github-semanticAI-Native GitHub Assistant powered by Embedder+Qdrant+LLM architecture. Index repos, semantic search across issues/PRs/code, proactive monitoring with Feishu...
Install via ClawdBot CLI:
clawdbot install ultracold-molecule/github-semanticGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
http://localhost:11434/api/embeddingsAudited Apr 17, 2026 · audit v1.0
Generated Aug 13, 2026
Developers spend hours searching through GitHub issues, pull requests, and code for information. This skill enables natural language queries to find relevant items semantically, reducing search time and improving efficiency.
When incidents occur, teams need to quickly find related issues, PRs, and code changes. Semantic search helps identify connections between symptoms and past discussions, accelerating incident resolution.
Engineering managers can monitor repositories for keywords like 'bug', 'broken', or 'urgent' to stay on top of technical debt. Proactive alerts notify them of issues needing attention before they escalate.
Maintainers of open source projects can track issue trends and find duplicate reports using semantic search. They can also set up monitoring to get alerts on critical keywords in community discussions.
Security teams can search for security-related terms across repositories to identify potential vulnerabilities. The skill helps in correlating CVEs with internal code discussions and pull requests.
Offer the semantic search and monitoring capabilities as a feature within an existing developer tool platform, like a CI/CD service or project management tool. Users pay a subscription fee for advanced search and monitoring.
Package this skill as part of an enterprise-grade developer productivity suite that includes analytics, monitoring, and AI assistance. Sell to engineering organizations with annual licensing.
Open-source the core scripts but monetize through premium support, custom integrations, and managed cloud instance. Companies can self-host or use the managed service for a fee.
💬 Integration Tip
Ensure Ollama, Qdrant, and gh CLI are properly configured and running. Consider adding custom actions for common workflows.
Scored Aug 13, 2026
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
通过网页抓取获取 GitHub 按日/周/月增长的热门仓库。当用户询问 GitHub 趋势、热门项目、本周热点或「什么在 GitHub 上 trending」时使用。可输出列表或 JSON,无需 API Key。
GitHub 操作技能 - 创建仓库、推送代码、管理 Release。全自动,无需用户干预。
Query builder reputation data via Talent Protocol API. Get Builder Rank, verify humans, resolve identities (Twitter/Farcaster/GitHub/wallet), search by location/country, get credentials, and enrich with GitHub data.
Review GitHub repositories, group issues and pull requests by urgency, and take safe triage actions (add labels, comment, propose closure) after confirmation...
Semantic git history search and code archaeology. Use when asked why code exists, who owns a file, what introduced a regression, what changed in a commit ran...