[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"workflow-microsoft-agent-framework-build-run-agent-workflows-ec4301e4":3,"seo:featured-workflow:ec4301e4-eb8d-4210-9a9b-228585a04031:es":38,"workflow-related-microsoft-agent-framework-build-run-agent-workflows-ec4301e4-ec4301e4-eb8d-4210-9a9b-228585a04031":82},{"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":27,"target_tools":31,"install_mode":35,"entrypoint":36,"risk_profile":37,"dependencies":39,"verification":45,"agent_metadata":48,"agent_fit":59,"trust":70,"provenance":78,"created_at":80,"updated_at":81},3135,"ec4301e4-eb8d-4210-9a9b-228585a04031","microsoft-agent-framework-build-run-agent-workflows","Microsoft Agent Framework — Build & Run Agent Workflows","Microsoft Agent Framework builds production-grade agents and multi-agent workflows in Python and .NET, with official docs and quickstarts for teams.","8a910fec-3180-11f1-9bc6-00163e2b0d79","Agent Toolkit","https:\u002F\u002Ftokrepo.com\u002Fapple-touch-icon.png",0,"",15,"en",[17],{"id":18,"step_order":19,"title":20,"description":13,"prompt_template":21,"variables":13,"depends_on":22,"expected_output":13},3698,1,"Asset","## Quick Use\n\n1. Install \u002F run:\n   ```bash\n   pip install agent-framework\n\ndotnet add package Microsoft.Agents.AI\n   ```\n2. Start \u002F smoke test:\n   ```bash\n   python -m pip show agent-framework && echo 'MAF installed (Python)'\n# .NET: verify package in your project\n# dotnet list package | rg Microsoft.Agents.AI\n   ```\n3. Verify:\n   - Follow the official Quick Start link from the README and run the smallest end-to-end sample before integrating into your app.\n\n## Intro\n\nMicrosoft Agent Framework builds production-grade agents and multi-agent workflows in Python and .NET, with official docs and quickstarts for teams.\n\n- **Best for:** Teams building production agents who want official quickstarts, multi-language support, and a structured workflow model\n- **Works with:** Python + .NET (per README); integrates with official docs and tutorials\n- **Setup time:** 15 minutes\n\n## How to Use It Well\n\n- Setup time ~15 minutes (pip\u002Fdotnet install + follow the Quick Start tutorial)\n- Two supported stacks called out in the README: Python and .NET\n- GitHub stars + forks (verified): see Source & Thanks\n\nTreat agent frameworks like application frameworks: start from an official quickstart, lock in your model\u002Ftool boundaries, then add evals, telemetry, and permission controls before shipping.\n\n### FAQ\n\n**Q: Is it only for prototypes?**\nA: The README positions it for production-grade agents and workflows; still validate your own safety and eval gates.\n\n**Q: Can I use only Python?**\nA: Yes. The README shows Python installation via pip; .NET is optional depending on your stack.\n\n**Q: Where do I start?**\nA: Use the official documentation and Quick Start linked in the README, then adapt the sample pattern to your domain.\n\n## Source & Thanks\n\n> Source: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fagent-framework\n> License: MIT\n> GitHub stars: 10,345 · forks: 1,692\n\n---\n\n\u003C!-- ZH -->\n\n## 快速使用\n\n1. 安装 \u002F 运行：\n   ```bash\n   pip install agent-framework\n\ndotnet add package Microsoft.Agents.AI\n   ```\n2. 启动 \u002F 冒烟测试：\n   ```bash\n   python -m pip show agent-framework && echo 'MAF installed (Python)'\n# .NET: verify package in your project\n# dotnet list package | rg Microsoft.Agents.AI\n   ```\n3. 验证：\n   - Follow the official Quick Start link from the README and run the smallest end-to-end sample before integrating into your app.