Vector Search

AI-powered Zotero research assistant — 29 MCP tools for literature search, reading analysis, citation management, and review writing.

Search, read, annotate, and add to your Zotero research library, local or web.

Zimi's MCP server and search alone: search and read Wikipedia, Stack Overflow and other ZIM files offline, for AI agents

MCP server for Zilliz Cloud and Milvus

Youty MCP server — lets AI assistants search, read, watch, and save videos in your local Youty vault.

Neuro-inspired long-term memory for AI agents with semantic graph and consolidation.

Cognitive memory for AI agents — semantic recall, knowledge graph, and contradiction detection

CLI + MCP server that indexes local codebases into Qdrant using OpenAI-compatible embeddings, then exposes semantic search to Claude Code and other MCP clients

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