{"data":{"slug":"concierge-hq-concierge","name":"concierge","tagline":"Universal SDK for building next-gen MCP servers","github_url":"https://github.com/concierge-hq/concierge","owner":"concierge-hq","repo":"concierge","owner_avatar_url":"https://avatars.githubusercontent.com/u/247924237?v=4","primary_language":"Python","stars":531,"forks":99,"topics":["agentic-ai","agentic-web","agentic-web-protocol","agentic-workflow","agents","ai","apps-sdk","automation","chatbot","chatbot-application","llm","mcp","mcp-server","self-hosted","web-4","worfklows","workflow-automation"],"archived":false,"github_pushed_at":"2026-06-09T00:47:17+00:00","maintenance_label":"Slowing","stars_delta_30d":-1,"url":"https://www.graphcanon.com/tools/concierge-hq-concierge","markdown_url":"https://www.graphcanon.com/tools/concierge-hq-concierge.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/concierge-hq-concierge","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=concierge-hq-concierge","description":"🚀 Universal SDK for building next-gen MCP servers","homepage_url":"https://platform.getconcierge.app","license":"Other","open_issues":55,"watchers":3,"ai_summary":"Provides tools and utilities to build advanced chatbot applications and automation services using AI agents.","readme_excerpt":"## Getting Started\n\n> [!NOTE]\n> Concierge requires Python 3.9+. We recommend installing with [uv](https://docs.astral.sh/uv/) for faster dependency resolution, but pip works just as well.\n\n```bash\npip install concierge-sdk\n```\n\n**Scaffold a new project:**\n\n```bash\nconcierge init my-store    # Generate a ready to run project\ncd my-store                # Enter project\npython main.py             # Start the MCP server\n```\n\n**Or wrap an existing MCP server** two lines, nothing else changes:\n\n```python\n\n---\n\n## License\n\n[Apache License 2.0](LICENSE).","github_created_at":"2025-10-19T04:26:48+00:00","created_at":"2026-07-15T10:57:19.19369+00:00","updated_at":"2026-09-20T04:57:00.434268+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"slug":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"}],"tags":[{"slug":"agentic-ai","name":"agentic-ai"},{"slug":"agents","name":"agents"},{"slug":"automation","name":"automation"},{"slug":"llm","name":"llm"}],"trust":{"provenance":{"is_fork":false,"github_id":1079090462,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-20T04:56:57.709Z","maintenance":{"label":"Slowing","score":36,"methodology":"github_public_v1","releases_90d":0,"days_since_push":103,"last_release_at":"2026-04-17T09:37:31Z","stars_delta_30d":-1,"open_issues_delta_30d":0},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-19T04:00:29.547Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-20T04:56:58.750Z"},"deploy":{"source":"dockerfile:Dockerfile","self_host":true,"observed_at":"2026-09-20T04:56:58.750Z","managed_saas":false},"has_cli":{"value":true,"source":"pyproject.toml:[project.scripts]","observed_at":"2026-09-20T04:56:58.750Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-09-20T04:56:58.750Z"},"has_docker":{"value":true,"source":"dockerfile:Dockerfile","observed_at":"2026-09-20T04:56:58.750Z"},"license_spdx":{"value":"Other","source":"github.license","observed_at":"2026-09-20T04:56:58.750Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["When you need to build self-hosted, sophisticated chatbot applications requiring integration with MCP protocols and workflow automation technologies.","If your project involves crafting complex interaction sequences using AI-centric web protocols and agentic workflows as part of its core functionality."],"when_not_to_use":["Avoid if you are working in environments that do not support Python or require SDK functionalities for languages other than Python.","Not suitable for projects that are constrained by licenses outside the provided 'Other' license category, which may limit interoperability and contribution freedoms."],"source":"enrich:decision_facts","observed_at":"2026-07-17T08:16:06.045Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Concierge is a Python-based universal SDK designed for developing next-generation MCP servers that facilitate advanced chatbot applications and automation services leveraging AI agents."}]}}