GitHub Actions Pat
bifrost-proxy/bifrost
用 Personal Access Token 通过 GitHub REST API 分析 Actions CI 的失败 run/job/step、拉取日志、轮询运行状态、做 PR code review,并驱动 fix → push → watch → iterate 的闭环。Token 只从 GITHUBTOKEN 环境变量读取,不落盘、不回显。适合在 bifrost remote /…
Google Gemini CLI code review with Gemini 2.5 Pro, 1M token context, CI/CD integration
$ npx skills add alinaqi/maggy --skill gemini-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install alinaqi/maggy gemini-review --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/gemini-review .claude/skills/gemini-review && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "gemini-review" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/gemini-review into .claude/skills/gemini-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gemini-review", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/alinaqi/maggy/tree/main/skills/gemini-reviewType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add alinaqi/maggy --skill gemini-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install alinaqi/maggy gemini-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/gemini-review .agents/skills/gemini-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "gemini-review" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/gemini-review into .agents/skills/gemini-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gemini-review", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add alinaqi/maggy --skill gemini-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install alinaqi/maggy gemini-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/gemini-review .cursor/skills/gemini-review && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "gemini-review" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/gemini-review into .cursor/skills/gemini-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gemini-review", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/alinaqi/maggy.git --path skills/gemini-review--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add alinaqi/maggy --skill gemini-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install alinaqi/maggy gemini-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/gemini-review .gemini/skills/gemini-review && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "gemini-review" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/gemini-review into .gemini/skills/gemini-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gemini-review", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install alinaqi/maggy gemini-reviewInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add alinaqi/maggy --skill gemini-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/gemini-review .github/skills/gemini-review && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "gemini-review" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/gemini-review into .github/skills/gemini-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gemini-review", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add alinaqi/maggy --skill gemini-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install alinaqi/maggy gemini-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/alinaqi/maggy.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/gemini-review .opencode/skills/gemini-review && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "gemini-review" agent skill from https://github.com/alinaqi/maggy/tree/main/skills/gemini-review into .opencode/skills/gemini-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gemini-review", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
gemini-reviewGoogle Gemini CLI code review with Gemini 2.5 Pro, 1M token context, CI/CD integration
Gemini Review is an agent skill from alinaqi/maggy. Google Gemini CLI code review with Gemini 2.5 Pro, 1M token context, CI/CD integration
Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud, covering CI/CD and Code review. It works with Google Gemini and GitHub. The repository describes itself as: What started as an opinionated Claude Code setup kit is now an autonomous AI engineering command center. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 72a456e. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
geminibrewnvmnpmnodenpxgitFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
github.comaistudio.google.comAlso links to:
codeassist.googleFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
GEMINI_API_KEYGOOGLE_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Gemini Review loads about 2.7k tokens when it runs. Until then it costs about 25 tokens; SKILL.md has 466 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from alinaqi/maggy at commit 72a456e, republished under its MIT licence (© alinaqi). 466 words, ~2,652 tokens.
.claude/skills/gemini-review/SKILL.md (or your agent's skills folder).Use Google's Gemini CLI for code review with Gemini 2.5 Pro - featuring a massive 1M token context window that can analyze entire repositories at once.
Sources: Gemini CLI | Code Review Extension | Gemini Code Assist | GitHub Action
| Feature | Benefit |
|---|---|
| Gemini 2.5 Pro | State-of-the-art reasoning for code |
| 1M token context | Entire repositories fit - no chunking needed |
| Free tier | 1,000 requests/day with Google account |
| Consistent output | Clean formatting, predictable structure |
| GitHub native | Gemini Code Assist app for auto PR reviews |
| Benchmark | Score | Notes |
|---|---|---|
| SWE-Bench Verified | 63.8% | Agentic coding benchmark |
| Qodo PR Benchmark | 56.3% | PR review quality |
| LiveCodeBench v5 | 70.4% | Code generation |
| WebDev Arena | #1 | Web development |
# Check Node.js version (requires 20+)
node --version
# Install Node.js 20 if needed
# macOS
brew install node@20
# Or via nvm
nvm install 20
nvm use 20# Via npm (recommended)
