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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

youtrack-mcp

40

An enterprise-grade MCP server for JetBrains YouTrack 2025.2, providing AI agents with comprehensive access to issues, sprints, Gantt charts, time tracking, and knowledge base content.

15 tools

OSINT Toolkit

40

MCP (Model Context Protocol) Server. Provides a unified interface for network reconnaissance with parallel execution of OSINT tools including WHOIS, Nmap, DNS lookups, and typosquatting detection for security researchers and network administrators.

7 tools

zig-mcp-server

40

A comprehensive Zig language assistant MCP server providing modern build system support (v0.15.2+), code optimization, complexity estimation, and automated migration guidance.

7 tools

Package Search

40

A curated MCP server providing semantic search and code retrieval across 3,000+ indexed open-source packages from NPM, PyPI, Rust, and Go registries.

1 tool

sharedcontext

40

MCP server that gives AI coding assistants persistent cross-client memory. Facts and conversations stored in SQLite, encrypted with AES-256-GCM, synced to Arweave. No server, no account, recoverable with a 12-word phrase.

vikunja-mcp

40

Model Context Protocol server for Vikunja task management. Enables AI assistants to interact with Vikunja instances via MCP.

73 tools

Kafka

40

A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, leveraging franz-go.

9 tools

Chroma

40

Vector database server for semantic document search and metadata filtering, built on Chroma

6 tools

beanquery-mcp

40

A Beancount MCP server that allows AI assistants to query and analyze financial ledger files using Beancount Query Language (BQL). It provides tools for loading ledger files and executing complex financial queries for data analysis.

2 tools

beemcp

40

A bridge connecting Bee wearable lifelogger data to AI assistants, allowing users to query conversations, manage facts, track location history, and sync todos through the Model Context Protocol.

19 tools

just-mcp

40

just-mcp transforms project justfile recipes into dynamically discoverable MCP tools, allowing AI agents to understand and execute local automation workflows.

2 tools

zed-mcp-server-sequential-thinking

40

A Zed extension that enables the Sequential Thinking MCP server, allowing AI agents to structure complex problem-solving through iterative, reflective thought steps.

1 tool

browser-use-mcp-client

40

An MCP client and example server that enables LLMs to control a web browser using the browser-use library, featuring real-time screenshot previews and SSE connectivity.

2 tools

Instagram Engagement

40

An MCP server for analyzing Instagram engagement, providing tools to extract sentiment from comments, compare account metrics, identify marketing leads, and generate demographic reports.

5 tools

ZenML

40

Integrates ZenML with MCP to query machine learning pipeline metadata, monitor runs, manage stack components, and trigger new workflows directly from AI interfaces.

Aleph

40

Aleph implements a Recursive Language Model approach to process massive documents by offloading data storage to external RAM and providing iterative search, sandbox execution, and sub-agent orchestration tools.

33 tools

agentic-mcp-client

40

A standalone agent runner that executes tasks by orchestrating multiple MCP servers and tools via Anthropic Claude, AWS Bedrock, and OpenAI APIs. It provides a dashboard and session logging for managing autonomous AI agents in cloud environments.

Dify

40

MCP (Model Context Protocol) Server. Integrates Dify capabilities, enabling text generation and other AI services.

1 tool

Mailgun

40

This MCP server enables integration with the Mailgun API, allowing AI clients to send emails and retrieve delivery statistics.

SAP Notes

39

Integrates with SAP's knowledge base using passport certificate authentication and Playwright automation to search and retrieve SAP Notes and technical articles.

2 tools

WayStation

39

WayStation is a universal remote MCP server that acts as a no-code hub to connect AI clients like Claude to a wide range of productivity tools including Notion, Jira, Slack, and Google Drive.

Bocha Search

39

MCP (Model Context Protocol) Server. Integrates with Bocha, a Chinese search engine, to provide web search capabilities with rich structured data from billions of documents across multiple domains and languages.

2 tools

Storm

39

MCP (Model Context Protocol) Server. Serverless RAG implementation using FastAPI that provides flexible file upload, processing, and tool integration capabilities with a modular server architecture for dynamic resource management.

4 tools

SQLite

39

MCP (Model Context Protocol) Server. Provides a lightweight SQLite-based storage solution, supporting basic CRUD operations for small to medium-scale projects.

16 tools

kesslerio-attio-mcp-server

Needs Setup
39

A comprehensive MCP server for Attio CRM that provides full coverage for managing deals, tasks, people, and companies through natural language and automated workflows.

20 tools

mcp-logic

39

An MCP server for automated first-order logic reasoning using Prover9 and Mace4, supporting theorem proving, model finding, and categorical reasoning.

6 tools

UnrealMotionGraphicsMCP

39

A version-controlled, AI-assisted workflow for managing Unreal Engine UMG assets. It allows programmatic manipulation of UI via JSON, enabling robust Git version control and automated UI generation.

36 tools

clinicaltrialsgov-mcp-server

Needs Setup
39

A comprehensive MCP server providing tools to search, retrieve, compare, and analyze clinical trial data from the official ClinicalTrials.gov API v2, including patient eligibility matching and trend analysis.

5 tools

mcp-tts

39

A versatile Text-to-Speech MCP server for Claude Desktop and Cursor that provides high-quality voice synthesis via macOS system voices, ElevenLabs, Google Gemini, and OpenAI APIs.

4 tools

locallama-mcp

39

LocalLama MCP optimizes AI coding costs by intelligently routing tasks between local models (Ollama, LM Studio) and paid APIs via OpenRouter. It features advanced task decomposition, dependency mapping, and a semantic code search engine to favor code reuse over regeneration.

14 tools