[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"workflow-graphify-repo-knowledge-graph-mcp-e38149fa":3,"seo:featured-workflow:e38149fa-1a44-425e-9c82-2bd8eb4d9c6c:es":40,"workflow-related-graphify-repo-knowledge-graph-mcp-e38149fa-e38149fa-1a44-425e-9c82-2bd8eb4d9c6c":83},{"id":4,"uuid":5,"slug":6,"title":7,"description":8,"author_id":9,"author_name":10,"author_avatar":11,"token_estimate":12,"time_saved":12,"model_used":13,"fork_count":12,"vote_count":12,"view_count":14,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":16,"tags":23,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":30,"asset_kind":31,"target_tools":32,"install_mode":37,"entrypoint":38,"risk_profile":39,"dependencies":41,"verification":46,"agent_metadata":49,"agent_fit":60,"trust":71,"provenance":79,"created_at":81,"updated_at":82},3072,"e38149fa-1a44-425e-9c82-2bd8eb4d9c6c","graphify-repo-knowledge-graph-mcp","Graphify — Repo Knowledge Graph + MCP","Graphify extracts docs\u002Fcode into a knowledge graph and can install as an MCP\u002Fskill across Claude Code, Cursor, Codex, and Gemini CLI. Install via uv\u002Fpipx.","8a910e34-3180-11f1-9bc6-00163e2b0d79","Script Depot","https:\u002F\u002Ftokrepo.com\u002Fapple-touch-icon.png",0,"",12,"en",[17],{"id":18,"step_order":19,"title":20,"description":13,"prompt_template":21,"variables":13,"depends_on":22,"expected_output":13},3635,1,"Asset","# Graphify — Repo Knowledge Graph + MCP\n\n> Graphify extracts docs\u002Fcode into a knowledge graph and can install as an MCP\u002Fskill across Claude Code, Cursor, Codex, and Gemini CLI. Install via uv\u002Fpipx.\n\n## Quick Use\n\n1) Install\n\n```bash\nuv tool install graphifyy && graphify install\n```\n\n2) Run\n\n```bash\ngraphify extract .\u002Fdocs\n```\n\n3) Verify\n\n```bash\ngraphify --help\n```\n\n---\n\n## Intro\n\n**Best for**: teams who need a structured repo map (entities + relationships) and want the agent to cite grounded nodes instead of guessing\n\n**Works with**: Python, uv\u002Fpipx installs, optional MCP integration, multiple backends per README\n\n**Setup time**: 11 minutes\n\n### Quant Data\n\n- Supports multiple agent platforms and MCP installs (repo)\n- Setup time ~11 minutes\n\n---\n\n## How to Use It Well\n\nUse Graphify as a grounding layer: generate the graph, then ask agents to cite graph nodes when making architectural claims or refactor plans.\n\n### Adoption Checklist\n\n- Start with one real task and keep the scope narrow\n- Capture a baseline: time-to-first-success and output quality\n- Version your config\u002Fskills so teammates stay in sync\n\n### Guardrails\n\nTreat extracted graphs as build artifacts. If the repo changes fast, prefer smaller scope extractions (one module at a time) to control cost.\n\n### FAQ\n\n**Q: Is this only for docs?**\nA: No. The README describes extracting from docs\u002Fcode and optional media formats via extras; start with docs for a fast baseline.\n\n**Q: How do I choose an LLM backend?**\nA: Start with the backend you already pay for, then compare extraction quality and latency before switching.\n\n**Q: How do I keep graphs fresh?**\nA: Regenerate on meaningful diffs (weekly or per-release) and keep outputs in a dedicated directory so updates are reviewable.\n\n---\n\n## Source & Thanks\n\n> GitHub: https:\u002F\u002Fgithub.com\u002Fsafishamsi\u002Fgraphify\n> Owner avatar: https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F216348667?v=4\n> License (SPDX): MIT\n> GitHub stars (verified via `api.github.com\u002Frepos\u002Fsafishamsi\u002Fgraphify`): 46,535\n\n\n---\n\n\u003C!-- ZH -->\n\n# Graphify——代码库知识图谱与 MCP\n\n> Graphify 可把代码\u002F文档抽取成知识图谱，并可作为 MCP\u002Fskill 接入 Claude Code、Cursor、Codex、Gemini CLI。用 uv 或 pipx 安装后运行 graphify install。\n\n## 快速使用\n\n1）安装\n\n```bash\nuv tool install graphifyy && graphify install\n```\n\n2）运行\n\n```bash\ngraphify extract .