{"adoption": {"forks": 764, "observed_at": "2026-08-28T04:08:50.339315+00:00", "stars": 4443}, "canonical_url": "https://ross.abutalabs.com/products/agent-service-toolkit", "card": {"archived": false, "artifact_type": "framework", "description": "Full toolkit for running an AI agent service built with LangGraph, FastAPI and Streamlit", "domain": ["large-language-models", "chatbots", "web-development", "developer-tools"], "enriched": true, "function": ["agent-framework", "chatbot", "api-framework", "web-framework", "chat-interface", "rag", "llm-inference"], "health_score": 79, "homepage": "https://agent-service-toolkit.streamlit.app", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["JoshuaC215/agent-service-toolkit"], "name": "JoshuaC215/agent-service-toolkit", "platform": ["python", "self-hosted"], "pushed_at": "2026-08-23T21:08:25+00:00", "repo": "JoshuaC215/agent-service-toolkit", "stars": 4443, "tags": ["langgraph", "fastapi", "streamlit", "pydantic", "agent-template", "boilerplate", "ai-agents", "docker", "web-server"], "topics": ["agents", "langgraph", "streamlit"], "urls": [], "use_cases": ["build a chatbot service with langgraph", "deploy an ai agent backend with fastapi", "create a streamlit chat ui for my agent", "template for starting a langgraph project", "serve multiple agents behind one api", "stream agent responses to a web frontend"], "what_it_is": "A full toolkit for building and running an AI agent service using LangGraph, FastAPI, and Streamlit. It provides a template including a LangGraph agent, a FastAPI serving layer, a client, and a Streamlit chat interface.", "when_to_avoid": ["you need a non-Python stack or a framework other than LangGraph", "you only need a simple single-file agent script without a service layer", "you want a hosted SaaS solution rather than self-hosted code"], "when_to_choose": ["you want a production-style template for LangGraph agents with API and UI included", "you use Python and want FastAPI serving plus a ready-made chat frontend", "you want streaming, feedback, and human-in-the-loop patterns out of the box"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/agent-service-toolkit", "repo": "JoshuaC215/agent-service-toolkit", "role": "main", "score": 68}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:50.339315+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:20:48.957592+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6fe211a1fdbe71d746d2c87e3f1f8a985c4cb5ac62c7e0c99e37b0775f13659a", "fetched_at": "2026-08-28T04:08:50.339315+00:00", "kind": "readme", "missing": false, "url": "https://github.com/JoshuaC215/agent-service-toolkit"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 54, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 759, "days_push": 10, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 68, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}