{"id":"willfreed1-nomik","name":"nomik","af_score":60.2,"security_score":33.8,"reliability_score":28.8,"what_it_does":"Nomik scans a codebase and builds a persistent knowledge graph in Neo4j, then exposes code/navigation/impact and documentation capabilities to AI assistants via MCP tools (plus a local CLI and optional REST dashboard).","best_when":"You want a local, persistent, graph-backed “code intelligence” layer that an MCP-capable agent can query repeatedly without re-supplying large prompt contexts.","avoid_when":"You cannot run Docker/Neo4j locally, or you need a fully standardized API with OpenAPI/SDKs rather than MCP tool calls.","last_evaluated":"2026-03-30T15:40:51.851934+00:00","has_mcp":true,"has_api":true,"auth_methods":["Local usage via CLI/MCP/REST dashboard (no explicit auth described in provided content)"],"has_free_tier":true,"known_gotchas":["Requires an initial scan to populate the Neo4j knowledge graph before query tools will return useful results.","Role-scoped tool filtering via NOMIK_ROLE may hide tools/prompts expected by an agent; ensure the role matches the agent’s needs.","Incremental/watch modes may change graph state during use, so repeated calls could see updated results if files change."],"error_quality":0.0}