\u002Fdocs\n```\n\n3）验证\n\n```bash\ngraphify --help\n```\n\n---\n\n## 简介\n\n**适合谁**：需要结构化的代码库地图（实体+关系），希望 agent 基于可引用节点回答而不是猜的团队\n\n**适用环境**：Python、uv\u002Fpipx 安装方式、可选 MCP 集成、README 提到多种后端可选\n\n**安装耗时**：11 分钟\n\n### 量化信息\n\n- 支持多种 agent 平台并可安装为 MCP（仓库）\n- 装机约 11 分钟\n\n---\n\n## 用好它的方式\n\n把 Graphify 当作 grounding 层：先生成图谱，再要求 agent 在做架构判断\u002F重构计划时引用图谱节点。\n\n### 推广清单\n\n- 先选一个真实任务，小范围试跑\n- 记录基线：首次成功耗时与输出质量\n- 配置\u002F技能要版本化，避免团队漂移\n\n### 风险与护栏\n\n把抽取结果当成 build 产物：仓库变化快时，优先小范围抽取（按模块），控制成本与噪音。\n\n### FAQ\n\n**Q: 只能处理文档吗？**\nA: 不是。README 描述可从文档\u002F代码抽取，并可通过 extras 支持更多格式；建议先从 docs 建立基线。\n\n**Q: LLM 后端怎么选？**\nA: 先用你已有订阅\u002F额度的后端，再比较抽取质量与延迟后决定是否切换。\n\n**Q: 怎么保持图谱更新？**\nA: 在关键 diff 后重建（按周或发版），把输出放在固定目录，更新就能像代码一样 review。\n\n---\n\n## 来源与感谢\n\n> GitHub：https:\u002F\u002Fgithub.com\u002Fsafishamsi\u002Fgraphify\n> Owner avatar：https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F216348667?v=4\n> 许可证（SPDX）：MIT\n> GitHub stars（已通过 `api.github.com\u002Frepos\u002Fsafishamsi\u002Fgraphify` 核验）：46,535\n","0",[24],{"id":25,"name":26,"slug":27,"icon":28},14,"CLI Tools","cli","🖥️",false,"24759de8585fa6ab4c50903a87d42971b418c66a4f83c09a30ad04e434c689e1","cli_tool",[33,34,35,36],"claude_code","codex","cursor","gemini_cli","single","README.md",{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},null,{"npm":42,"pip":43,"brew":44,"system":45},[],[],[],[],{"commands":47,"expected_files":48},[],[20],{"asset_kind":31,"target_tools":50,"install_mode":37,"entrypoint":38,"risk_profile":51,"dependencies":52,"content_hash":30,"verification":57},[33,34,35,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},{"npm":53,"pip":54,"brew":55,"system":56},[],[],[],[],{"commands":58,"expected_files":59},[],[20],{"target":34,"score":61,"status":62,"policy":62,"why":63,"asset_kind":31,"install_mode":37},29,"stage_only",[64,65,66,67,68,69,70],"target_tools includes codex","asset_kind cli_tool","install_mode single","markdown-only","policy stage_only","asset_kind cli_tool is not activated directly for Codex","trust established",{"author_trust_level":72,"verified_publisher":29,"asset_signed_hash":30,"signature_status":73,"install_count":12,"report_count":12,"dangerous_capability_badges":74,"review_status":75,"signals":76},"established","hash_only",[31],"unreviewed",[77,78],"author has published assets","content hash available",{"owner_uuid":9,"owner_name":10,"source_url":80,"content_hash":30,"visibility":19,"created_at":81,"updated_at":82},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fgraphify-repo-knowledge-graph-mcp","2026-05-11 23:58:36","2026-05-14 00:45:25",[84,134,176,229],{"id":85,"uuid":86,"slug":87,"title":88,"description":89,"author_id":9,"author_name":10,"author_avatar":11,"token_estimate":12,"time_saved":12,"model_used":13,"fork_count":12,"vote_count":12,"view_count":90,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":91,"tags":92,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":94,"asset_kind":31,"target_tools":95,"install_mode":37,"entrypoint":38,"risk_profile":96,"dependencies":97,"verification":102,"agent_metadata":105,"agent_fit":116,"trust":118,"provenance":121,"created_at":123,"updated_at":124,"__relatedScore":125,"__relatedReasons":126,"__sharedTags":132},3101,"8029d015-2365-4580-8fe6-56cc52b5f612","pipelock-mcp-firewall-for-agent-egress","Pipelock — MCP Firewall for Agent Egress","Run Pipelock as an agent firewall\u002Fproxy to scan MCP traffic for injection, secrets, SSRF, and risky tool chains; integrate with Claude Code