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AI & ML MCP Servers

Extend your AI assistant with specialized ML capabilities. Connect to model APIs, vector databases, embedding services, and ML experiment tracking tools.

24 servers available

Ask Gemini

by Lykhoyda

Free

Bridge Claude with Gemini CLI for AI-to-AI collaboration, code review, and second opinions

AI & MLMCP RegistryLocal
Low Risk9.3
0

Plojure

by Kroq86

Free

Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.

AI & MLMCP RegistryLocal
Use Caution3.8
0

Math

by Andylbrummer

Free

GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

AI & MLMCP RegistryLocal
Moderate5.2
0

Xdebug

by Kpanuragh

Free

MCP server for PHP Xdebug debugging with breakpoints, stepping, and variable inspection

AI & MLMCP RegistryLocal
Low Risk10.0
0

Uniprof

by Indragiek

Free

Universal CPU profiler designed for humans and AI agents

AI & MLMCP RegistryLocal
Low Risk10.0
0

Hapi

by La Rebelion

Free

Focused MCP server for OpenAI image/audio generation (v2.0.0). Wraps endpoints via HAPI CLI.

AI & MLMCP RegistryRemote
Low Risk10.0
0

Ragmap

by Khalidsaidi

Free

Discover RAG-capable MCP servers. Search by meaning; filter by remote, citations, local. Four tools.

AI & MLMCP RegistryLocal
Moderate5.2
0

Langchain

by baixianger

NewFree

LangChain/LangGraph/DeepAgents knowledge + LangGraph agent debugging (Polly-like)

AI & MLLocal
Moderate6.0
0

Forage

by Narrativai

Free

AI shopping comparison — search 50M+ products, compare prices, find deals

AI & MLMCP RegistryRemote
Low Risk9.0
0

HAL

by DeanWard

Free

HAL (HTTP API Layer) - An MCP server that provides HTTP API capabilities to Large Language Models

AI & MLMCP RegistryLocal
Moderate5.2
0

Test Coverage

by Goldbergyoni

Free

Analyze test coverage from LCOV files - makes AI agents coverage-aware without wasting tokens

AI & MLMCP RegistryLocal
Low Risk10.0
0

Openai Api Agent Project

by Aicastle School

Free

Fetch the latest available stock quotes by ticker symbol across international markets. Check price…

AI & MLMCP RegistryRemote
Low Risk10.0
0

Gemini

by Houtini Ai

Free

Model Context Protocol server for Google Gemini AI with chat, research, and grounding

AI & MLMCP RegistryLocal
Low Risk10.0
0

RagScore

by HZYAI

Free

Generate QA datasets & evaluate RAG systems. Privacy-first, any LLM, local or cloud.

AI & MLMCP RegistryLocal
Low Risk10.0
0

Paper Search Mcp Openai

by Adamamer20

Free

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…

AI & MLMCP RegistryLocal
Low Risk10.0
0

Gemini Researcher

by CapyBearista

Free

Stateless MCP server that proxies research queries to Gemini CLI, reducing agent context/model usage

AI & MLMCP RegistryLocal
Low Risk10.0
0

Gemini Cloud Assist

by GoogleCloudPlatform

Free

MCP Server for understanding, managing & troubleshooting your GCP environment.

AI & MLMCP RegistryLocal
Low Risk10.0
0

Chromadb Remote

by Meloncafe

Free

Remote ChromaDB vector database MCP server with streamable HTTP transport

AI & MLMCP RegistryLocal
Low Risk10.0
0

Ragalgo

by Kokogo100

Free

Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets.

AI & MLMCP RegistryLocal
Low Risk10.0
0

Openai Api Agent Project

by Aicastle School

Free

Fetch current stock prices and key data for symbols across global markets. Look up companies like…

AI & MLMCP RegistryRemote
Low Risk9.8
0

Gemini Vision

by Artin0123

Free

Analyze images and videos with Gemini to get fast, reliable visual insights. Handle content from U…

AI & MLMCP RegistryLocal
Low Risk10.0
0

Local Rag

by Shinpr

Free

Easy-to-setup local RAG server with minimal configuration

AI & MLMCP RegistryLocal
Low Risk10.0
0

Gemini

by RLabs Inc

Free

Gemini 3 MCP server with 30+ tools: images, video, research, TTS, code exec & CLI

AI & MLMCP RegistryLocal
Low Risk10.0
0

Forage

by Isaac Levine

Free

Self-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically.

AI & MLMCP RegistryLocal
Low Risk10.0
0

Frequently Asked Questions

What AI capabilities can MCP servers add?

AI & ML MCP servers connect your assistant to specialized models, vector databases (Pinecone, Weaviate), embedding services, and ML platforms like Weights & Biases.

Can MCP servers use other AI models?

Yes. Some servers connect to OpenAI, Anthropic, Replicate, or Hugging Face APIs, letting your assistant orchestrate multiple models for complex tasks.

What vector databases are supported?

Find MCP servers for Pinecone, Weaviate, Qdrant, ChromaDB, and Milvus in this category.