artifacts
uses: actions/download-artifact@v4
with:
path: artifacts
merge-multiple: true
- name: Generate checksums
working-directory: artifacts
run: |
set -euo pipefail
shasum -a 256 *.tar.gz *.zip > checksums-sha256.txt
cat checksums-sha256.txt
- name: Detect pre-release
id: prerelease
run: |
set -euo pipefail
if [[ "${{ steps.version.outputs.version }}" == *-* ]]; then
echo "is_prerelease=true" >> "$GITHUB_OUTPUT"
else
echo "is_prerelease=false" >> "$GITHUB_OUTPUT"
fi
# Pin third-party actions to a commit SHA in production for supply-chain security
- name: Create GitHub Release
uses: softprops/action-gh-release@v2
with:
name: v${{ steps.version.outputs.version }}
prerelease: ${{ steps.prerelease.outputs.is_prerelease }}
generate_release_notes: true
files: |
artifacts/*.tar.gz
artifacts/*.zip
artifacts/checksums-sha256.txt
publish-nuget:
needs: release
if: ${{ !contains(github.ref_name, '-') }} # Skip pre-releases
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-dotnet@v4
with:
dotnet-version: ${{ env.DOTNET_VERSION }}
- name: Extract version
id: version
run: echo "version=${GITHUB_REF_NAME#v}" >> "$GITHUB_OUTPUT"
- name: Pack
run: >-
dotnet pack ${{ env.PROJECT }} -c Release /p:Version=${{ steps.version.outputs.version }} -o ./nupkgs
- name: Push to NuGet
run: >-
dotnet nuget push ./nupkgs/*.nupkg --source https://api.nuget.org/v3/index.json --api-key ${{
secrets.NUGET_API_KEY }}
```json
---
## Build Matrix per RID
### Matrix Strategy
The build matrix produces one artifact per RID. Each RID runs on the appropriate runner OS.
```yaml
strategy:
matrix:
include:
- rid: linux-x64
os: ubuntu-latest
- rid: linux-arm64
os: ubuntu-latest # Cross-compile ARM64 on x64 runner
- rid: osx-arm64
os: macos-latest # Native ARM64 runner
- rid: win-x64
os: windows-latest
```text
### Cross-Compilation Notes
- **linux-arm64 on ubuntu-latest:** .NET supports cross-compilation for managed (non-AOT) builds.
`dotnet publish -r linux-arm64` on an x64 runner produces a valid ARM64 binary without QEMU. For Native AOT,
cross-compiling ARM64 on an x64 runner requires the ARM64 cross-compilation toolchain (`gcc-aarch64-linux-gnu` or
equivalent). See [skill:dotnet-native-aot] for cross-compile prerequisites.
- **osx-arm64:** Use `macos-latest` (which provides ARM64 runners) for native compilation. Cross-compiling macOS ARM64
from Linux is not supported.
- **win-x64 on windows-latest:** Native compilation on Windows runner.
### Extended Matrix (Optional)
```yaml
strategy:
matrix:
include:
# Primary targets
- rid: linux-x64
os: ubuntu-latest
- rid: linux-arm64
os: ubuntu-latest
- rid: osx-arm64
os: macos-latest
- rid: win-x64
os: windows-latest
# Extended targets
- rid: osx-x64
os: macos-13 # Intel macOS runner
- rid: linux-musl-x64
os: ubuntu-latest # Alpine musl cross-compile
```text
---
## Artifact Staging
### Upload Per-RID Artifacts
Each matrix job uploads its artifact with a RID-specific name:
```yaml
- name: Upload artifact
uses: actions/upload-artifact@v4
with:
name: release-${{ matrix.rid }}
path: |
*.tar.gz
*.zip
retention-days: 1 # Short retention -- artifacts are published to GitHub Releases
```text
### Download in Release Job
The release job downloads all artifacts from the build matrix:
```yaml
- name: Download all artifacts
uses: actions/download-artifact@v4
with:
path: artifacts
merge-multiple: true # Merge all release-* artifacts into one directory
```text
After download, `artifacts/` contains:
```text
artifacts/
mytool-1.2.3-linux-x64.tar.gz
mytool-1.2.3-linux-arm64.tar.gz
mytool-1.2.3-osx-arm64.tar.gz
mytool-1.2.3-win-x64.zip
```text
---
## GitHub Releases with Checksums
### Checksum Generation
```yaml
- name: Generate checksums
working-directory: artifacts
run: |
set -euo pipefail
shasum -a 256 *.tar.gz *.zip > checksums-sha256.txt
cat checksums-sha256.txt
```text
**Output format (checksums-sha256.txt):**
```text
abc123... mytool-1.2.3-linux-x64.tar.gz
def456... mytool-1.2.3-linux-arm64.tar.gz
ghi789... mytool-1.2.3-osx-arm64.tar.gz
jkl012... mytool-1.2.3-win-x64.zip
```text
### Creating the Release
```yaml
- name: Create GitHub Release
uses: softprops/action-gh-release@v2
with:
name: v${{ steps.version.outputs.version }}
prerelease: ${{ steps.prerelease.outputs.is_prerelease }}
generate_release_notes: true
files: |
artifacts/*.tar.gz
artifacts/*.zip
artifacts/checksums-sha256.txt
```text
`generate_release_notes: true` auto-generates release notes from merged PRs and commit messages since the last tag.