fast.",15,[],[93],{"id":25,"name":26,"slug":27,"icon":28},"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",[33,34,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},{"npm":98,"pip":99,"brew":100,"system":101},[],[],[],[],{"commands":103,"expected_files":104},[],[],{"asset_kind":31,"target_tools":106,"install_mode":37,"entrypoint":38,"risk_profile":107,"dependencies":108,"content_hash":94,"verification":113},[33,34,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},{"npm":109,"pip":110,"brew":111,"system":112},[],[],[],[],{"commands":114,"expected_files":115},[],[],{"target":34,"score":61,"status":62,"policy":62,"why":117,"asset_kind":31,"install_mode":37},[64,65,66,67,68,69,70],{"author_trust_level":72,"verified_publisher":29,"asset_signed_hash":94,"signature_status":73,"install_count":12,"report_count":12,"dangerous_capability_badges":119,"review_status":75,"signals":120},[31],[77,78],{"owner_uuid":9,"owner_name":10,"source_url":122,"content_hash":94,"visibility":19,"created_at":123,"updated_at":124},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fpipelock-mcp-firewall-for-agent-egress","2026-05-12 01:55:10","2026-05-14 08:18:51",131.8061799739839,[127,128,129,130,131],"shared-tag","topic-match","same-kind","same-target","same-author",[27,133],"cli-tools",{"id":135,"uuid":136,"slug":137,"title":138,"description":139,"author_id":9,"author_name":10,"author_avatar":11,"token_estimate":12,"time_saved":12,"model_used":13,"fork_count":12,"vote_count":12,"view_count":25,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":140,"tags":141,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":94,"asset_kind":31,"target_tools":143,"install_mode":37,"entrypoint":38,"risk_profile":144,"dependencies":145,"verification":150,"agent_metadata":153,"agent_fit":164,"trust":166,"provenance":169,"created_at":171,"updated_at":172,"__relatedScore":173,"__relatedReasons":174,"__sharedTags":175},3118,"0f4b8ec6-2063-4f50-a9e0-0158863e0943","kilo-code-ai-coding-assistant-cli","Kilo Code — AI Coding Assistant + CLI","An AI coding assistant for VS Code with an optional CLI. The repo documents an npm-installable CLI and mentions MCP server discovery as an extension path.",[],[142],{"id":25,"name":26,"slug":27,"icon":28},[33,34,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},{"npm":146,"pip":147,"brew":148,"system":149},[],[],[],[],{"commands":151,"expected_files":152},[],[],{"asset_kind":31,"target_tools":154,"install_mode":37,"entrypoint":38,"risk_profile":155,"dependencies":156,"content_hash":94,"verification":161},[33,34,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},{"npm":157,"pip":158,"brew":159,"system":160},[],[],[],[],{"commands":162,"expected_files":163},[],[],{"target":34,"score":61,"status":62,"policy":62,"why":165,"asset_kind":31,"install_mode":37},[64,65,66,67,68,69,70],{"author_trust_level":72,"verified_publisher":29,"asset_signed_hash":94,"signature_status":73,"install_count":12,"report_count":12,"dangerous_capability_badges":167,"review_status":75,"signals":168},[31],[77,78],{"owner_uuid":9,"owner_name":10,"source_url":170,"content_hash":94,"visibility":19,"created_at":171,"updated_at":172},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fkilo-code-ai-coding-assistant-cli","2026-05-12 04:00:52","2026-05-14 09:26:24",129.76413688858352,[127,128,129,130,131],[27,133],{"id":177,"uuid":178,"slug":179,"title":180,"description":181,"author_id":182,"author_name":183,"author_avatar":184,"token_estimate":12,"time_saved":12,"model_used":13,"fork_count":12,"vote_count":12,"view_count":185,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":186,"tags":187,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":94,"asset_kind":31,"target_tools":189,"install_mode":37,"entrypoint":190,"risk_profile":191,"dependencies":193,"verification":198,"agent_metadata":201,"agent_fit":214,"trust":218,"provenance":222,"created_at":224,"updated_at":225,"__relatedScore":226,"__relatedReasons":227,"__sharedTags":228},2778,"bb158873-5e3a-4f74-be9b-5660b33303b9","amp-by-sourcegraph-whole-repo-ai-coding-agent","Amp