{"id":"kraklabs-cie","name":"cie","af_score":60.2,"security_score":35.0,"reliability_score":22.5,"what_it_does":"CIE (Code Intelligence Engine) is a local CLI that indexes a codebase and exposes semantic code search, call-graph/path analysis, and code/HTTP endpoint discovery to AI agents via the Model Context Protocol (MCP). It stores an embedded CozoDB/RocksDB index locally and can optionally use local or hosted embedding/LLM providers for semantic search and narrative analysis.","best_when":"You want an offline/local code-knowledge layer for an AI coding agent, especially when you need call graphs and structured code search across a large repository.","avoid_when":"You need strict RBAC/authN/authZ guarantees for multi-tenant remote access, or you require guaranteed semantic results without any embedding model/providers.","last_evaluated":"2026-03-30T15:39:14.838599+00:00","has_mcp":true,"has_api":false,"auth_methods":["Local/offline mode (no auth described for the MCP server)","Embedding provider authentication via environment variables (e.g., OpenAI API key)"],"has_free_tier":false,"known_gotchas":["Semantic search may require embeddings; without configuring an embedding provider (e.g., Ollama/OpenAI/Nomic) the semantic tool’s results may be unavailable or degraded while structural tools still work.","Because the index is local, agents need to ensure the correct project_id and that indexing has been run before querying.","No documented auth/rate-limit/error-contract details for the MCP server in the provided README; agents should be prepared for tool failures without standardized guidance."],"error_quality":0.0}