OSS Hunter 🎯
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.
