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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,661 servers in this category

claude-historian-mcp

Validated
172

A specialized MCP server that provides searchable access to local Claude Code conversation history, allowing users to retrieve past solutions, file changes, and error resolutions.

8 tools

spring-ai-playground

171

A self-hosted low-code platform for building, testing, and dynamically exposing JavaScript-based tools as MCP services while integrating RAG pipelines and agentic workflows.

7 tools

Snowflake

171

A tool-rich MCP server for interacting with Snowflake databases, enabling SQL query execution, schema exploration, and dynamic data insight aggregation.

8 tools

agent-toolkit

171

A comprehensive toolkit that integrates PayPal's financial services with AI agents, enabling automated management of invoices, payments, subscriptions, disputes, and catalog items.

30 tools

pctx

171

pctx acts as an execution layer and unified MCP aggregator that runs tool calls inside a secure Deno sandbox using 'Code Mode' to reduce token usage.

aws-finops-mcp-server

171

A specialized MCP server for AWS Cloud Financial Management that allows users to audit cloud waste, analyze costs, and monitor budgets through natural language queries.

2 tools

mcp-server-siri-shortcuts

171

A macOS-specific MCP server that allows LLMs to list, open, and execute Siri Shortcuts, including support for passing input parameters and dynamic tool generation for individual shortcuts.

4 tools

Python Code Execution

171

A secure MCP server that executes Python code in a sandboxed Pyodide/Deno environment, providing automatic dependency management and complete isolation from the host system.

1 tool

Nacos MCP Router

170

This MCP(Model Context Protocol) Server provides tools to search, install, proxy other MCP servers.

3 tools

FAL AI Image Generation

170

MCP (Model Context Protocol) Server. Integrates with FAL AI to generate images from text prompts using models like 'fal-ai/recraft-v3', enabling real-time visual content creation for design and content generation tasks.

axion-planetary-mcp

170

A comprehensive geospatial AI MCP server that democratizes Earth observation by allowing users to search, process, and analyze satellite imagery (Sentinel, Landsat, NAIP) through natural language.

7 tools

aws-mcp-server

169

A lightweight MCP server that enables AI assistants to execute AWS CLI commands and access documentation for over 200 AWS services in a secure, containerized environment.

2 tools

cheatengine-mcp-bridge

169

A specialized MCP server that bridges AI agents to Cheat Engine, enabling automated memory analysis, pointer scanning, and reverse engineering through natural language.

16 tools

Scholarly (arXiv)

168

This MCP server integrates with the arXiv repository to provide keyword-based searching and retrieval of academic articles and research papers.

1 tool

git-mcp-server

Needs Setup
168

A comprehensive Git MCP server providing 27 native tools for advanced version control including repository management, staging, history inspection, and complex branching workflows.

27 tools

MakeMoneyWithAI

167

A curated directory of 246 open-source AI projects highlighting their monetization potential, commercial scalability, and integration capabilities for developers and entrepreneurs.

Google Analytics

167

Google Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse.

7 tools

Wikipedia MCP

166

Access and search Wikipedia articles via MCP for AI-powered information retrieval.

11 tools

mcp-use-ts

165

A comprehensive TypeScript framework for building and debugging MCP servers and agents, featuring built-in UI widgets, a web-based inspector, and hot-reload capabilities.

2 tools

facebook-ads-library-mcp

165

A specialized MCP server for searching the Facebook Ads Library to analyze competitor strategies, ad creatives, and messaging using ScrapeCreators and Gemini AI.

8 tools

toolbase

164

A desktop application that adds powerful tools to Claude and AI platforms

smart-coding-mcp

163

A local codebase semantic search server that uses Matryoshka Representation Learning (MRL) embeddings and SQLite to help AI assistants find relevant code by meaning instead of just keywords.

6 tools

LogSeq

162

A comprehensive MCP server that bridges LogSeq with AI clients, allowing for automated note management, semantic searching, and intelligent organization of personal knowledge graphs.

6 tools

Storybook

162

A specialized MCP server for Storybook that allows AI agents to read component documentation and interact with UI development workflows.

1 tool

Meilisearch

161

Interact & query with Meilisearch (Full-text & semantic search API)

23 tools

Weaviate

161

A specialized MCP server for interacting with Weaviate, the AI-native vector database, enabling object insertion and hybrid search operations.

2 tools

DocxProcessor

161

A comprehensive MCP server for programmatic Microsoft Word (.docx) manipulation, offering advanced tools for formatting, table management, and section-based editing via Python.

27 tools

mcp-google-map

160

A robust MCP server for Google Maps integration, enabling LLMs to perform location searches, geocoding, route planning, and elevation retrieval via HTTP transport.

7 tools

mcp-agent-langchainjs

160

Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to order burgers from a burger restaurant

9 tools

Search1API

160

One API for Search, Crawling, and Sitemaps

6 tools