{"name":"io.github.nisarg-pujara-vectorlink/coalent","slug":"nisarg-pujara-vectorlink-coalent","title":"Coalent","description":"Fresh, attributed facts from your sources — cached, and invalidated the moment a source changes.","url":"https://mcp.market/server/nisarg-pujara-vectorlink-coalent","rating":null,"grade":"B","score":72,"certified":false,"status":"active","category":"other","tags":[],"presence":{"score":29,"stars":12,"forks":1,"downloads_week":null,"last_push_at":"2026-09-17T07:18:52.000Z","license":"Apache-2.0"},"claimed":false,"transport":"pypi","callable_via_gateway":false,"default_price_micros":0,"repository":"https://github.com/Vectorlink-Labs/coalent","website":"https://coalent.ai","version":"0.7.0","remotes":[],"packages":[{"registryType":"pypi","registryBaseUrl":"https://pypi.org","identifier":"coalent","version":"0.7.0","runtimeHint":"uvx","transport":{"type":"stdio"},"runtimeArguments":[{"description":"Install the MCP SDK and OpenAI extras alongside the core package","isRequired":true,"value":"coalent[mcp,openai]","type":"named","name":"--with"},{"description":"The MCP server entry point (the coalent package also ships a separate `coalent` inspection CLI)","value":"coalent-mcp","type":"positional","valueHint":"coalent-mcp"}],"packageArguments":[{"description":"Directory of documents to serve in zero-config folder mode. Advanced deployments replace this with --cache-factory module:function to serve a user-constructed cache over their own vector DB / embedder / LLM (see the README).","isRequired":true,"format":"filepath","default":"./docs","type":"named","name":"--watch"}],"environmentVariables":[{"description":"Required in folder (--watch) mode for semantic embeddings (text-embedding-3-small) and build synthesis (gpt-4o-mini); the server exits loudly without it rather than degrade. Factory (--cache-factory) mode brings its own models and needs no key.","isRequired":true,"isSecret":true,"name":"OPENAI_API_KEY"},{"description":"Optional shared secret for --transport http: when set, every HTTP request must carry Authorization: Bearer <token>. Unused over stdio.","isSecret":true,"name":"COALENT_MCP_TOKEN"}]}],"tools":[],"scan":{"score":72,"grade":"B","scanned_at":"2026-09-19T10:14:42.021Z","report":{"scannerVersion":"0.1.3","scannedAt":"2026-09-19T10:14:41.993Z","components":{"code":{"score":20,"max":25,"notes":["30 source files scanned"]},"reliability":{"score":-1,"max":20,"notes":["no gateway calls yet and no remote to probe"]},"poisoning":{"score":-1,"max":15,"notes":["tools not inspected (local package is not executed); not counted"]},"auth":{"score":6,"max":15,"notes":["static API keys via environment variables"]},"maintenance":{"score":15,"max":15,"notes":["last push 2 days ago"]},"identity":{"score":6,"max":10,"notes":["namespace and repository owner differ","GitHub account older than a year"]}},"findings":[{"id":"exec.eval","severity":"medium","component":"code","title":"eval / new Function used","evidence":"coalent-0.7.0/src/coalent/semantic/cache.py: … is # meant to be swept on the eval (M0) to the fewest-misses point — see get…"}],"inputs":{"packages":[{"registryType":"pypi","identifier":"coalent","version":"0.7.0","found":true,"license":"Apache-2.0","dependencyCount":14,"publishedAt":"2026-09-16T08:24:19.298943Z","repositoryUrl":"https://github.com/Vectorlink-Labs/coalent"}],"repo":{"found":true,"owner":"Vectorlink-Labs","repo":"coalent","archived":false,"pushedAt":"2026-09-17T07:18:52Z","stars":12,"forks":1,"openIssues":4,"ownerType":"Organization","ownerAvatarUrl":"https://avatars.githubusercontent.com/u/221378292?v=4","ownerCreatedAt":"2025-07-17T15:31:02Z","license":"Apache-2.0"},"icon":{"url":"https://coalent.ai/favicon.svg","source":"site"},"presence":{"stars":12,"forks":1,"downloadsWeek":null,"license":"Apache-2.0","lastPushAt":"2026-09-17T07:18:52.000Z","score":29}}}},"grade_history":[],"reviews":[]}