---
## Automated Formula/Manifest PR Creation
### Homebrew Formula Update
After the GitHub Release is published, update the Homebrew tap automatically:
```yaml
update-homebrew:
needs: release
if: ${{ !contains(github.ref_name, '-') }}
runs-on: ubuntu-latest
steps:
- name: Extract version
id: version
run: echo "version=${GITHUB_REF_NAME#v}" >> "$GITHUB_OUTPUT"
- uses: actions/checkout@v4
with:
repository: myorg/homebrew-tap
token: ${{ secrets.TAP_GITHUB_TOKEN }}
- name: Download checksums
run: |
set -euo pipefail
curl -sL "https://github.com/myorg/mytool/releases/download/v${{ steps.version.outputs.version }}/checksums-sha256.txt" \
-o checksums.txt
- name: Update formula
run: |
set -euo pipefail
VERSION="${{ steps.version.outputs.version }}"
LINUX_X64_SHA=$(grep "linux-x64" checksums.txt | awk '{print $1}')
LINUX_ARM64_SHA=$(grep "linux-arm64" checksums.txt | awk '{print $1}')
OSX_ARM64_SHA=$(grep "osx-arm64" checksums.txt | awk '{print $1}')
# Use sed or a templating script to update Formula/mytool.rb
# with new version and SHA-256 values
python3 scripts/update-formula.py \
--version "$VERSION" \
--linux-x64-sha "$LINUX_X64_SHA" \
--linux-arm64-sha "$LINUX_ARM64_SHA" \
--osx-arm64-sha "$OSX_ARM64_SHA"
- name: Create PR
uses: peter-evans/create-pull-request@v6
with:
title: 'mytool ${{ steps.version.outputs.version }}'
commit-message: 'Update mytool to ${{ steps.version.outputs.version }}'
branch: 'update-mytool-${{ steps.version.outputs.version }}'
body: |
Automated update for mytool v${{ steps.version.outputs.version }}
Release: https://github.com/myorg/mytool/releases/tag/v${{ steps.version.outputs.version }}
```text
### winget Manifest Update
```yaml
update-winget:
needs: release
if: ${{ !contains(github.ref_name, '-') }}
runs-on: windows-latest
steps:
- name: Extract version
id: version
shell: bash
run: echo "version=${GITHUB_REF_NAME#v}" >> "$GITHUB_OUTPUT"
- name: Submit to winget-pkgs
uses: vedantmgoyal9/winget-releaser@main
with:
identifier: MyOrg.MyTool
version: ${{ steps.version.outputs.version }}
installers-regex: '\.zip$'
token: ${{ secrets.WINGET_GITHUB_TOKEN }}
```text
### Scoop Manifest Update
```yaml
update-scoop:
needs: release
if: ${{ !contains(github.ref_name, '-') }}
runs-on: ubuntu-latest
steps:
- name: Extract version
id: version
run: echo "version=${GITHUB_REF_NAME#v}" >> "$GITHUB_OUTPUT"
- uses: actions/checkout@v4
with:
repository: myorg/scoop-mytool
token: ${{ secrets.SCOOP_GITHUB_TOKEN }}
- name: Download checksums
run: |
set -euo pipefail
curl -sL "https://github.com/myorg/mytool/releases/download/v${{ steps.version.outputs.version }}/checksums-sha256.txt" \
-o checksums.txt
- name: Update manifest
run: |
set -euo pipefail
VERSION="${{ steps.version.outputs.version }}"
WIN_X64_SHA=$(grep "win-x64" checksums.txt | awk '{print $1}')
# Update bucket/mytool.json with new version and hash
jq --arg v "$VERSION" --arg h "$WIN_X64_SHA" \
'.version = $v | .architecture."64bit".hash = $h |
.architecture."64bit".url = "https://github.com/myorg/mytool/releases/download/v\($v)/mytool-\($v)-win-x64.zip"' \
bucket/mytool.json > tmp.json && mv tmp.json bucket/mytool.json
- name: Create PR
uses: peter-evans/create-pull-request@v6
with:
title: 'mytool ${{ steps.version.outputs.version }}'
commit-message: 'Update mytool to ${{ steps.version.outputs.version }}'
branch: 'update-mytool-${{ steps.version.outputs.version }}'
```text
---
## Versioning Strategy Details
### SemVer for CLI Tools
| Change Type | Version Bump | Example |
| -------------------------------- | ------------------ | -------------- |
| Breaking CLI flag rename/removal | Major | 1.x.x -> 2.0.0 |
| New command or option | Minor | x.1.x -> x.2.0 |
| Bug fix, performance improvement | Patch | x.x.1 -> x.x.2 |
| Release candidate | Pre-release suffix | x.x.x-rc.1 |
### Version Embedding
The version flows from the git tag through `dotnet publish` into the binary:
```xml
<!-- .csproj -- Version is set at publish time via /p:Version -->
<PropertyGroup>
<!-- Fallback version for local development -->
<Version>0.0.0-dev</Version>
</PropertyGroup>
```text
```bash
# --version output matches the git tag
$ mytool --version
1.2.3
```bash
### Tagging Workflow
```bash
# 1. Update CHANGELOG.md (if applicable)
# 2. Commit the changelog
git commit -am "docs: update changelog for v1.2.3"
# 3. Tag the release
git tag -a v1.2.3 -m "Release v1.2.3"
# 4. Push tag -- triggers the release workflow
git push origin v1.2.3
```text
---
## Workflow Security
### Secret Management
```yaml
# Required repository secrets:
# NUGET_API_KEY - NuGet.org API key for package publishing
# TAP_GITHUB_TOKEN - PAT with repo scope for homebrew-tap
# WINGET_GITHUB_TOKEN - PAT with public_repo scope for winget-pkgs PRs
# SCOOP_GITHUB_TOKEN - PAT with repo scope for scoop bucket
# CHOCO_API_KEY - Chocolatey API key for package push
```text
### Permissions
```yaml
permissions:
contents: write # Minimum: create GitHub Releases and upload assets
```yaml
Use job-level permissions when different jobs need different scopes. Never grant `write-all`.
