22,885 servers. Updated 2026-09-21 21:10

"A map or mapping service" matching MCP connectors:

Penfield Memory AOAuth
io.github.penfieldlabs
Persistent memory and knowledge graphs for AI agents. Hybrid search, context checkpoints, and more.
Knowledge & Memory RAG Systems Vector Databases
1726
similarity-search-api-sdk A
io.github.nexus-mcp-infra
Stateless NMI + cosine fusion with entropy-driven alpha calibration
Vector Databases AI & Machine Learning
32
ChromaDB Remote MCP Server
io.github.meloncafe
Remote ChromaDB vector database MCP server with streamable HTTP transport
Vector Databases RAG Systems Databases
212
rag-service-mcp
io.github.sercanmetalore
RAG-as-a-service MCP sunucusu — çok-kiracılı koleksiyon yönetimi, metin ingest (chunk+embed+upsert,…
RAG Systems Vector Databases
1
XataOAuth
io.github.xataio
Xata MCP server lets AI agents interact with your Xata projects, and Postgres database branches.
Databases Vector Databases RAG Systems
1
docs-mcp
io.github.Shreyas-Profile
Vector RAG store for Word/Excel/PDF/PowerPoint. Break-even pricing, $5 per 5,700 pages.
RAG Systems Vector Databases
2
ContextaOAuth
cc.contexta
Persistent memory and knowledge graph for AI assistants — keyword + vector + graph search.
Knowledge & Memory RAG Systems Vector Databases
2
pinion05-supabase-mcp-lite
ai.smithery
Same functionality, consuming only 1/20 of the context window tokens.
Databases RAG Systems Vector Databases
22