{"adoption": {"forks": 90, "observed_at": "2026-08-28T04:03:49.790771+00:00", "stars": 1164}, "canonical_url": "https://ross.abutalabs.com/products/awesome-auto-research-tools", "card": {"archived": false, "artifact_type": "learning-resource", "description": "A curated collection of automated research tools, covering literature search, paper reading, experiment management, and code generation to help researchers accelerate their workflow.", "domain": ["artificial-intelligence", "large-language-models", "awesome-lists", "education", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "rag", "developer-tools"], "health_score": 80, "homepage": null, "language": "Python", "license": "CC0-1.0", "license_family": "permissive", "maturity": "active", "member_repos": ["handsome-rich/Awesome-Auto-Research-Tools"], "name": "handsome-rich/Awesome-Auto-Research-Tools", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-24T10:06:37+00:00", "repo": "handsome-rich/Awesome-Auto-Research-Tools", "stars": 1164, "tags": ["awesome-list", "automated-research", "ai-scientist", "literature-review", "academic-writing", "curated-list", "ai-agents"], "topics": [], "urls": [], "use_cases": ["find tools to automate literature reviews", "discover AI systems that run experiments end to end", "compare autonomous research agents like AI-Scientist and RD-Agent", "find tools for automated paper writing and peer review", "locate open-source research automation projects by LLM provider support", "accelerate my research workflow with AI agents"], "what_it_is": "A curated awesome-list of open-source projects that automate scientific research, spanning autonomous research systems, deep literature synthesis, experimentation, and academic writing. It catalogs tools with star counts, supported LLM APIs, and framework details to help researchers pick automation tooling.", "when_to_avoid": ["you need a runnable tool rather than a list of links", "you need guaranteed up-to-date star counts or maintenance status", "you want deep reviews or benchmarks of each listed project"], "when_to_choose": ["you want a curated overview of the automated-research tooling landscape", "you are evaluating which autonomous research system fits your LLM provider", "you need a starting point for building AI-assisted research pipelines"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/awesome-auto-research-tools", "repo": "handsome-rich/Awesome-Auto-Research-Tools", "role": "main", "score": 59}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:49.790771+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:29:40.471174+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "71a12266e03a860dde7528be9503aebf6650bc2cbb729d2fcd87e9ca434a96d7", "fetched_at": "2026-08-28T04:03:49.790771+00:00", "kind": "readme", "missing": false, "url": "https://github.com/handsome-rich/Awesome-Auto-Research-Tools"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 12, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 170, "days_push": 9, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 59, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}