by Sourcegraph — Whole-Repo AI Coding Agent","Sourcegraph's Amp reads the entire repo's symbol graph before editing. Symbol-aware retrieval, no hallucinated imports, type-respecting refactors.","9ad55b56-afc0-4c0a-a2c9-0eeae4f2b948","Sourcegraph","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F3979584?v=4",6,[],[188],{"id":25,"name":26,"slug":27,"icon":28},[33,34,36],"SKILL.md",{"executes_code":29,"modifies_global_config":29,"requires_secrets":192,"uses_absolute_paths":29,"network_access":29},[],{"npm":194,"pip":195,"brew":196,"system":197},[],[],[],[],{"commands":199,"expected_files":200},[],[],{"asset_kind":31,"target_tools":202,"install_mode":37,"entrypoint":190,"risk_profile":203,"dependencies":205,"content_hash":94,"verification":210,"inferred":213},[33,34,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":204,"uses_absolute_paths":29,"network_access":29},[],{"npm":206,"pip":207,"brew":208,"system":209},[],[],[],[],{"commands":211,"expected_files":212},[],[],true,{"target":34,"score":215,"status":62,"policy":62,"why":216,"asset_kind":31,"install_mode":37},17,[64,65,66,67,68,69,217],"trust new",{"author_trust_level":219,"verified_publisher":29,"asset_signed_hash":94,"signature_status":73,"install_count":12,"report_count":12,"dangerous_capability_badges":220,"review_status":75,"signals":221},"new",[31],[78],{"owner_uuid":182,"owner_name":183,"source_url":223,"content_hash":94,"visibility":19,"created_at":224,"updated_at":225},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Famp-by-sourcegraph-whole-repo-ai-coding-agent","2026-05-07 21:24:24","2026-05-13 23:36:35",126.26764706002139,[127,128,129,130],[27,133],{"id":230,"uuid":231,"slug":232,"title":233,"description":234,"author_id":235,"author_name":236,"author_avatar":11,"token_estimate":12,"time_saved":12,"model_used":13,"fork_count":12,"vote_count":12,"view_count":14,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":237,"tags":238,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":94,"asset_kind":31,"target_tools":240,"install_mode":37,"entrypoint":38,"risk_profile":241,"dependencies":242,"verification":247,"agent_metadata":250,"agent_fit":261,"trust":263,"provenance":266,"created_at":171,"updated_at":268,"__relatedScore":269,"__relatedReasons":270,"__sharedTags":271},3117,"5c710fc5-59c0-45c0-bef3-5781a479de09","mcpc-universal-mcp-cli-client","mcpc — Universal MCP CLI Client","A Swiss Army knife CLI for the Model Context Protocol: connect to MCP servers, manage sessions, list tools, and script tool calls via JSON output.","8a910281-3180-11f1-9bc6-00163e2b0d79","MCP Hub",[],[239],{"id":25,"name":26,"slug":27,"icon":28},[33,34,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},{"npm":243,"pip":244,"brew":245,"system":246},[],[],[],[],{"commands":248,"expected_files":249},[],[],{"asset_kind":31,"target_tools":251,"install_mode":37,"entrypoint":38,"risk_profile":252,"dependencies":253,"content_hash":94,"verification":258},[33,34,36],{"executes_code":29,"modifies_global_config":29,"requires_secrets":40,"uses_absolute_paths":29,"network_access":29},{"npm":254,"pip":255,"brew":256,"system":257},[],[],[],[],{"commands":259,"expected_files":260},[],[],{"target":34,"score":61,"status":62,"policy":62,"why":262,"asset_kind":31,"install_mode":37},[64,65,66,67,68,69,70],{"author_trust_level":72,"verified_publisher":29,"asset_signed_hash":94,"signature_status":73,"install_count":12,"report_count":12,"dangerous_capability_badges":264,"review_status":75,"signals":265},[31],[77,78],{"owner_uuid":235,"owner_name":236,"source_url":267,"content_hash":94,"visibility":19,"created_at":171,"updated_at":268},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fmcpc-universal-mcp-cli-client","2026-05-14 00:45:22",123.67091502846026,[127,128,129,130],[27,133]]