{"id":"rileylemm-graphrag-mcp","name":"graphrag_mcp","af_score":55.5,"security_score":43.0,"reliability_score":32.5,"what_it_does":"Provides an MCP (Model Context Protocol) server exposing tools/resources that query a hybrid GraphRAG datastore: Neo4j for graph-based context expansion and Qdrant for vector/semantic search, with hybrid retrieval combining both.","best_when":"You control the runtime environment (local or internal network), and want LLMs to query an existing Neo4j+Qdrant GraphRAG index via MCP tools.","avoid_when":"You need multi-tenant security, public exposure without additional reverse-proxy protections, or you cannot ensure robust indexing/credential configuration.","last_evaluated":"2026-03-30T15:19:52.570882+00:00","has_mcp":true,"has_api":false,"auth_methods":["Environment-variable based configuration for backend DB access (NEO4J_USER/NEO4J_PASSWORD)"],"has_free_tier":false,"known_gotchas":["Server depends on local Neo4j and Qdrant being reachable at the configured host/ports; misconfiguration leads to tool failures.","Correct operation assumes the underlying GraphRAG index has been created in both Neo4j (graph data/relationships) and Qdrant (chunk embeddings).","No explicit guidance is provided about rate limits, pagination strategy for large result sets, or how tool outputs should be re-requested after partial failures."],"error_quality":0.0}