{"schema_version":1,"snapshot_id":"bfb936f5ceae4a7427f93961201723779c3021545a3c4222395e8678314c3e55","generated_at":"2026-10-17T21:51:24.907033+00:00","notice":"Potential GTM matches from directory metadata and model triage. Discovered does not mean vendor-verified or tested. Pending records remain under review; pricing and install details require primary sources.","canonical_url":"https://gtmmcps.com/discoveries/70b6c1c019791c4d468f","record":{"id":"70b6c1c019791c4d468f","name":"ai.kumbuka/kumbuka-server","aliases":["ai.kumbuka/kumbuka-server"],"description":"Governed, auditable knowledge your team curates for its AI assistants, self-hostable","repository_url":"https://github.com/kumbuka-ai/kumbuka","sources":[{"source_id":"official-registry","url":"https://registry.modelcontextprotocol.io/v0.1/servers","observed_at":"2026-10-17T19:47:47.767562+00:00"}],"relevance_signals":[],"classification":{"label":"gtm-supporting","reason":"Governed knowledge curation for AI assistants can support customer success or internal training workflows.","classified_at":"2026-10-17T20:57:27.963973+00:00","method":"local-model"},"catalog_ids":[],"verification_status":"discovered","vendor_ownership":"not-verified","execution_tested":false,"pricing_status":"not-verified","documentation_status":"not-verified"}}