\n\n## 简介\n\nMicrosoft Agent Framework（MAF）提供 Python 与 .NET 的多语言框架，用于构建生产级 AI agent 与多 Agent 工作流，并配有官方 quick start 与文档。\n\n- **适合谁：** 想用官方 quick start + 多语言支持构建生产级 agent\u002F多 agent 工作流的团队\n- **可搭配：** Python + .NET（见 README）；可结合官方文档与教程使用\n- **准备时间：** 15 分钟\n\n## 实战建议\n\n- 上手约 15 分钟（安装 + 跑通 Quick Start 教程）\n- README 明确支持两条技术栈：Python 与 .NET\n- GitHub stars + forks（已核验）：见「来源与感谢」\n\n把 agent 框架当应用框架来用：先跑通官方 quickstart，明确模型\u002F工具边界，再把评测、可观测性与权限控制补齐后再上线。\n\n### FAQ\n\n**它只适合原型吗？**\nA: README 将其定位为生产级框架；但仍建议你自己加安全与评测门槛再上线。\n\n**我只用 Python 可以吗？**\nA: 可以。README 提供了 pip 安装路径；.NET 取决于你的技术栈。\n\n**从哪里开始最省事？**\nA: 直接从 README 里的官方文档与 Quick Start 入手，先跑通最小样例再迁移到业务。\n\n## 来源与感谢\n\n> Source: https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fagent-framework\n> License: MIT\n> GitHub stars: 10,345 · forks: 1,692\n","0",[24],{"id":25,"name":26,"slug":27,"icon":28},11,"Scripts","script","📜",false,"da4726ea09b26aa5f8940064768b92085e02a207b8a5ac42033c0b5bc2e1f65a",[32,33,34],"claude_code","codex","gemini_cli","single","README.md",{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},null,{"npm":40,"pip":41,"brew":43,"system":44},[],[42],"agent-framework",[],[],{"commands":46,"expected_files":47},[],[20],{"asset_kind":27,"target_tools":49,"install_mode":35,"entrypoint":36,"risk_profile":50,"dependencies":51,"content_hash":30,"verification":56},[32,33,34],{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},{"npm":52,"pip":53,"brew":54,"system":55},[],[42],[],[],{"commands":57,"expected_files":58},[],[20],{"target":33,"score":60,"status":61,"policy":61,"why":62,"asset_kind":27,"install_mode":35},29,"stage_only",[63,64,65,66,67,68,69],"target_tools includes codex","asset_kind script","install_mode single","markdown-only","policy stage_only","asset_kind script is not activated directly for Codex","trust established",{"author_trust_level":71,"verified_publisher":29,"asset_signed_hash":30,"signature_status":72,"install_count":12,"report_count":12,"dangerous_capability_badges":73,"review_status":74,"signals":75},"established","hash_only",[27],"unreviewed",[76,77],"author has published assets","content hash available",{"owner_uuid":9,"owner_name":10,"source_url":79,"content_hash":30,"visibility":19,"created_at":80,"updated_at":81},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fmicrosoft-agent-framework-build-run-agent-workflows","2026-05-12 04:56:51","2026-05-14 08:14:41",[83,133,176,218],{"id":84,"uuid":85,"slug":86,"title":87,"description":88,"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":89,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":90,"tags":91,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":93,"asset_kind":27,"target_tools":94,"install_mode":35,"entrypoint":95,"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":131},3277,"79c28341-ca9a-585d-b8cf-b183829b6d9d","hive-framework-outcome-driven-multi-agent-harness","Hive Framework — Outcome-Driven Multi-Agent Harness","Hive Framework turns natural-language goals into generated agent graphs and dashboards, giving teams a production-minded multi-agent harness.",18,[],[92],{"id":25,"name":26,"slug":27,"icon":28},"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",[32,33,34],"quickstart.sh",{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},{"npm":98,"pip":99,"brew":100,"system":101},[],[],[],[],{"commands":103,"expected_files":104},[],[],{"asset_kind":27,"target_tools":106,"install_mode":35,"entrypoint":95,"risk_profile":107,"dependencies":108,"content_hash":93,"verification":113},[32,33,34],{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},{"npm":109,"pip":110,"brew":111,"system":112},[],[],[],[],{"commands":114,"expected_files