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MCP servers tagged pgvector
350 live MCP servers tagged "pgvector", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with pgvector.
Deepsql
The database agent for Postgres and MySQL - Point it at PostgreSQL or MySQL and ask questions in plain English — schema exploration, query generation, slow query analysis, index r…
Huntable CTI Studio
Huntable CTI Studio is an AI-assisted cyber threat intelligence workbench that turns open-source CTI into Sigma rules.
Openklas
MCP server for University Learning Management System (KLAS).
Peoplemesh
PeopleMesh is the AI-powered matching layer for modern organizations. It helps people discover the right colleagues, internal opportunities, communities, and projects through sema…
Omadia
Self-hostable agentic OS. Build, run & audit multi-agent AI teams from signed plugins. Bring your own LLM key, own all your data, EU/GDPR-ready.
Papez
Open-source causal graph memory for AI agents. 85.55 on LoCoMo under a frozen, reproducible protocol. MCP server with ACT-R scoring, spreading activation, and active forgetting.
EcoDB
Collective AI memory for multi-agent teams. 10-stage GAMR search engine, knowledge graph (Apache AGE), document ingestion, 32+ MCP tools.
Laravel Rag
Generic, configuration-driven RAG toolkit for Laravel: chunking, embeddings, pgvector retrieval, grounded answering, an MCP server and a Filament control panel.
Cograph
Self-hosted code knowledge platform: a cited wiki, hybrid search and a real code graph, generated from your repositories and served to humans and coding agents over MCP.
Yt Embeddings Strapi Plugin
Strapi v5 plugin for vector embeddings with OpenAI and Neon PostgreSQL. Enables semantic search, RAG chat, and MCP (Model Context Protocol) integration.
Memable
Long-term semantic memory for AI agents (TypeScript)
Memento AI
Long-term semantic memory for AI agents (TypeScript)
Ainative Postgres
Zero-config Postgres MCP server with auto-provisioning. Drop-in replacement for @modelcontextprotocol/server-postgres — no DATABASE_URL needed. Auto-provisions a managed PostgreSQ…
Titration
Let your coding agent fix a prompt until it actually works, and prove it did. A self-hosted MCP server: cross-vendor judges, frozen baselines and memory.
Braincore
Autonomous memory system for AI infrastructure.
Framework Compare
Spring AI vs LangChain4j vs SAA 三框架同台对比（配套篇2）
BrainCore
Autonomous memory system for AI infrastructure.
Enterprise Agentic AI Platform
Multi-tenant control plane for enterprise AI agents: onboarding a new assistant is a configuration change, not a deployment. Shared runtime for retrieval, orchestration, conversat…
PaperLab
Local-first PDF reader for researchers: notes anchored to the page, AI answers that cite it. Runs offline with Ollama.
Hermesnotes
Self-hosted, block-first personal knowledge base: notes, tasks & projects that connect — collections (kanban/canvas/calendar), semantic search, local AI, an MCP server, and Obsidi…
Garage Rag
A utility for reading in the corpus of your life...
Marrow
Marrow: self-hosted semantic + lexical search over your AI coding sessions and notes. Every answer cites its source; your corpus never leaves your infrastructure.
Agent Engine
Configuration-as-Agent: a TypeScript Agent kernel execution engine (harness). Build vertical-domain agents from config only — skills / rules / hooks / plugins / MCP, pluggable mem…
Skills MCP Sankhya Ajuda
Servidor MCP para as bases públicas do Sankhya ERP: help center (6.123 artigos) + comunidade (7.619 posts de Q&A). Busca híbrida (RRF pgvector + FTS PT-BR) e busca unificada cross…
AliceMemory
Open-source, local-first memory and continuity layer for AI agents. Hybrid retrieval (FTS + vectors + entity graph), MCP-native, SQLite to start, Postgres to scale.