npm install -g @google/gemini-cli
# Via Homebrew (macOS)
brew install gemini-cli
# Or run without installing
npx @google/gemini-cli
# Verify installation
gemini --version# Requires Gemini CLI v0.4.0+
gemini extensions install https://github.com/gemini-cli-extensions/code-review
# Verify extension
gemini extensions listFree tier: 1,000 requests/day, 60 requests/min
# Run gemini and follow browser login
gemini
# Select: "Login with Google Account"
# Opens browser for OAuthThis gives you access to Gemini 2.5 Pro with the full 1M token context window.
Free tier: 100 requests/day
# Get API key from https://aistudio.google.com/apikey
# Set environment variable
export GEMINI_API_KEY="your-api-key"
# Or add to shell profile
echo 'export GEMINI_API_KEY="your-api-key"' >> ~/.zshrc
# Run Gemini
gemini# For Google Cloud projects
export GOOGLE_API_KEY="your-api-key"
export GOOGLE_GENAI_USE_VERTEXAI=true
export GOOGLE_CLOUD_PROJECT="your-project-id"
gemini# Start Gemini CLI
gemini
# Run code review on current branch
/code-reviewThe extension analyzes:
# In interactive mode
gemini
# Then ask:
> Review the changes in this branch for bugs and security issues
> Analyze src/api/users.ts for potential vulnerabilities
> What are the code quality issues in the last 3 commits?# Simple prompt execution
gemini -p "Review the code changes for bugs and security issues"
# With JSON output (for parsing)
gemini -p "Review the changes" --output-format json
# Stream JSON events (real-time)
gemini -p "Review and fix issues" --output-format stream-json
# Specify model
gemini -m gemini-2.5-pro -p "Deep code review of this PR"# Get diff and review
git diff origin/main...HEAD > diff.txt
gemini -p "Review this code diff for:
1. Security vulnerabilities
2. Performance issues
3. Code quality problems
4. Missing error handling
Diff:
$(cat diff.txt)
" --output-format json > review.json# Track token usage and costs
gemini -p "Review changes" --session-summary metrics.json
# View metrics
cat metrics.jsonInstall from GitHub Marketplace:
Commands in PR comments:
/gemini review # Request code review
/gemini summary # Get PR summary
/gemini help # Show available commandsQuota:
# .github/workflows/gemini-review.yml
name: Gemini Code Review
on:
pull_request:
types: [opened, synchronize]
jobs:
review:
runs-on: ubuntu-latest
permissions:
contents: read
pull-requests: write
steps:
- uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: '20'
- name: Install Gemini CLI
run: npm install -g @google/gemini-cli
- name: Run Review
env:
GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }}
run: |
# Get diff
git diff origin/${{ github.base_ref }}...HEAD > diff.txt
# Run Gemini review
gemini -p "Review this pull request diff for bugs, security issues, and code quality problems. Be specific about file names and line numbers.
$(cat diff.txt)" > review.md
- name: Post Review Comment
uses: actions/github-script@v7
with:
script: |
const fs = require('fs');
const review = fs.readFileSync('review.md', 'utf8');
github.rest.issues.createComment({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: context.issue.number,
body: `## 🤖 Gemini Code Review\n\n${review}`
});# .github/workflows/gemini-review.yml
name: Gemini Code Review
on:
pull_request:
types: [opened, synchronize]
issue_comment:
types: [created]
jobs:
review:
runs-on: ubuntu-latest
permissions:
contents: read
pull-requests: write
issues: write
steps:
- uses: actions/checkout@v4
- name: Run Gemini CLI
uses: google-github-actions/run-gemini-cli@v1
with:
gemini_api_key: ${{ secrets.GEMINI_API_KEY }}
prompt: "Review this pull request for code quality, security issues, and potential bugs."On-demand commands in comments:
@gemini-cli /review
@gemini-cli explain this code change
@gemini-cli write unit tests for this component# .gitlab-ci.yml
gemini-review:
image: node:20
stage: review
script:
- npm install -g @google/gemini-cli
- |
gemini -p "Review the merge request changes for bugs, security issues, and code quality" > review.md
- cat review.md
artifacts:
paths:
- review.md
rules:
- if: $CI_PIPELINE_SOURCE == "merge_request_event"
variables:
GEMINI_API_KEY: $GEMINI_API_KEY# ~/.gemini/settings.json
{
"model": "gemini-2.5-pro",
"theme": "dark",
"sandbox": true
}Create a GEMINI.md file in your project root for project-specific context:
# Project Context for Gemini
## Tech Stack
- TypeScript with strict mode
- React 18 with hooks
- FastAPI backend
- PostgreSQL database
## Code Review Focus Areas
1. Type safety - ensure proper TypeScript types
2. React hooks rules - check for dependency array issues
3. SQL injection - verify parameterized queries
4. Authentication - check all endpoints have proper auth
## Conventions
- Use camelCase for variables
- Use PascalCase for components
- All API errors should use AppError class# Interactive
gemini # Start interactive mode
/code-review # Run code review extension
# Headless
gemini -p "prompt" # Single prompt, exit
gemini -p "prompt" --output-format json # JSON output
gemini -m gemini-2.5-flash -p "prompt" # Use faster model
# Extensions
gemini extensions list # List installed
gemini extensions install URL # Install extension
gemini extensions update # Update all
# Key Flags
--output-format json # Structured output
--output-format stream-json # Real-time events
--session-summary FILE # Track metrics
-m MODEL # Select model| Aspect | Claude | Codex CLI | Gemini CLI |
|---|---|---|---|
| Setup | None (built-in) | npm + OpenAI API | npm + Google Account |
| Model | Claude | GPT-5.2-Codex | Gemini 2.5 Pro |
| Context | Conversation | Fresh per review | 1M tokens (huge!) |
| Free Tier | N/A | Limited | 1,000/day |
| Best For | Quick reviews | High accuracy | Large codebases |
| GitHub Native | No | @codex | Gemini Code Assist |
| Scenario | Recommended Engine |
|---|---|
| Quick in-flow review | Claude |
| Critical security review | Codex (88% detection) |
| Large codebase (100+ files) | Gemini (1M context) |
| Free automated reviews | Gemini |
| Multiple perspectives | All three (dual/triple engine) |
| Issue | Solution |
|---|---|
gemini: command not found | npm install -g @google/gemini-cli |
Node.js version error | Upgrade to Node.js 20+ |
Authentication failed | Re-run gemini and login again |
Extension not found | gemini extensions install https://github.com/gemini-cli-extensions/code-review |
Rate limited | Wait or upgrade to Vertex AI |
Hangs in CI | Ensure DEBUG env var is not set |
© alinaqi, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/gemini-review of alinaqi/maggy.
