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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Tiptap Collaboration

8

A comprehensive MCP server for managing Tiptap collaborative documents, featuring full CRUD operations, real-time statistics, semantic search, and bidirectional Markdown-to-JSON conversion.

14 tools

Pump.fun

8

A Solana MCP server designed for the Pump.fun platform, enabling automated token creation, buying, selling, and wallet management directly through AI interfaces.

6 tools

Taiwan Price Compare MCP

8

A price comparison tool for Taiwan's major e-commerce platforms, enabling users to find the lowest prices across seven retailers with advanced keyword and price filtering.

1 tool

M365 Copilot MCP Server

8

Integrates Microsoft 365 Copilot capabilities into MCP-compatible AI assistants, allowing retrieval of OneDrive/SharePoint content, document search, and context-aware chat with M365 data.

4 tools

Xcode String Catalog

8

A specialized MCP server for managing Xcode String Catalog (.xcstrings) files, enabling AI assistants to read, search, and automate localization workflows for iOS and macOS applications.

6 tools

Magento GraphQL Docs

8

Provides intelligent search and retrieval for Magento 2 GraphQL API documentation, featuring full-text indexing of schemas, tutorials, and code examples for offline developer support.

8 tools

Aras Innovator Claude Agent

8

Enables Claude Desktop to interact with Aras Innovator PLM systems using OAuth 2.0 and OData REST APIs to query data, create items, and execute server methods.

5 tools

Go Code Graph

8

A Go codebase analyzer that uses AST parsing and Neo4j graph storage to enable natural language architectural queries, impact analysis, and code quality assessments via MCP.

8 tools

Oil & Gas RAG

8

A specialized oil and gas MCP server providing integrated access to drilling, production, HSSE, and procurement data with hybrid RAG search and anomaly detection capabilities.

11 tools

Crypto RSS

8

An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds, providing tools for feed discovery, keyword filtering, and trend analysis.

2 tools

Second Opinion (Gemini)

8

Advanced code analysis and review server supporting multi-model consultation across Gemini, OpenAI Codex, and o3 models with parallel response comparison and persistent session management.

12 tools

FOCUS MCP Server

8

Analyzes multi-cloud billing data using the FOCUS standard through natural language, providing access to 36+ predefined FinOps queries and DuckDB-powered SQL analytics.

8 tools

Fitness Coach

8

A comprehensive fitness coaching MCP server that enables AI assistants to track workouts, log nutrition, and generate personalized fitness plans using a unified data layer.

7 tools

mcpforge

8

nmap-mcp

8

MCP server for AI-powered network scanning with Nmap. Port scanning, service detection, OS fingerprinting, and vulnerability scanning for AI agents. By Vorota AI.

Data Extractor

8

A robust developer tool that automates the migration of hardcoded strings, configurations, and SVG components from JS/TS source code into organized external files.

2 tools

weft

8

Local-first knowledge graph for browser tabs. Louvain clustering, PageRank, MCP server for AI assistants, Chrome extension, CLI. 100% private.

Readwise

7

MCP (Model Context Protocol) Server. Integrates with Readwise to access and manipulate reading data, enabling document search, highlight retrieval, and filtering by categories, tags, or date ranges for research and knowledge management workflows.

4 tools

ClaudeSmalltalk

7

MCP server for AI interaction with live Smalltalk images

mcp-dock

7

A cross-platform MCP Server manager for Cursor, Claude, Windsurf, Zed & TRAE. Features one-click installation, multi-client sync, and a curated registry of Official & Smithery servers.

desktop

7

A local-first MCP server that enables AI tools to control authenticated web sessions of ChatGPT and other LLM providers through a real desktop browser, supporting parallel tabs, file uploads, and image downloads.

6 tools

mini_claude

7

A persistent memory and safety layer for Claude Code that prevents death spirals and context loss using local LLM analysis via Ollama. It tracks task state, mistakes, and project conventions to ensure high-quality, scoped code modifications.

21 tools

Baidu Search

7

MCP (Model Context Protocol) Server. Integrates with Baidu Search to enable web searches, result retrieval, and information extraction from China's largest search engine, providing access to Chinese language content and resources behind the Great Firewall.

1 tool

Inspector APM

7

A specialized MCP server for the PHP ecosystem that provides AI agents with direct access to Inspector APM's production error logs, performance transaction data, and execution timelines.

4 tools

stockreport-mcp

7

A comprehensive multi-market financial data server covering A-shares, Hong Kong, and US markets. It provides historical price data, financial statements, macroeconomic indicators, and automated analysis reports using a hybrid data source model (Baostock and AkShare).

44 tools

fossil-mcp

7

The code quality toolkit for the agentic AI era. Find dead code, clones, and scaffolding across 15 languages. MCP server + CLI.

MCP Chain

7

A middleware framework for building MCP server chains that enables transparent proxies for adding authentication, logging, and request transformation to existing MCP servers.

5 tools

MCP-YouTube-Transcribe

7

A robust MCP server that retrieves YouTube video transcripts using either official sources or local AI-powered transcription via Whisper and whisper.cpp.

1 tool

FHL Bible MCP Server

7

A comprehensive MCP server providing tools and resources for Bible study from the Faith, Hope, Love (FHL) API, featuring multilingual verse lookups, Strong's concordance, scholarly commentaries, and deep research capabilities for apocrypha and apostolic fathers.

22 tools

Gitea MCP Server

7

A robust integration for self-hosted Gitea platforms that enables full repository lifecycle management, including smart project synchronization and multi-instance support.

4 tools