A precision skill for agents to find, analyze, and strategize for high-impact Open Source contributions. This skill helps you become a top-tier contributor by identifying the most "mergeable" and influential issues in trending repositories.
When to Use
Use when the user asks to find open source issues to work on.
Use when searching for "help wanted" or "good first issue" tasks in specific domains like AI or Web3.
Use to generate a "Contribution Dossier" with ready-to-execute strategies for trending projects.
Quick Start
Ask your agent:
"Find me some help-wanted issues in trending AI repositories."
"Hunt for bug fixes in langchain-ai/langchain that are suitable for a quick PR."
"Generate a contribution dossier for the most recent trending projects on GitHub."
Workflow
When hunting for contributions, the agent follows this multi-stage protocol:
Phase 1: Repository Discovery
Use
web_search
or
gh api
to find trending repositories.
Focus on:
Stars > 1000
Recent activity (pushed within 24 hours)
Relevant topics (AI, Agentic, Web3, Tooling)
Phase 2: Issue Extraction
Search for specific labels:
help-wanted
good-first-issue
bug
v1
/
roadmap
gh issue list
--repo
owner/repo
--label
"help wanted"
--limit
10
Phase 3: Feasibility Analysis
Analyze the issue:
Reproducibility
Is there a code snippet to reproduce the bug?
Impact
How many users does this affect?
Mergeability
Check recent PR history. Does the maintainer merge community PRs quickly?
Complexity
Can this be solved by an agent with the current tools?
Phase 4: The Dossier
Generate a structured report for the human:
Project Name & Stars
Issue Link & Description
Root Cause Analysis
(based on code inspection)
Proposed Fix Strategy
Confidence Score
(1-10)
Limitations
Accuracy depends on the availability of
gh
CLI or
web_search
tools.
Analysis is limited by context window when reading very large repositories.
Cannot guarantee PR acceptance (maintainer discretion).
Contributing to the Matrix
Build a better hunter by adding new heuristics to Phase 3. Submit your improvements to the
ClawForge
.
Powered by OpenClaw & ClawForge.