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oss-hunter

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Original

English
🇨🇳

Translation

Chinese

OSS Hunter 🎯

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.
这是面向Agent的精准技能，可用于查找、分析高影响力开源贡献机会并制定对应策略。该技能能够帮你识别热门仓库中最易被合并、最具影响力的Issue，从而成为顶级贡献者。

Quick Start

快速开始

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."
向你的Agent提问：
  • "帮我在热门AI仓库中找一些需要帮助的Issue。"
  • "挖掘langchain-ai/langchain仓库中适合快速提交PR的Bug修复任务。"
  • "为GitHub上最新的热门项目生成贡献档案。"

Workflow

工作流程

When hunting for contributions, the agent follows this multi-stage protocol:
挖掘贡献机会时，Agent会遵循以下多阶段协议：

Phase 1: Repository Discovery

阶段1：仓库发现

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)
使用
web_search
或
gh api
查找热门仓库。 重点关注：
  • Stars > 1000
  • 近期活跃（24小时内有提交）
  • 相关主题（AI、Agentic、Web3、工具类）

Phase 2: Issue Extraction

阶段2：Issue提取

Search for specific labels:
  • help wanted
  • good first issue
  • bug
  • v1
    / 
    roadmap
bash
gh issue list --repo owner/repo --label "help wanted" --limit 10
搜索带有特定标签的内容：
  • help wanted
  • good first issue
  • bug
  • v1
    / 
    roadmap
bash
gh issue list --repo owner/repo --label "help wanted" --limit 10

Phase 3: Feasibility Analysis

阶段3：可行性分析

Analyze the issue:
  1. Reproducibility: Is there a code snippet to reproduce the bug?
  2. Impact: How many users does this affect?
  3. Mergeability: Check recent PR history. Does the maintainer merge community PRs quickly?
  4. Complexity: Can this be solved by an agent with the current tools?
分析Issue：
  1. 可复现性：是否有代码片段可复现Bug？
  2. 影响力：会影响多少用户？
  3. 可合并性：查看近期PR历史，维护者是否会快速合并社区PR？
  4. 复杂度：当前工具下的Agent能否解决该问题？

Phase 4: The Dossier

阶段4：档案生成

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)
为用户生成结构化报告：
  • 项目名称与Stars数
  • Issue链接与描述
  • 根本原因分析（基于代码审查）
  • 修复方案建议
  • 置信度评分（1-10）

Example Dossier

档案示例

🦜 LangChain #35009

Status: Potential Fix Identified Description: ToolMessageChunk merges None content into "NoneNone". Strategy: Modify 
coerce_args
in 
tool.py
to skip coercion for 
NoneType
. Confidence: 9/10 (Reproducible locally).

🦜 LangChain #35009

状态：已找到潜在修复方案 描述：ToolMessageChunk 将None内容合并为"NoneNone"。 修复策略：修改
tool.py
中的
coerce_args
方法，跳过对
NoneType
的强制转换。 置信度：9/10（可在本地复现）。

Contributing to the Matrix

为Matrix做贡献

Build a better hunter by adding new heuristics to Phase 3. Submit your improvements to the ClawForge.
Powered by OpenClaw & ClawForge.
你可以为阶段3添加新的启发式规则，打造更强大的挖掘工具。请将你的改进提交到ClawForge。
由OpenClaw与ClawForge提供技术支持。