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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/Data & Search/data.vector-search

Vector Search

Embeddings and similarity search.

3.3k records2100 liveRefine in search →
mcp-standards-serverMCP server
Unknown

A Model Context Protocol server for intelligent access to development standards

Code Review~100%TestingVector Search~75%
pypi:mcp-standards-server · local packagepublished 16 mo ago
mcp-skillsetMCP server
Unknown

Dynamic RAG-powered skills for code assistants via Model Context Protocol

Vector SearchKnowledge Graphs
pypi:mcp-skillset · local packagepublished 8 mo ago
mcp-skillkitMCP server
Unknown

Dynamic RAG-powered skills for code assistants via Model Context Protocol

Vector SearchKnowledge Graphs
pypi:mcp-skillkit · local packagepublished 12 mo ago
mcp-server-wikipediaMCP server
by surendranb
Unknown

Progressive-retrieval MCP server for Wikipedia

Vector Search
pypi:mcp-server-wikipedia · local packagepublished 1 mo ago
vector-memoryMCP serverMCP
by NeerajG03
Unknown

Semantic document memory using Redis vector store. Save and recall files with natural language.

Vector SearchAgent Memory~100%
pypi:mcp-server-vector-memory · local packagepublished 12 mo ago
mcp-server-thothMCP server
Unknown

MCP server for persistent codebase memory with semantic search and development tracking

Vector Search~100%Agent MemoryReporting & Dashboards
pypi:mcp-server-thoth · local packagepublished 16 mo ago
mcp-server-rapid-ragMCP server
Unknown

MCP Server for rapid-rag - Local RAG with semantic search and LLM queries

Vector Search
pypi:mcp-server-rapid-rag · local packagepublished 9 mo ago
mcp-server-rag-MiniLMMCP server
Unknown

MCP SAP Commerce RAG server

Vector Search~100%
pypi:mcp-server-rag-minilm · local packagepublished 2 y ago
mcp-server-ragMCP server
Unknown

MCP RAG server

Vector Search~100%
pypi:mcp-server-rag · local packagepublished 2 y ago
mcp-server-rabelMCP server
Unknown

RABEL - Recidive Active Brain Environment Layer. Local-first AI memory with semantic search, graph relations, and soft pipelines. Now with Remote Mode for cross-machine AI communication!

Vector Search~100%Agent MemoryKnowledge Graphs
pypi:mcp-server-rabel · local packagepublished 10 mo ago
mcp-server-qdrant-rsMCP server
Unknown

MCP server for Qdrant vector database with local embedding support

Databases~100%Vector Search
pypi:mcp-server-qdrant-rs · local packagepublished 8 mo ago
mcp-server-qdrant-proMCP server
Unknown

MCP server for Qdrant vector database - supports personal memory management and enterprise GitHub codebase search. Extended from original mcp-server-qdrant package

Databases~100%Vector SearchAgent Memory
pypi:mcp-server-qdrant-pro · local packagepublished 11 mo ago
mcp-server-qdrant-openaiMCP server
Unknown

MCP server for retrieving context from a Qdrant vector database

Vector Search~100%
pypi:mcp-server-qdrant-openai · local packagepublished 5 mo ago
mcp-server-qdrant-multicollectionMCP server
Unknown

MCP server for Qdrant with project-aware multi-collection support

Vector Search~100%
pypi:mcp-server-qdrant-multicollection · local packagepublished 8 mo ago
mcp-server-qdrant-memoryMCP server
by kakehashi
Unknown

MCP server for qdrant memory.

Vector SearchAgent Memory
pypi:mcp-server-qdrant-memory · local packagepublished 15 mo ago
mcp-server-qdrant-imMCP server
Unknown

MCP server for retrieving context from a Qdrant vector database

Vector Search~100%
pypi:mcp-server-qdrant-im · local packagepublished 7 mo ago
mcp-server-qdrantMCP server
Unknown

MCP server for retrieving context from a Qdrant vector database

Vector Search~100%
pypi:mcp-server-qdrant · local packagepublished 11 mo ago
pgvectorMCP serverMCP
by mittalpk
Unknown

Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables

DatabasesVector Search
pypi:mcp-server-pgvector · local packagepublished 4 mo ago
mcp-server-interview-ragMCP server
by Ddhjx
Unknown

MCP server for AI Agent interview simulation with RAG knowledge base

Vector Search
pypi:mcp-server-interview-rag · local packagepublished 5 mo ago
mcp-semantic-searchMCP server
Unknown

MCP server for semantic code search

Vector Search
pypi:mcp-semantic-search · local packagepublished 10 mo ago
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Machine query
GET /api/v1/search?capability=data.vector-search&status=live
Aliases

vector, embeddings, semantic search, pinecone, qdrant, weaviate, chroma, rag

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