Engram
Engram is a self-hostable AI memory layer. It sits between an application and an LLM provider, retrieves relevant user memories from pgvector, injects them into chat prompts, forw…
Agentmemory
Visual memory manager for AI agents. MCP-native. Open core.
Quantcouncil
QuantCouncil: A-share multi-agent research and paper-trading platform (LangGraph, MCP, RAG, FastAPI, React)
Java AI Cookbook
Runnable, minimal LLM examples for Java - Spring AI & LangChain4j. RAG, agents, MCP servers, tool calling, structured output, evals. One folder = one command.
DocuMind
Production-grade multi-agent RAG system with a self-correcting LangGraph supervisor (Researcher, Synthesizer, Critic), agentic tool calling, hybrid search, and an MCP server. Buil…
Mnemos MCP
Self hosted MCP knowledge server. Turn docs into searchable context with multi collection isolation, deterministic ingestion, and local vector search via Ollama + pgvector. 100% p…
Smara
Persistent memory for AI tools. Give Claude, Cursor, and Codex shared context that survives across sessions.
AI Memory Hub
Local-first shared memory for AI agents, with MCP and HTTP APIs.
Atlas Agentic Rag
ATLAS: Agentic RAG as one coherent system — hybrid search + reranking + knowledge graph, tool-calling over MCP, multi-model routing, guardrails, and a real eval harness. Runs full…
HyperMnesia
Self-hosted long-term memory for AI coding agents: Postgres+pgvector doc-RAG (component/constraint map + hybrid RRF + cross-encoder rerank) and bi-temporal personal memory. MCP-na…
Agentic Data Kernel
Agent-first persistence for temporal knowledge, durable workflows, causal lineage, and controlled external effects
Echo Mem
Shared memory for AI agents on your own Postgres. The server never calls an LLM to write.
AI Doc Assistant
.NET 10 document AI: PDF extraction, agent chat (reconcile/summarize/report), pgvector RAG, metrics/evals, MCP for Cursor
Northstar
AI-native personal operating system for knowledge, planning, finance, study, habits, and automations.
NodAgent
A multi-agent knowledge base system built with LangGraph, Hybrid RAG, MCP, HITL and Docker Compose.
Tiding
Tiding (formerly engram) — durable shared semantic memory + inter-agent messaging for AI agents. FastAPI + pgvector, hybrid semantic/trigram search, durable inbox with presence —…
Vektra
A VektraDev open-source product — a self-harvesting, AI-scored developer-tool intelligence library + zero-install dashboard. Harvests the web daily, reads & scores each tool with…
Ragbridge
Self-hosted RAG service with an HTTP API. Add retrieval-augmented search and chat to any existing application.
Dietlownik
Pick a week of catering diets in Poland by what you actually want to eat. Scrapes dietly.pl into Postgres and ranks every meal against plain-Polish preferences.
Kortex Memory
Production-grade, multi-tenant memory layer for LLMs and AI coding agents (Claude Code, Codex, OpenCode). Plug it in via MCP and your agents get a shared, durable, scoped, access-…
DocuMind
Production-grade multi-agent RAG system with a self-correcting LangGraph supervisor (Researcher, Synthesizer, Critic), agentic tool calling, hybrid search, and an MCP server. Buil…
Mnemos MCP
Self hosted MCP knowledge server. Turn docs into searchable context with multi collection isolation, deterministic ingestion, and local vector search via Ollama + pgvector. 100% p…
Anchor
Source-grounded chunk validation as a primitive. Spring Boot service exposing two interfaces (LLM-to-LLM and human-facing) over the same hierarchical document model.
Tome
Agent-native knowledge OS: turn messy PDFs, scans & DOCX into a verifiable, Markdown knowledge base that LLMs & AI agents read, search and curate — over REST, MCP and a React Libr…
Fastapi MCP Langgraph Template
A modern template for agentic orchestration—designed for rapid iteration and scalable deployment, using highly customizable, community-supported tools like MCP, LangGraph, and mor…