Open the folder on GitHubat commit 72a456e
Gemini Review next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Gemini Review this skillalinaqi/maggy | 707 | — | ~2.7k | Automated safety check: Pass | MIT | |
| GitHub Actions Patbifrost-proxy/bifrost | 161 | — | ~2k | Automated safety check: Pass | MIT | |
| Renovate Actions PR Reviewbacknotprop/plannotator | 9.3k | — | ~640 | Automated safety check: Pass | Apache-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Agentic GitHub Actions Auditortrailofbits/skills | 7.5k | 6 repos | ~5.4k | Automated safety check: Notes | CC-BY-SA-4.0 | |
| GitHub Automationruvnet/ruflo | 74k | 1 repos | ~368 | Automated safety check: Pass | MIT |
bifrost-proxy/bifrost
用 Personal Access Token 通过 GitHub REST API 分析 Actions CI 的失败 run/job/step、拉取日志、轮询运行状态、做 PR code review,并驱动 fix → push → watch → iterate 的闭环。Token 只从 GITHUBTOKEN 环境变量读取,不落盘、不回显。适合在 bifrost remote /…
backnotprop/plannotator
Reviews Renovate pull requests that bump GitHub Actions by checking pinned SHAs against upstream tags, scanning changelogs and confirming workflows stay compatible.
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
trailofbits/skills
Statically audits GitHub Actions workflows that run AI coding agents, tracing attacker-controlled input to agent prompts and flagging unsafe sandbox, trigger and allowlist settings.
ruvnet/ruflo
GitHub workflow automation, PR management, issue tracking, and code review coordination.
AgentSecOps/SecOpsAgentKit
Automated code review and security linting integration for CI/CD pipelines using reviewdog.
alinaqi/maggy
AI Engine Optimization - semantic triples, page templates, content clusters for AI citations
alinaqi/maggy
Claude Code Agent Teams - default team-based development with strict TDD pipeline enforcement
alinaqi/maggy
Latest AI models reference - Claude, OpenAI, Gemini, Eleven Labs, Replicate
alinaqi/maggy
Android Java development with MVVM, ViewBinding, and Espresso testing
alinaqi/maggy
Android Kotlin development with Coroutines, Jetpack Compose, Hilt, and MockK testing
alinaqi/maggy
AI-driven testing agent that auto-discovers, generates, executes, evaluates, and fixes tests for any project type
Works with
Categories
Google Gemini CLI code review with Gemini 2.5 Pro, 1M token context, CI/CD integration. Gemini Review is an agent skill from alinaqi/maggy.
Gemini Review fits situations like: tasks that involve CI/CD; tasks that involve Code review.
Run `npx skills add alinaqi/maggy --skill gemini-review -a claude-code`. Or copy the skill folder (skills/gemini-review in alinaqi/maggy) into .claude/skills/gemini-review in your project. Claude Code loads it when a task matches its description.
Run `npx skills add alinaqi/maggy --skill gemini-review -a codex`. Or copy the skill folder (skills/gemini-review in alinaqi/maggy) into .agents/skills/gemini-review in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add alinaqi/maggy --skill gemini-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gemini-review, .gemini/skills/gemini-review, .github/skills/gemini-review and .opencode/skills/gemini-review in your project.
Going by SKILL.md and its folder, Gemini Review needs the command-line tools its instructions call (gemini, brew, nvm, npm, node and npx) and credentials named GEMINI_API_KEY and GOOGLE_API_KEY. Our summary lists: Node.js; A credential in GEMINI_API_KEY; A credential in GOOGLE_API_KEY.
SKILL.md names 3 domains. In commands or code: github.com and aistudio.google.com; the agent is likely to contact these when it follows the instructions. As links in the text: codeassist.google. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Gemini Review is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Gemini Review: GitHub Actions Pat (bifrost-proxy/bifrost, 161 stars), Renovate Actions PR Review (backnotprop/plannotator, 9.3k stars), PR Babysitter (openinterpreter/openinterpreter, 69k stars) and Agentic GitHub Actions Auditor (trailofbits/skills, 7.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
alinaqi (a GitHub user) maintains it in alinaqi/maggy, which has 707 GitHub stars. The repository holds 71 skills in this directory. The repository was last updated on September 24, 2026.
Source: alinaqi/maggy on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.