oss-hunter

Automatically hunt for high-impact OSS contribution opportunities in trending repositories.

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OSS Hunter - Intelligent Hunter of Open-Source Contribution Opportunities

Skill Overview

OSS Hunter is an intelligent skill designed specifically to discover high-impact open-source contribution opportunities. It helps you find the most suitable issues in trending repositories and provides a complete contribution strategy analysis.

Use Cases

1. Finding Entry Points for Open-Source Contributions

When you want to contribute to open source but don’t know which project to start with, OSS Hunter can filter active trending repositories based on your interests (e.g., AI, Web3, developer tools) and list issues that are suitable for contribution.

2. Discovering “Good First Issue” Tasks

For beginners who want to get started quickly, OSS Hunter automatically searches for issues tagged with help-wanted, good-first-issue, bug, and more. It helps you find tasks with clear descriptions, easy-to-reproduce steps, and a high chance of being accepted.

3. Generating a Project Contribution Strategy Report

For trending projects you’re interested in, OSS Hunter can generate a detailed “contribution profile,” including project activity analysis, issue feasibility assessment, remediation strategy recommendations, and a confidence score—so you understand the project thoroughly before making a move.

Core Features

1. Intelligent Discovery of Trending Repositories

Using the GitHub Trending API and web search, OSS Hunter automatically filters high-quality repositories that have more than 1,000 stars, have active commits within the last 24 hours, and match specific technical domains (AI, Agentic, Web3, Tooling).

2. Issue Feasibility Analysis

It evaluates discovered issues across multiple dimensions:

  • Reproducibility: Whether there is clear reproduction code or steps

  • Impact: How many users the issue affects

  • Mergeability: Whether maintainers actively merge community PRs

  • Complexity: Whether current tools can solve the problem
  • 3. Contribution Strategy Report Generation

    For each target issue, OSS Hunter generates a structured contribution profile, including project information, issue description, root-cause analysis, fix recommendations, and a 1–10 confidence score—helping you quickly decide whether it’s worth investing time.

    Frequently Asked Questions

    Can OSS Hunter guarantee that my PR will be merged?

    No. OSS Hunter only helps discover and analyze opportunities and provides feasibility assessments. Whether your PR is merged ultimately depends on the maintainer’s judgment, code quality, and whether your solution truly resolves the problem. It’s recommended to discuss the direction with the maintainer in the issue first, then start coding after confirming.

    What tools are needed to use OSS Hunter?

    It’s recommended to install GitHub CLI (gh) for the best access experience to repository and issue data. If you haven’t installed it, OSS Hunter can still retrieve public information via web search, though data completeness and real-time accuracy may be affected to some extent.

    Is OSS Hunter suitable for complete beginners who don’t know how to code?

    OSS Hunter itself is an Agent skill that needs to be called and executed by the Claude Agent. If you’re new to open-source contributions, you can have the Agent use OSS Hunter to filter issues suitable for beginners—but fixing the issue still requires the relevant programming ability. It’s recommended to start with tasks tagged good-first-issue.