{"adoption": {"forks": 97, "observed_at": "2026-09-03T02:15:11.879301+00:00", "stars": 1005}, "canonical_url": "https://ross.abutalabs.com/products/autollm", "card": {"archived": true, "artifact_type": "library", "description": "Ship RAG based LLM web apps in seconds.", "domain": ["large-language-models", "artificial-intelligence", "web-development"], "enriched": true, "function": ["rag", "llm-inference", "web-framework", "vector-database", "api-framework"], "health_score": 10, "homepage": null, "language": "Python", "license": "AGPL-3.0", "license_family": "copyleft", "maturity": "maintenance", "member_repos": ["fcakyon/autollm"], "name": "fcakyon/autollm", "platform": ["python", "self-hosted"], "pushed_at": "2024-01-29T08:07:50+00:00", "repo": "fcakyon/autollm", "stars": 1005, "tags": ["llamaindex", "langchain", "fastapi", "gradio", "openai", "multi-provider-llm", "query-engine", "retrieval-augmented-generation", "docker"], "topics": ["anthropic", "bedrock", "cohere", "fastapi", "langchain", "large-language-models", "llama-index", "llama2", "llm", "openai", "palm", "pypi", "python", "retrieval-augmented-generation", "vector-database", "vertex-ai", "gradio"], "urls": [], "use_cases": ["build a rag chatbot over my documents", "create an llm api server in one line", "query pdfs with a large language model", "unified interface for openai anthropic cohere llms", "ship a question answering web app fast", "connect multiple vector databases to an llm"], "what_it_is": "AutoLLM is a Python library for rapidly building RAG-based LLM web apps and APIs, offering a unified API over 100+ LLM providers and 20+ vector databases with one-line query engine and FastAPI setup. It wraps LlamaIndex and LangChain to simplify shipping retrieval-augmented chat applications.", "when_to_avoid": ["you need fine-grained control over retrieval and prompting that raw LlamaIndex gives", "you require a permissive license for closed-source use (AGPL-3.0)", "you need actively maintained software - releases stopped in early 2024"], "when_to_choose": ["you want a minimal-code RAG pipeline with FastAPI or Gradio deployment", "you need to swap between many LLM providers and vector stores behind one API", "you want built-in cost calculation across providers"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/autollm", "repo": "fcakyon/autollm", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.879301+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:12:46.058978+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "04059e76b0a6167a8016ab946145f08e8ebf4de2a08df689dce0c952b76a068c", "fetched_at": "2026-09-03T02:15:11.879301+00:00", "kind": "readme", "missing": false, "url": "https://github.com/fcakyon/autollm"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 76, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1077, "days_push": 947, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}