{"adoption": {"forks": 194, "observed_at": "2026-09-03T02:15:11.161795+00:00", "stars": 1270}, "canonical_url": "https://ross.abutalabs.com/products/jupyter-mcp-server", "card": {"archived": false, "artifact_type": "service", "description": "🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.", "domain": ["large-language-models", "data-science", "developer-tools"], "enriched": true, "function": ["mcp", "llm-inference", "agent-framework", "sdk"], "health_score": 100, "homepage": "https://jupyter-mcp-server.datalayer.tech", "language": "Python", "license": "BSD-3-Clause", "license_family": "permissive", "maturity": "active", "member_repos": ["datalayer/jupyter-mcp-server"], "name": "datalayer/jupyter-mcp-server", "platform": ["python", "self-hosted", "cross-platform"], "pushed_at": "2026-09-02T08:35:18+00:00", "repo": "datalayer/jupyter-mcp-server", "stars": 1270, "tags": ["jupyter", "mcp-server", "notebook-automation", "code-execution", "claude-code", "data-analysis", "code-sandbox", "ai-agents", "docker", "web-server"], "topics": ["jupyter", "mcp-server", "ai", "mcp", "tools"], "urls": [], "use_cases": ["let an AI agent run and edit Jupyter notebooks", "connect Claude Code to Jupyter for data analysis", "execute notebook cells and get output feedback from an LLM", "use Jupyter as a code sandbox for AI agents", "automate data analysis and visualization in notebooks", "manage multiple notebooks from an AI assistant"], "what_it_is": "A Model Context Protocol (MCP) server that lets AI agents connect to, edit, and execute Jupyter Notebooks in real time. It supports STDIO and Streamable HTTP transports, works with any Jupyter deployment or hosted code sandbox, and is also available as a hosted endpoint from Datalayer.", "when_to_avoid": ["you don't use Jupyter or notebook-based workflows", "you need a general-purpose code execution sandbox without notebooks", "your MCP client supports neither STDIO nor Streamable HTTP"], "when_to_choose": ["you want an AI agent to work directly in Jupyter notebooks with real-time feedback", "you need multimodal cell outputs (plots, images, text) returned to an LLM", "you want a self-hosted or hosted MCP server compatible with STDIO and HTTP transports", "you need scalable code sandboxes from local to cloud providers"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/jupyter-mcp-server", "repo": "datalayer/jupyter-mcp-server", "role": "main", "score": 88}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:11.161795+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T05:04:18.607565+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4f08992cf717e83b103d6343ab960d5a6b89e80455a06592ac12431b7aa69712", "fetched_at": "2026-09-03T02:15:11.161795+00:00", "kind": "readme", "missing": false, "url": "https://github.com/datalayer/jupyter-mcp-server"}, {"content_hash": "e143294668ffea8aa020893b48c3d8e0adde08648d3c4fb492123c8d6360bbf4", "fetched_at": "2026-08-29T12:16:51.001399+00:00", "kind": "homepage", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech"}, {"content_hash": "0adaf2b439ab2db8c1339a83c01a7f1ac80101086caf4e3f9424b25ea6586edd", "fetched_at": "2026-08-29T12:16:51.013539+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/jupyter-mcp-server/json"}, {"content_hash": "0bb8ab0cebd8a5da4fcf74e1b6ef90edd843c260187f47bb3a2af84b5fdbd9b0", "fetched_at": "2026-08-29T12:16:51.010512+00:00", "kind": "site_page", "missing": false, "url": "https://jupyter-mcp-server.datalayer.tech/releases"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 100, "longevity": 40, "rhythm": 100}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 567, "days_push": 0, "days_rel": 1, "gap_med": 1.0, "n_releases_24m": 51}, "score": 88, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}