Magpie
Agent-assisted maintainership and development framework for Apache projects — Triage and Drafting (agent-authored fixes with human review); Mentoring, Pairing (developer-side dev-cycle), and Auto-merge on the roadmap.
Supply asset profile
Coding and developer agents
Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.
Scenario
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add apache/magpie
Maintenance
fresh
Pushed today
Risk
Safe to try
Quality score needs review
GitHub quality
50
74/100 quality · 77/100 trust
Coverage tags
Review notes
Quality score needs review · GitHub adoption: 50 GitHub stars
Agent adoption scorecard
Trust, audit, and install readiness at a glance
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
StrongSolid option that is likely worth shortlisting for production workflows.
Trust
Sandbox onlyUseful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
Audit
Safe to tryInstall readiness, security metadata, maintenance, and adoption risk.
Trust Score v5
Human review before install
Run only in a sandbox and compare close alternatives before using it for real work.
Stars
50 GitHub stars
Repo activity
50 stars, 39 forks
Maintenance
Pushed today
License
Apache-2.0
Install
npx skills add apache/magpie
Install safety
standard package or runtime install path
Permission surface
shell or command execution, filesystem or document access
Agent outcomes
No agent outcome data yet
Docs
Strong README/SKILL.md context
Risk summary
Review before production
- Quality score needs review
- GitHub adoption: 50 GitHub stars
- Stars/forks activity: 50 stars, 39 forks; issue activity unavailable in current metadata
Install readiness
Install path available
- Install path is available
- Repository evidence is available
- License is declared
- No Agent Proven outcome evidence yet
Agent-readable metadata
Machine-readable decision data for this skill.
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
- GitHub automation workflows
- Claude Code teams
- builders willing to evaluate younger projects
- Inspect repository metadata
Suited agents
Install decision
- Command
- npx skills add apache/magpie
- Policy
- review
- Human review
- yes
Trust and risk
- Trust
- 69/100
- Audit
- 82/100
- Risk level
- Safe to try
Outcome loop
- Endpoint
- /api/agent/outcome
- Event ID
- resolve
- Outcomes
- 5
Do not use when
- teams that need a vendor-supported SLA
- high-compliance environments without internal security review
- No OpenAgentSkill engagement data yet
- High-risk permission hints: Shell or command execution
- Quality score needs review
Alternative
Gemini CLI
105.7K stars
npx skills add google-gemini/gemini-cli
Alternative
System Prompts And Models Of AI Tools
141.2K stars
npx skills add x1xhlol/system-prompts-and-models-of-ai-tools
Alternative
Caveman
82.7K stars
npx skills add JuliusBrussee/caveman
Alternative
Antigravity Awesome Skills
42.2K stars
npx skills add sickn33/antigravity-awesome-skills
Agent safety v2
54/100 · Avoid automatic install
Sparse or mixed signals. Useful for discovery, but not for autonomous installation.
Test manually in an isolated workspace and compare against safer alternatives.
high
Shell or command execution
Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.
medium
Network access
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Filesystem access
Skill may read or write project files, documents, generated artifacts, or local workspace state.
- High-risk permission hints: Shell or command execution
- Quality score needs review
Install targets
Install this skill in your agent workflow
Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.
OpenAgentSkill CLI
Use the registry command when your workflow supports the OpenAgentSkill installer.
$ npx skills add apache/magpieAgent resolve plan
Let an agent verify fit before installing.
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Resolve JSON
/api/agent/resolve?task=Use%20Magpie%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20Magpie%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/apache-magpie/install
Agent should check
- Task fit and alternatives from Resolve API.
- Audit score, trust score, and safety policy warnings.
- Install target compatibility for Codex, Claude Code, Cursor, or CLI.
Copy prompt
Task: Use Magpie in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Magpie%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/apache-magpie/install
Install command: npx skills add apache/magpie
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Give an agent the install path, not another directory page.
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/apache-magpie/install
LLM text format
/api/skills/apache-magpie/install?format=text
Find alternatives
/api/skills/search?q=Magpie&limit=3
Agent prompt
Use Magpie for this task. Review https://www.openagentskill.com/api/skills/apache-magpie/install, then install with: npx skills add apache/magpieRegistry metadata
Agent-readable profile for automatic skill selection.