":115},[],[],{"target":33,"score":60,"status":61,"policy":61,"why":117,"asset_kind":27,"install_mode":35},[63,64,65,66,67,68,69],{"author_trust_level":71,"verified_publisher":29,"asset_signed_hash":93,"signature_status":72,"install_count":12,"report_count":12,"dangerous_capability_badges":119,"review_status":74,"signals":120},[27],[76,77],{"owner_uuid":9,"owner_name":10,"source_url":122,"content_hash":93,"visibility":19,"created_at":123,"updated_at":124},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fhive-framework-outcome-driven-multi-agent-harness","2026-05-12 22:02:44","2026-05-14 08:16:03",110.91813040142924,[127,128,129,130],"topic-match","same-kind","same-target","same-author",[27,132],"scripts",{"id":134,"uuid":135,"slug":136,"title":137,"description":138,"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":139,"tags":140,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":93,"asset_kind":27,"target_tools":142,"install_mode":35,"entrypoint":143,"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},3309,"376e2fa5-a3f0-52fc-a8df-f212825e14a4","ms-agent-lightweight-agent-framework-with-mcp","MS-Agent — Lightweight Agent Framework with MCP","MS-Agent is a lightweight agent framework with MCP configs; install via pip and start with an LLMAgent example wired to Streamable HTTP MCP endpoints.",[],[141],{"id":25,"name":26,"slug":27,"icon":28},[32,33,34],"ms-agent",{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},{"npm":146,"pip":147,"brew":148,"system":149},[],[],[],[],{"commands":151,"expected_files":152},[],[],{"asset_kind":27,"target_tools":154,"install_mode":35,"entrypoint":143,"risk_profile":155,"dependencies":156,"content_hash":93,"verification":161},[32,33,34],{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},{"npm":157,"pip":158,"brew":159,"system":160},[],[],[],[],{"commands":162,"expected_files":163},[],[],{"target":33,"score":60,"status":61,"policy":61,"why":165,"asset_kind":27,"install_mode":35},[63,64,65,66,67,68,69],{"author_trust_level":71,"verified_publisher":29,"asset_signed_hash":93,"signature_status":72,"install_count":12,"report_count":12,"dangerous_capability_badges":167,"review_status":74,"signals":168},[27],[76,77],{"owner_uuid":9,"owner_name":10,"source_url":170,"content_hash":93,"visibility":19,"created_at":171,"updated_at":172},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fms-agent-lightweight-agent-framework-with-mcp","2026-05-12 23:31:49","2026-05-14 08:16:17",101.80617997398389,[127,128,129,130],[27,132],{"id":177,"uuid":178,"slug":179,"title":180,"description":181,"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":89,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":182,"tags":183,"has_voted":29,"visibility":19,"share_token":13,"is_featured":12,"content_hash":93,"asset_kind":27,"target_tools":185,"install_mode":35,"entrypoint":36,"risk_profile":186,"dependencies":187,"verification":192,"agent_metadata":195,"agent_fit":206,"trust":208,"provenance":211,"created_at":213,"updated_at":214,"__relatedScore":215,"__relatedReasons":216,"__sharedTags":217},3092,"716fc1ad-c3a2-49ab-a810-3a139949e377","camel-multi-agent-and-tooling-library","CAMEL — Multi-Agent and Tooling Library","CAMEL is an open-source library for multi-agent systems and tools. Install `camel-ai`, then compose agents, tools, and optional web helpers in