{"adoption": {"forks": 205, "observed_at": "2026-08-28T04:07:47.823453+00:00", "stars": 3182}, "canonical_url": "https://ross.abutalabs.com/products/open-science", "card": {"archived": false, "artifact_type": "application", "description": "Open Science is an open-source, local-first, model-agnostic AI research workbench for reproducible scientific research on macOS, Windows, and Linux.", "domain": ["artificial-intelligence", "data-science", "education", "self-hosted", "cross-platform"], "enriched": true, "function": ["agent-framework", "llm-inference", "rag", "data-science", "data-visualization", "mcp", "chat-interface", "developer-tools"], "health_score": 100, "homepage": "https://aipoch.com/open-science", "language": "TypeScript", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["aipoch/open-science"], "name": "aipoch/open-science", "platform": ["windows", "cross-platform", "self-hosted"], "pushed_at": "2026-08-26T22:33:04+00:00", "repo": "aipoch/open-science", "stars": 3182, "tags": ["local-first", "reproducible-research", "scientific-research", "model-agnostic", "research-workbench", "ai-agents", "provenance", "notebook-runtimes", "open-science", "research", "science", "macos", "linux", "desktop", "typescript"], "topics": ["ai-for-science", "local-first", "reproducible-research", "research-workbench", "ai-research-tool", "open-science", "scientific-agent", "scientific-research", "ai-research", "model-agnostic", "research-software", "scientific-ai", "linux", "macos", "windows"], "urls": [], "use_cases": ["run an AI research assistant locally for reproducible scientific analysis", "automate literature review and hypothesis development with AI agents", "execute Python and R code in an AI-driven research workspace", "produce reports, tables, and figures with traceable provenance", "query scientific data sources from a unified workbench", "self-host an inspectable alternative to subscription AI research tools", "run data analysis and simulation across life sciences, chemistry, and physics"], "what_it_is": "Open Science is an open-source, local-first, model-agnostic AI research workbench for reproducible scientific research. It combines a coordinator agent with specialist sub-agents and a reviewer, Python/R notebook execution, scientific data connectors, and traceable provenance in a single cross-platform desktop workspace.", "when_to_avoid": ["you need a lightweight CLI or library to embed in your own pipeline", "you require a fully hosted, zero-setup SaaS experience", "you need production-grade support or a long track record, as the project is young (v0.20.x)"], "when_to_choose": ["you need reproducible, inspectable AI-assisted research with full provenance tracking", "you want a local-first, self-hosted workbench that works with any model provider", "you need Python and R execution plus scientific data connectors in one workspace", "you want an open-source alternative to fragmented research tooling"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/open-science", "repo": "aipoch/open-science", "role": "main", "score": 80}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.823453+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:25:03.029470+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "abea6bdaa3e88737a0926a53b669d6d8d6159574ddef38613451ada72bd3bf0f", "fetched_at": "2026-08-28T04:07:47.823453+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aipoch/open-science"}, {"content_hash": "d84abd308c51b17e106467e342ac020c4251256ca5152259b8bf8bbcec0ad5bb", "fetched_at": "2026-08-29T09:39:29.415014+00:00", "kind": "homepage", "missing": false, "url": "https://aipoch.com/open-science"}, {"content_hash": "49696ec4cc57326a84de72aa5c34a9fb3ab4a88eb818ea17fb5a63432dedb7a8", "fetched_at": "2026-08-29T09:39:29.446014+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/guides"}, {"content_hash": "4fe5845f770cb5c5945b0d54b2ddcfe71480225d17083b954983476b41595764", "fetched_at": "2026-08-29T09:39:29.448336+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/docs"}, {"content_hash": "bf21bdaf919041fe2381b46da29d8e5d82bc3d4a332517a75093aaad3b5957e0", "fetched_at": "2026-08-29T09:39:29.433397+00:00", "kind": "site_page", "missing": false, "url": "https://aipoch.com/agent-skills"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 4, "rhythm": 99}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 61, "days_push": 7, "days_rel": 6, "gap_med": 1.0, "n_releases_24m": 45}, "score": 80, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}