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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-space

10

MCP Space is a no-code platform for building and deploying AI tools using the Model Context Protocol (MCP). Create powerful AI agents through an intuitive chat interface without writing code, then deploy with one click to Cloudflare Workers. Combines a Next.js frontend with Google ADK backend for a seamless AI development experience.

Apple Mail

10

A comprehensive MCP server providing deep integration with Apple Mail via AppleScript, enabling AI assistants to search, organize, compose, and analyze emails through natural language.

20 tools

french-tax-mcp

10

MCP server for French tax calculations and information - enables AI assistants to provide accurate French tax guidance

2 tools

skill-to-mcp

10

Convert AI Skills (Claude Skills format) to MCP server resources - Part of BioContextAI

3 tools

bigquery-mcp

10

A Google BigQuery MCP server that enables AI agents to perform schema exploration and execute SQL queries on BigQuery datasets using natural language.

3 tools

qdrant-mcp-server

10

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

13 tools

Patent Big Data MCP Server

10

A comprehensive patent data service for searching enterprise information, detailed patent records, and generating statistical analytics such as application trends and legal status distributions.

3 tools

MLflow

10

MCP (Model Context Protocol) Server. Provides a natural language interface to MLflow tracking servers for querying and managing machine learning experiments and models through standardized tools for listing models, exploring experiments, and retrieving detailed information.

4 tools

TeamCity

10

A comprehensive MCP server for JetBrains TeamCity that enables LLMs to trigger builds, search configurations, fetch logs, and manage CI/CD pipelines through structured tools and resources.

10 tools

md-mermaid-to-pdf-mcp

10

A robust MCP server for converting Markdown files and raw text into professional PDFs featuring Mermaid diagram rendering and customizable page formatting.

2 tools

BlockbenchMCP

10

A specialized MCP server that bridges Claude AI with Blockbench, allowing for direct 3D model manipulation, texture application, and real-time command execution within the modeling software.

Claimify

10

A research-based claim extraction server that transforms raw text into verifiable, decontextualized factual claims using a four-stage NLP pipeline. It integrates with MCP clients to facilitate automated claim verification and documentation workflows.

Orchestro

10

A comprehensive project orchestration system that decomposes user stories into technical tasks, tracks dependencies, and uses pattern learning to manage AI-assisted development lifecycles.

60 tools

nautobot_mcp

10

Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Embedding Search and RAG.

ccontext

9

A local-first execution context server that enables persistent agent memory and shared task tracking through repository-based YAML files. It provides structured mechanisms for vision, milestones, tasks, and presence management to maintain continuity across multi-agent or multi-session workflows.

21 tools

HubSpot

9

MCP (Model Context Protocol) Server. Enables detailed interactions with HubSpot CRM data by providing comprehensive tools for searching contacts, managing sales pipelines, retrieving analytics, and performing advanced reporting through direct API integration.

FRED Economic Data

9

MCP (Model Context Protocol) Server. Integrates with FRED API to provide economic data retrieval, search, and metadata access for economic analysis and forecasting applications.

2 tools

Google Maps MCP Server Enhanced

9

A comprehensive MCP server providing 14 specialized tools for Google Maps core services, high-resolution visual mapping, and detailed environmental data including weather, air quality, and solar irradiance.

14 tools

Deutsche Bahn Timetable

9

MCP (Model Context Protocol) Server. Connects to Deutsche Bahn timetable API for retrieving real-time railway information, planned schedules, recent changes, and station searches across Germany's rail network.

4 tools

cie

9

Code Intelligence Engine — indexes your codebase and gives AI assistants deep understanding via MCP (semantic search, call graphs, 20+ tools)

i18n Agent Action

9

An AI-powered internationalization (i18n) and localization (l10n) server that automates string extraction and translation tasks, supporting context-aware adaptations for documentation and codebases.

shodan-mcp

9

Shodan MCP server for Claude, Cursor & VS Code. 20 tools for passive reconnaissance, CVE/CPE intelligence, DNS analysis, and device search. 4 tools work free without an API key. OSINT and vulnerability research from your IDE.

Local Docs

9

A specialized documentation retrieval server for Claude that provides fuzzy search, metadata support, and high-performance caching for local markdown files across multiple project sources.

3 tools

Sidekiq

9

A robust MCP server for Sidekiq that enables AI models to monitor background job health, manage failed tasks, and perform queue operations through a standardized interface.

20 tools

Kali Docker

9

A containerized Kali Linux environment that enables secure command execution for penetration testing, featuring automated background job management and out-of-band interaction detection.

10 tools

Claude Code History MCP Server

9

A specialized MCP server for accessing and analyzing local Claude Code (.jsonl) conversation history with advanced filtering, pagination, and multi-project search capabilities.

4 tools

devtap

9

Bridge build/dev process output to AI coding sessions via MCP — supports Claude Code, Codex, OpenCode, Gemini CLI, and aider

@jdrhyne/claude-code-github

Failed
9

An intelligent MCP server for Claude Code that monitors development patterns and automates GitHub workflows through smart suggestions, safety warnings, and natural language Git commands.

14 tools

gNMIBuddy

9

An MCP server that retrieves structured network telemetry and topology data from devices using gNMI and OpenConfig models. It provides LLMs with real-time access to routing protocols, interface status, MPLS forwarding tables, and network-wide adjacency analysis.

13 tools

Gremlin MCP Server

9

A specialized MCP server for interacting with Gremlin-compatible graph databases using natural language, featuring automatic schema discovery and intelligent enum detection.

6 tools