Python.",[],[184],{"id":25,"name":26,"slug":27,"icon":28},[32,33,34],{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},{"npm":188,"pip":189,"brew":190,"system":191},[],[],[],[],{"commands":193,"expected_files":194},[],[],{"asset_kind":27,"target_tools":196,"install_mode":35,"entrypoint":36,"risk_profile":197,"dependencies":198,"content_hash":93,"verification":203},[32,33,34],{"executes_code":29,"modifies_global_config":29,"requires_secrets":38,"uses_absolute_paths":29,"network_access":29},{"npm":199,"pip":200,"brew":201,"system":202},[],[],[],[],{"commands":204,"expected_files":205},[],[],{"target":33,"score":60,"status":61,"policy":61,"why":207,"asset_kind":27,"install_mode":35},[63,64,65,66,67,68,69],{"author_trust_level":71,"verified_publisher":29,"asset_signed_hash":93,"signature_status":72,"install_count":12,"report_count":12,"dangerous_capability_badges":209,"review_status":74,"signals":210},[27],[76,77],{"owner_uuid":9,"owner_name":10,"source_url":212,"content_hash":93,"visibility":19,"created_at":213,"updated_at":214},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fcamel-multi-agent-and-tooling-library","2026-05-12 00:58:31","2026-05-14 08:17:43",90.91813040142924,[127,128,129,130],[27,132],{"id":219,"uuid":220,"slug":221,"title":222,"description":223,"author_id":224,"author_name":225,"author_avatar":11,"token_estimate":226,"time_saved":12,"model_used":227,"fork_count":12,"vote_count":12,"view_count":228,"parent_id":12,"parent_uuid":13,"lang_type":15,"steps":229,"tags":230,"has_voted":29,"visibility":19,"share_token":13,"is_featured":19,"content_hash":232,"asset_kind":233,"target_tools":234,"install_mode":35,"entrypoint":222,"risk_profile":237,"dependencies":239,"verification":244,"agent_metadata":247,"agent_fit":259,"trust":267,"provenance":275,"created_at":277,"updated_at":278,"__relatedScore":279,"__relatedReasons":280,"__sharedTags":281},295,"23732313-ea97-4319-b7a5-19dcddd7e97c","camel-multi-agent-framework-scale-23732313","CAMEL — Multi-Agent Framework at Scale","CAMEL is a multi-agent framework for studying scaling laws of AI agents. 16.6K+ GitHub stars. Up to 1M agents, RAG, memory systems, data generation. Apache 2.0.","8a910e34-3180-11f1-9bc6-00163e2b0d79","Script Depot",500,"Claude Code",342,[],[231],{"id":25,"name":26,"slug":27,"icon":28},"ef6e6cd6d0c7d6fa8598295657ad11912310168f7abe9413fd39e255835fa1d1","skill",[32,33,235,34,236],"cursor","windsurf",{"executes_code":29,"modifies_global_config":29,"requires_secrets":238,"uses_absolute_paths":29,"network_access":29},[],{"npm":240,"pip":241,"brew":242,"system":243},[],[],[],[],{"commands":245,"expected_files":246},[],[222],{"asset_kind":233,"target_tools":248,"install_mode":35,"entrypoint":222,"risk_profile":249,"dependencies":251,"content_hash":232,"verification":256},[32,33,235,34,236],{"executes_code":29,"modifies_global_config":29,"requires_secrets":250,"uses_absolute_paths":29,"network_access":29},[],{"npm":252,"pip":253,"brew":254,"system":255},[],[],[],[],{"commands":257,"expected_files":258},[],[222],{"target":33,"score":260,"status":261,"policy":262,"why":263,"asset_kind":233,"install_mode":35},98,"native","allow",[63,264,65,66,265,266,69],"asset_kind skill","policy allow","safe markdown-only Codex install",{"author_trust_level":71,"verified_publisher":29,"asset_signed_hash":232,"signature_status":72,"last_reviewed_at":268,"install_count":12,"report_count":12,"dangerous_capability_badges":269,"review_status":270,"signals":271},"2026-05-14T01:22:06+08:00",[],"reviewed",[272,76,77,273,274],"asset has usage views","featured asset","no dangerous capability badges",{"owner_uuid":224,"owner_name":225,"source_url":276,"content_hash":232,"visibility":19,"created_at":277,"updated_at":278},"https:\u002F\u002Ftokrepo.com\u002Fen\u002Fworkflows\u002Fcamel-multi-agent-framework-scale-23732313","2026-04-01 07:13:47","2026-05-14 01:22:06",89.80294118006415,[127,129],[27,132]]