🔍 MCP Server - Vector Search
MCP Server to improve LLM context through vector search.
Directory
MCP Server to improve LLM context through vector search.
# rag-starter — chat with your documents (RAG), with citations A production-ready starter that turns a folder of documents into a **cited Q&A service**. Drop…
A collection of open-source MCP servers designed for scientific research applications.
MCP Server for local notes while playing through Blue Prince
Fact-check and fix AI outputs. MCP server for hallucination detection, schema validation, and output correction.
A Spring AI MCP-based service for retrieving ONES Wiki content and converting it to AI-friendly text format.
MCP server that provides tools for metadata retrieval from SharePoint and entity retrieval from a Neo4j knowledge graph using semantic similarity search.
An MCP server for the Notion API, allowing language models to interact with Notion workspaces.
Model Context Protocol (MCP) servers for Drupal development. Includes tools for querying Drupal.org module. Seamlessly integrates with Cline and other…
MCP server for Apache AGE graph databases on PostgreSQL. **21 MCP tools** — the most comprehensive Apache AGE MCP server (graph CRUD, Cypher queries, batch…
Persistent memory layer for AI agents with entity resolution, PII detection, AES-256-GCM encryption at rest, and hybrid search. Self-hosted. 100% on LoCoMo…
An MCP-based server for searching and retrieving development framework documentation, supporting crawling and local file loading.
API service to search vectorized Cursor IDE chat history using LanceDB and Ollama
Read, search, and write Obsidian vault notes via Team Relay collaborative server. Supports shared folders and real-time sync.
Diseño e Implementación de interconexión entre LLM y Espacios de Datos mediante Model Context Protocol (MCP)
Podcast transcript API — turn any published podcast into clean Markdown with real speaker names. Built for AI agents.
A local memory engine for AI agents. Stores conversation episodes, consolidates knowledge through a neuroscience-inspired lifecycle, and builds a personal…
Persistent memory for agents and humans. Semantic, episodic and frictionless via an automated three tier capture.
Structured knowledge API for AI agents — fractal knowledge graphs, signal datasets, authority evidence reviews, open problems, and capability specs…
Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by [ref.tools](https://ref.tools/)
Create and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation…
An MCP server allowing AI assistants to use a Neo4j knowledge graph as their primary, dynamic instruction manual and long term project memory with adaptive…
The portable alternative to Cursor Rules and IDE-specific rules.
Scores your writing against quality profiles — per-trait breakdown, deterministic, sub-second. No auth required.