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/apache-magpie
LLM text
/api/registry/manifest/apache-magpie?format=text
Install alias
/api/registry/install/apache-magpie
Recommend
/api/registry/recommend?task=Use%20Magpie%20in%20an%20agent%20workflow&limit=3
Agent fit
GitHub automation
Use-case tags
Platforms
Python, Claude Code
Audit report
Safe to try · 82/100
Review install readiness, maintenance, trust, quality, and metadata warnings before adding this skill to an agent workflow.
Agent decision cockpit
Companion skill for GitHub automation
Shortlist this skill and compare it with close alternatives before production adoption.
Role in stack
Companion skill
Primary fit
GitHub automation
Trust label
Strong shortlist
Install path
Command ready
Use when
- GitHub automation workflows
- Claude Code teams
- builders willing to evaluate younger projects
Evidence
- recent repository activity
- install command or GitHub repo available
- 74/100 quality profile
Review first
- No OpenAgentSkill engagement data yet
Implementation path
- 1Install it in a sandbox agent and run one GitHub automation task end to end.
- 2Compare output quality, latency, and failure behavior against at least one alternative.
- 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.
Trust profile
Sandbox only
Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.
GitHub adoption
CHECK50 GitHub stars
Stars/forks activity
CHECK50 stars, 39 forks; issue activity unavailable in current metadata
Recent maintenance
PASSPushed today
License clarity
PASSApache-2.0
Good signals
- AI review approved
- Install path is available
- Repository evidence is available
- Recently maintained repository
- Install command has no obvious high-risk pattern
- Outcome loop is ready but needs first real agent run
Review before install
- Quality score needs review
- GitHub adoption: 50 GitHub stars
- Stars/forks activity: 50 stars, 39 forks; issue activity unavailable in current metadata
- No real agent outcome reports yet
- Human review required before unattended installation
Recommended action
Run only in a sandbox and compare close alternatives before using it for real work.
Quality profile
Strong candidate for agent workflows
Solid option that is likely worth shortlisting for production workflows.
Workflow fit
Use this skill in these scenarios
Manage repositories
GitHub automation
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Build and ship code
Coding agents
I need a coding agent that can understand a repository, edit code, and review pull requests.
Operate web apps
Browser automation
I need my agent to control a browser, fill forms, and verify web app workflows.
Stack fit
Add it to a complete workflow
Inspect, patch, and verify code
Coding review agent
A stack for software agents that inspect repositories, review pull requests, generate tests, and turn findings into shippable patches.
Turn skills into distribution
Content growth agent
A stack for turning newly indexed skills into SEO briefs, social drafts, comparison pages, and reusable publishing workflows.
Operate and verify web apps
Browser QA agent
A stack for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Alternative shortlist
Compare before you install
Similar skills in this category, ranked with the same readiness and quality signals.
Gemini CLI
Bring a coding agent directly into the terminal
System Prompts And Models Of AI Tools
FULL Augment Code, Claude Code, Cluely, CodeBuddy, Comet, Cursor, Devin AI, Junie, Kiro, Leap.new, Lovable, Manus, NotionAI, Orchids.app, Perplexity, Poke, Qoder, Replit, Same.dev, Trae, Traycer AI, VSCode Agent, Warp.dev, Windsurf, Xcode, Z.ai Code, Dia & v0. (And other Open Sourced) System Prompts, Internal Tools & AI Models
Caveman
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
Antigravity Awesome Skills
A comprehensive library of over 1,273 agentic skills for various AI coding assistants, featuring clear documentation and installation instructions.
Overview
<!-- START doctoc generated TOC please keep comment here to allow auto update --> <!-- DON'T EDIT THIS SECTION, INSTEAD RE-RUN doctoc TO UPDATE --> **Table of Contents** *generated with [DocToc](https://github.com/thlorenz/doctoc)*
- [Apache Magpie](#apache-magpie) - [How adoption works](#how-adoption-works) - [Adopting the framework](#adopting-the-framework) - [1. Bootstrap (copy-pasteable shell)](#1-bootstrap-copy-pasteable-shell) - [2. Skill takeover](#2-skill-takeover) - [Subsequent contributors](#subsequent-contributors) - [Drift detection](#drift-detection) - [Skill families](#skill-families) - [Maintenance](#maintenance) - [Cross-references](#cross-references)
<!-- END doctoc generated TOC please keep comment here to allow auto update -->
<!-- SPDX-License-Identifier: Apache-2.0 https://www.apache.org/legal/release-policy.html -->
# Apache Magpie
A reusable, project-agnostic framework for ASF-project automation. Currently in development for ASF projects + Python Core team friendlies. **Not** a public marketplace skill — adoption is by invitation while the framework is pre-release; once we ship via the [ASF release policy](https://www.apache.org/legal/release-policy.html), the marketplace path opens up. See [release-distribution](https://infra.apache.org/release-distribution.html) for the canonical distribution mechanism we will adopt.
