upstream-reconInvestigate an open-source project before interacting with it — PRs, issues, or comments. Use BEFORE: filing an issue, submitting a PR, or commenting on an e...
Install via ClawdBot CLI:
clawdbot install SeMmyT/upstream-reconGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://docs.anthropic.com/en/docs/claude-code/skillsAudited Apr 16, 2026 · audit v1.0
Generated Mar 21, 2026
A developer wants to submit a new feature to a popular open-source library like React or Django. They use Upstream Recon to analyze the repository's governance, recent PR merge patterns, and existing discussions on similar features to assess if their contribution would be welcomed or likely rejected, preventing wasted development time.
A security professional discovers a potential security flaw in a widely used tool like a web framework or CLI utility. Before responsibly disclosing the issue, they employ Upstream Recon to check the project's issue responsiveness, license terms, and past handling of security reports to ensure proper communication channels and avoid duplicate disclosures.
A researcher in bioinformatics or physics needs to extend an open-source simulation package for their study. They use Upstream Recon to investigate the project's maintenance status, contributor activity, and merge velocity for external PRs to determine if collaboration is feasible or if forking is necessary for their timeline.
A team at a large company is evaluating an open-source database driver or API client for production use. They apply Upstream Recon to assess the project's health, including last push date, archived status, and issue responsiveness, to gauge long-term support risks and inform adoption decisions.
Offer Upstream Recon as a free CLI tool or web service for individual developers, with premium features like historical trend analysis, automated alerts for repository changes, and team collaboration dashboards for enterprises. Revenue is generated through subscription tiers for advanced analytics and support.
Provide expert consulting services to companies that rely on open-source software, using Upstream Recon to audit critical dependencies and train development teams on best practices for contribution and risk assessment. Revenue comes from project-based fees and workshop packages.
License Upstream Recon as an integrated feature within popular DevOps platforms like GitHub, GitLab, or Jira, enhancing their native repository analysis tools. Revenue is generated through licensing agreements with platform providers or as an add-on for enterprise users.
💬 Integration Tip
Integrate Upstream Recon into CI/CD pipelines to automatically analyze repositories before PR submissions, or use it as a pre-commit hook to enforce contribution checks and reduce duplicate issues.
Scored Apr 19, 2026
Multi-source deep research agent. Searches the web, synthesizes findings, and delivers cited reports. No API keys required.
Transparent, rigorous research with full methodology — not a black-box API wrapper. Conducts exhaustive investigation through mandated 2-cycle research per t...
Seven-stage deep research pipeline for substantive research questions. Activates when user asks for deep research, 深度研究, research report, evidence-backed inv...
Perform deep research using Claude by autonomously gathering, analyzing, and synthesizing detailed information across diverse topics on request.
全生命周期质量保障专家，覆盖需求、设计、编码、测试、上线、运维全阶段的质量保障活动。 融合缺陷预防（逆向操作、依赖踏空、并发冲突、新旧兼容、状态迁移、因果判定）与质量度量、持续改进三大支柱， 帮助团队建立「预防-评审-度量-改进」的质量闭环，实现软件质量的持续提升。 Use when: - 需求/设计/编码/测试...
专家团自动组建技能（反面教材）。核心观点：AI只认事不认人，没必要模拟人类多角色协作方式。本技能演示为什么不需要这样做——AI应该直接面对任务，而不是模拟人类团队。触发词：组建专家团、专家协作、团队完成任务、自动组建团队、expert team、专家团、团队协作完成任务。