---
## Agent Gotchas
1. **Do not use `set -e` without `set -o pipefail` in GitHub Actions bash steps.** Without `pipefail`, a failing command
piped to `tee` or another utility exits 0, masking the failure. Always use `set -euo pipefail`.
2. **Do not hardcode the .NET version in the publish path.** Use `dotnet publish -o ./publish` to control the output
directory explicitly. Hardcoding `net8.0` in artifact paths breaks when upgrading to .NET 9+.
3. **Do not skip the pre-release detection step.** Package manager submissions (Homebrew, winget, Scoop, Chocolatey,
NuGet) must be gated on stable versions. Publishing a `-rc.1` to winget-pkgs or NuGet as stable causes user
confusion.
4. **Do not use `actions/upload-artifact` v3 with `merge-multiple`.** The `merge-multiple` parameter requires
`actions/download-artifact@v4`. Using v3 silently ignores the flag and creates nested directories.
5. **Do not forget `retention-days: 1` on intermediate build artifacts.** Release artifacts are published to GitHub
Releases (permanent). Workflow artifacts are temporary and should expire quickly to save storage.
6. **Do not create GitHub Releases with `gh release create` in a matrix job.** Only the release job (after all builds
complete) should create the release. Matrix jobs upload artifacts; the release job assembles them.
---
## Code Navigation (Serena MCP)
**Primary approach:** Use Serena symbol operations for efficient code navigation:
1. **Find definitions**: `serena_find_symbol` instead of text search
2. **Understand structure**: `serena_get_symbols_overview` for file organization
3. **Track references**: `serena_find_referencing_symbols` for impact analysis
4. **Precise edits**: `serena_replace_symbol_body` for clean modifications
**When to use Serena vs traditional tools:**
- ✅ **Use Serena**: Navigation, refactoring, dependency analysis, precise edits
- ✅ **Use Read/Grep**: Reading full files, pattern matching, simple text operations
- ✅ **Fallback**: If Serena unavailable, traditional tools work fine
**Example workflow:**
```text
# Instead of:
Read: src/Services/OrderService.cs
Grep: "public void ProcessOrder"
# Use:
serena_find_symbol: "OrderService/ProcessOrder"
serena_get_symbols_overview: "src/Services/OrderService.cs"
```
## References
- [GitHub Actions workflow syntax](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions)
- [softprops/action-gh-release](https://github.com/softprops/action-gh-release)
- [peter-evans/create-pull-request](https://github.com/peter-evans/create-pull-request)
- [vedantmgoyal9/winget-releaser](https://github.com/vedantmgoyal9/winget-releaser)
- [Semantic Versioning](https://semver.org/)
- [.NET versioning](https://learn.microsoft.com/en-us/dotnet/core/versions/)
- [GitHub Actions artifacts](https://docs.github.com/en/actions/using-workflows/storing-workflow-data-as-artifacts)
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Patterns and techniques for evaluating and improving AI agent outputs.
日本語の概要は準備中です。原文の説明を表示しています。
Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness while providing detailed improvement recommendations.
日本語の概要は準備中です。原文の説明を表示しています。
Use when user requests research requiring multiple sources, comprehensive analysis, or synthesis across topics - technical research, domain knowledge gathering, market analysis, or learning about complex subjects
日本語の概要は準備中です。原文の説明を表示しています。
AI-powered wiki generation for code repositories with commands, agents, and skills
日本語の概要は準備中です。原文の説明を表示しています。
Use when building .NET 10 or C# 14 applications; when using minimal APIs, modular monolith patterns, or feature folders; when implementing HTTP resilience, Options pattern, Channels, or validation; when seeing outdated patterns like old extension method syntax
日本語の概要は準備中です。原文の説明を表示しています。
Implements accessible .NET UI. SemanticProperties, ARIA, AutomationPeer, testing per platform.
日本語の概要は準備中です。原文の説明を表示しています。