> [!IMPORTANT] > The motivation, scope, and design commitments behind this work > live in [`MISSION.md`](MISSION.md) — the **draft** project- > establishment proposal for an Apache Top-Level Project built on > this framework. Read that for the *why*; this README is the > *how* once you've decided to adopt.
## How adoption works
The framework uses a **snapshot + agentic-override** adoption model. An adopter project commits a single skill — [`setup`](skills/setup/SKILL.md) — into their repo. That skill manages everything else:
1. **Snapshot.** `setup` downloads the framework into a **git
Platform Compatibility
Technical Details
- Version
- 1.0.0
- License
- Apache-2.0
- Last Updated
- 7/3/2026
- Published
- 7/3/2026
Frameworks & Tools
Decision snapshot
Companion skill
recent repository activity
Audit snapshot
Install review
Install and adoption review
- Security
- 84/100
- Maintenance
- 100/100
- Install
- 92/100
Agent-proven evidence
Agent Proven evidence
Outcome reports after resolve, review, install, and one narrow run.
- Success rate
- —
- Recent failure
- —
- Outcomes
- 0
- Output quality
- —
- Failed
- 0
- Not relevant
- 0
- Installs
- 0
- Risk blocked
- 0
- Setup needed
- 0
- Production
- 0
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Add to agent workflow
Free and open source. Review the audit before production use.
Growth loop
Share kit
Scenario-led draft for Magpie, ready for a manual X post.
Most coding agents don't fail from lack of model power. They fail when repo context disappears. Magpie gives coding agents a repeatable way to plan, patch, review, or ship. 50 stars https://www.openagentskill.com/skills/apache-magpie?ref=x #AIAgents
Optional reply with install command
Listing + install path for Magpie: https://www.openagentskill.com/skills/apache-magpie?ref=x Install: npx skills add apache/magpie
Listing source
Community indexed
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
- Creator
- apache
- Source
- apache/magpie
- Indexed by
- OpenAgentSkill community index
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
Claim this skill listing
This community indexed listing is attributed to apache but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
README badge
Add this badge to your GitHub README to show the listing, trust score, and install handoff.
[](https://www.openagentskill.com/skills/apache-magpie)Author
apache
@apache
Platform Fit
Health Signals
- GitHub stars
- 50
- Quality score
- 46/100
- Last GitHub push
- Jul 3, 2026
- Framework hints
- 1
- OpenAgentSkill views
- 0
- Install copies
- 0
- Outbound clicks
- 0
Community Signal
Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.
Trust & Safety
Sandbox only
- GitHub adoption50 GitHub starsCHECK
- Stars/forks activity50 stars, 39 forks; issue activity unavailable in current metadataCHECK
- Recent maintenancePushed todayPASS
- License clarityApache-2.0PASS
- README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
- Dependency/runtime riskcommand execution surfaceINFO
Related Skills
Gemini CLI
Bring a coding agent directly into the terminal
105.7K stars · 0 installsSystem Prompts And Models Of AI Tools
FULL Augment Code, Claude Code, Cluely, CodeBuddy, Comet, Cursor, Devin AI, Junie, Kiro, Leap.new, Lovable, Manus, NotionAI, Orchids.app, Perplexity, Poke, Qoder, Replit, Same.dev, Trae, Traycer AI, VSCode Agent, Warp.dev, Windsurf, Xcode, Z.ai Code, Dia & v0. (And other Open Sourced) System Prompts, Internal Tools & AI Models
141.2K stars · 0 installsCaveman
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
82.7K stars · 0 installsAntigravity Awesome Skills
A comprehensive library of over 1,273 agentic skills for various AI coding assistants, featuring clear documentation and installation instructions.
42.2K stars · 0 installs