Google tells you what exists. Faceabot tells you what holds up.
Structural codebase indexer with 17 query tools. 87% token reduction. Zero dependencies.
Package pypi :mcp-codebase-index · website · measurements and detailsIndexes codebase into a local knowledge graph with 40+ AI tools and codebase-guard.
Package npm :codebase-synapse · website · measurements and detailsCodebase indexing and search via WASM tree-sitter. Works on ARM64 and x86_64.
Package npm :codebase-context-mcp · website · measurements and detailsCodebase intelligence MCP — index any repo into a property graph; 26 tools for agents.
Package mcpb :https://github.com/cdeust/ai-architect-mcp-codebase/releases/download/v0.14.0/ai-architect-mcp-codebase.mcpb · website · measurements and detailsAdvanced codebase indexing and semantic search MCP server
Package npm :@wildcard-ai/deepcontext · website · measurements and detailsIndex your codebase's domain knowledge. 20x fewer tokens, 10x faster.
Package npm :@ontomics/ontomics · website · measurements and detailsLocal file search for AI agents — semantic + keyword indexing over your codebase.
Package pypi :filesift · website · measurements and detailsFast per-repo documentation indexer and full-text search MCP server for codebases.
Package npm :docdex · website · measurements and detailsMCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
Package npm :socraticode · website · measurements and detailsIndexes your codebase's public API and serves it via compact MCP tool responses.
Package pypi :codesurface · website · measurements and detailsCodebase memory for AI agents: an AST index plus agent-written notes that self-stale.
Package npm :@cstart/coldstart · website · measurements and detailsCodebase intelligence MCP server — index any repo into a property graph; 26 tools for agents.
Package mcpb :https://github.com/cdeust/automatised-pipeline/releases/download/v0.8.4/automatised-pipeline.mcpb · website · measurements and detailsIndex your codebase. AI searches instead of re-reading files. 94% token savings.
Package pypi :code-context-engine · website · measurements and detailsCodebase intelligence for agents: 152 structured artifacts across 21 programs, one call.
MCP endpoint :https://axis-api-6c7z.onrender.com/mcp · website · measurements and detailsCodebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Package npm :codebase-memory-mcp · website · measurements and detailsUpdate a section and backlink index
MCP endpoint :https://openings-vote-drilling-initially.trycloudflare.com/mcp/knowledge-index-curator · measurements and detailschaos-index MCP — wraps StupidAPIs (keyless — no credential needed)
MCP endpoint :https://gateway.pipeworx.io/chaos-index/mcp · website · measurements and detailsIndependent build-vs-buy index: score software categories BUILD/BUY/BRIDGE/BEWARE.
MCP endpoint :https://b4-index.vercel.app/mcp · website · measurements and detailsLive restock index per collectible niche + will-it-restock predictor (WAIT vs BUY-RESALE).
MCP endpoint :https://index.dropwatchhq.com/mcp · website · measurements and detailsCommodity price indices, forward curves and catalog search. Requires a General Index account.
MCP endpoint :https://mcp.g-x.co/mcp · website · measurements and detailsAI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt
Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Open reliability data · Add Faceabot to your AI · Help · Privacy · Terms