Vector Search

Project-scoped Qdrant MCP server with scratchbook functionality

Zero-config PKM MCP server: auto-classify, search, and organize personal markdown notes

Search and retrieve documentation using Whoosh full-text search with MCP server support

MCP web search + tiered web fetch for AI agents (Exa, Firecrawl), SSRF-guarded, cross-platform.

MCP server for Weaviate vector database

MCP server for vector search with Qdrant and Ollama embeddings

Terminal-first, local-first context engine for AI coding agents

VikingDB Multi-modal Search MCP Server using FastMCP

Local video and animated-GIF RAG for MCP-compatible coding agents

Zero-trust, air-gapped Enterprise GraphRAG MCP server with offline, citation-grounded answers.

Memory for AI agents that can't hallucinate — cited or abstains, provable forget, deterministic.

MCP server for the Verbatim platform — collection-aware paper search and RAG

Model Context Protocol integration for VERA archives

13 specialist AI agents for your coding assistant — security audits, test generation, infrastructure, and more. MCP-native for Claude Code, Codex, and any MCP-compatible client.

One MCP server for many vector databases - Pinecone, Chroma, Weaviate and Qdrant - with pluggable embedding providers.

A secure, vector-based task management server for Claude Desktop using sqlite-vec and sentence-transformers

A secure, vector-based memory server for Claude Desktop using sqlite-vec and sentence-transformers

Governed vector retrieval over native medulla and secure opt-in providers.

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

Local stdio MCP server that turns folders of dense documents into a vector embedding DB Claude can search.