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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcpx

17

Token-efficient MCP client: TypeScript schemas instead of JSON, LLM-friendly syntax, batch calls, TOON output. Built for Claude/GPT automations.

11 tools

Linear

17

MCP (Model Context Protocol) Server. Integrates with Linear's issue tracking system to enable creating, updating, and searching issues, managing teams, and organizing workflow states directly from conversations.

@cablate/mcp-doc-forge

Validated
17

A comprehensive document processing MCP server capable of reading, converting, and manipulating various file formats including PDF, DOCX, HTML, and CSV.

16 tools

mcp-web-scraper

Failed
17

A powerful web scraping MCP server that enables AI agents to scrape content as Markdown, bypass geo-restrictions using specific IP locations, and retrieve parsed data from Google, Amazon, and Reddit.

5 tools

GitLab

17

A comprehensive MCP server for GitLab that enables detailed repository management, CI/CD control, and merge request workflows for both cloud and self-hosted instances.

MCP Streamable HTTP Server Template

17

A dual-runtime template for building Model Context Protocol servers compatible with Node.js and Cloudflare Workers. It features integrated OAuth, encrypted token storage, and multi-tenant session management to simplify the creation of secure tool, resource, and prompt interfaces.

AskUserQuestionPlus

17

A MCP server (Streamable HTTP) for asking user questions via a web interface, inspired by the Claude Code AskUserQuestion Tool.

1 tool

Swagger API Client Generator

17

MCP (Model Context Protocol) Server. Generates strongly-typed API clients and TypeScript types from Swagger/OpenAPI specifications, streamlining REST API integration with template-based code generation for different client frameworks.

8 tools

YaraFlux

17

MCP (Model Context Protocol) Server. Provides YARA-based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules, scan files/URLs, and analyze results for threat detection.

19 tools

VCAgents

17

Interact with investor agents—think Wilson or Thiel—continuously updated with market intel.

8 tools

MCP Picnic

16

A comprehensive MCP server enabling AI assistants to manage Picnic supermarket tasks including product search, real-time delivery tracking, and intelligent cart management for users in the Netherlands and Germany.

29 tools

Nile

16

An MCP server that talks to Nile - Postgres re-engineered for B2B apps. Manage and query databases, tenants, users, auth using LLMs

13 tools

Claude Runner MCP

16

An MCP server for scheduling and executing Claude Code CLI tasks via cron expressions, featuring a web dashboard and webhook support. It enables users to dynamically create custom MCP servers, manage recurring AI jobs, and track execution history with token and cost analytics.

DynamicEndpoints-autogen_mcp

16

A comprehensive MCP server providing deep integration with Microsoft's AutoGen framework for sophisticated multi-agent conversations and hierarchical workflows.

10 tools

Code Runner

16

MCP (Model Context Protocol) Server. Executes code snippets in isolated Docker containers with resource limits and security controls for safe testing and debugging across multiple programming languages.

Image Extractor

16

MCP (Model Context Protocol) Server. Enables image processing and analysis by extracting images from URLs or base64 data, with features for resizing, format conversion, and secure domain filtering.

3 tools

Sequa.AI

16

Sequa AI is a Contextual Knowledge Engine that unifies codebase documentation and internal knowledge, providing AI agents with real-time, accurate context from repositories, tickets, and docs.

Google-Scholar

16

An MCP server for Google Scholar written in TypeScript with Streamable HTTP transport, along with a `client` implementations that integrates with the server and interacts with `gemini-2.5-flash`.

1 tool

Chess

16

MCP (Model Context Protocol) Server. Integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation for chess applications and research.

BoostSecurity

16

Powered by BoostSecurity, the MCP guardrails coding agents against introducing dependencies with vulnerabilities, malware or typosquatting.

1 tool

janee

Needs Setup
16

Secure secrets proxy for AI agents — manages API keys so agents never see raw credentials.

Together AI Image Generation

16

MCP (Model Context Protocol) Server. Integrates with Together AI's Flux.1 Schnell model to generate images from text prompts for creative and visual design tasks.

1 tool

Retrieval-Augmented Thinking

16

MCP (Model Context Protocol) Server. Enhances AI capabilities with structured, retrieval-augmented thinking processes, enabling dynamic thought chains and recursive refinement for improved reasoning and complex problem-solving.

1 tool

Docker Sandbox

16

MCP (Model Context Protocol) Server. Creates isolated Docker environments for executing code in multiple languages, with persistent containers and Dockerfile generation for reproducible setups.

6 tools

OpenTK Dutch Parliament

16

MCP (Model Context Protocol) Server. Provides a bridge to Dutch parliamentary data through Bert Hubert's tkconv service, enabling search across documents, MP information retrieval, and access to official records for political research and civic engagement.

17 tools

Red Hat Jira

16

A comprehensive MCP server for Red Hat's Jira instance, enabling AI assistants to manage issues, sprints, boards, and project administration via 30 specialized Jira tools.

30 tools

Image Worker

16

An MCP server providing image processing and cloud storage capabilities, allowing AI assistants to resize, optimize, and upload images to AWS S3, Cloudflare R2, or Google Cloud Storage.

2 tools

Google Maps

16

A Google Maps Platform MCP server that grounds Gemini AI responses with real-world spatial data, including places, routing, elevation, and 3D map visualization.

ERDDAP MCP Server

16

A specialized MCP server providing access to oceanographic and environmental data from over 63 global ERDDAP servers, enabling AI assistants to search, retrieve metadata, and download scientific datasets via natural language.

4 tools

pophive-mcp-server

16

*Featured on Claude!* MCP server for accessing near real-time health data from Yale's PopHIVE platform, as well as additional HHS/CDC data

5 tools