{"adoption": {"forks": 97, "observed_at": "2026-08-28T04:03:26.604149+00:00", "stars": 1064}, "canonical_url": "https://ross.abutalabs.com/products/llm-toolmaker", "card": {"archived": false, "artifact_type": "learning-resource", "description": null, "domain": ["artificial-intelligence", "large-language-models"], "enriched": true, "function": ["agent-framework", "llm-inference", "machine-learning"], "health_score": 20, "homepage": null, "language": "Jupyter Notebook", "license": null, "license_family": "other", "maturity": "experimental", "member_repos": ["ctlllll/LLM-ToolMaker"], "name": "ctlllll/LLM-ToolMaker", "platform": ["python", "cross-platform"], "pushed_at": "2023-05-29T09:23:54+00:00", "repo": "ctlllll/LLM-ToolMaker", "stars": 1064, "tags": ["latm", "tool-making", "llm-agents", "research-paper", "big-bench", "reasoning", "jupyter-notebook", "code-generation", "ai-agents", "research"], "topics": [], "urls": [], "use_cases": ["reproduce the LATM tool-making experiment", "let an LLM create its own reusable tools", "reduce inference cost by pairing GPT-4 tool maker with GPT-3.5 tool user", "evaluate LLMs on Big-Bench reasoning tasks", "explore closed-loop tool generation for agents"], "what_it_is": "Research code for the LATM (LLMs as Tool Makers) framework, where a powerful LLM writes reusable Python tool functions and a cheaper LLM uses them for problem-solving. It accompanies an arXiv paper and is validated on complex reasoning tasks including Big-Bench.", "when_to_avoid": ["you need a production-ready agent framework", "you want a maintained library with a license and support", "you need tool-making without access to OpenAI GPT models"], "when_to_choose": ["you want to experiment with or extend the LATM paper's approach", "you need a reference implementation of LLM tool creation and reuse", "you're researching cost-efficient LLM agent pipelines"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/llm-toolmaker", "repo": "ctlllll/LLM-ToolMaker", "role": "main", "score": 29}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:26.604149+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:56:03.528591+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "523a6fd785befdea5f0f7e5e67e874ebd7af3997b9bd96e0551d81efb54d21e8", "fetched_at": "2026-08-28T04:03:26.604149+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ctlllll/LLM-ToolMaker"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 85, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1196, "days_push": 1192, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 29, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}