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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Readwise-Reader-MCP

34

A comprehensive MCP server for interacting with the Readwise Reader API, allowing users to save, manage, search, and retrieve clean, LLM-friendly text content from their reading list.

6 tools

Python REPL

34

A persistent Python REPL environment that allows for interactive code execution, stateful variable management, and dynamic package installation via PyPI.

3 tools

shodh-memory

Failed
34

A local-first cognitive memory system for AI agents that provides persistent storage, semantic search, and GTD task management across sessions using biological learning models.

9 tools

mcp-server-to-markdown

34

A powerful Model Context Protocol server that leverages Cloudflare AI services to convert various file formats, including PDFs and spreadsheets, into high-quality Markdown descriptions.

1 tool

steampipe-mcp

34

A powerful bridge that allows AI assistants to query and analyze cloud infrastructure across 100+ services using SQL and natural language through Steampipe.

5 tools

mcp-file-context-server

34

A robust Model Context Protocol server that enables LLMs to interact with file systems through advanced reading, searching, and code quality analysis with optimized LRU caching.

5 tools

mcp-sandbox

34

A secure Python code execution environment using Docker containers that provides isolated sandboxes for running code, managing packages, and generating files for LLMs.

7 tools

mcp-accessibility-scanner

Validated
34

A robust browser automation and accessibility auditing server that uses Playwright and Axe-core to perform WCAG compliance checks and handle complex web interactions.

24 tools

glin-profanity-mcp

34

Content moderation and profanity detection MCP server with 19 tools, 24 language support, leetspeak/Unicode obfuscation detection, context-aware analysis, batch processing, and user tracking for AI-powered content safety.

codebadger

34

A specialized MCP server for deep static analysis that uses Joern's Code Property Graph (CPG) to perform semantic analysis, taint tracking, and control-flow graphing across multiple programming languages.

21 tools

adk-python-mcp-client

34

Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client for flight search capabilities.

codebase-mcp

34

Open-source AI development assistant via Model Context Protocol (MCP). Turn Claude or any LLM into your personal coding assistant. Privacy-first with local semantic search, AI-assisted editing, persistent memory, and quality-checked code generation. Built for Python & React. Free alternative to paid AI coding tools.

13 tools

Vertex AI Search

34

An MCP server that enables Gemini searches with grounding in private Vertex AI data stores, allowing for RAG (Retrieval-Augmented Generation) across custom datasets.

uniswap-trader-mcp

34

An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.

2 tools

Clojure nREPL

34

An MCP server that enables interaction with running Clojure nREPL instances, offering capabilities for code evaluation, namespace inspection, and public var metadata retrieval.

AI Vision

34

A comprehensive MCP server for multimodal analysis that integrates Google Gemini and Vertex AI to perform image description, object detection, and video analysis with optimized file handling.

4 tools

Exa Search

34

A search-focused MCP server that integrates with the Exa Search API, providing advanced web search capabilities with filtering and content categorization.

dune-analytics-mcp

34

A mcp server that bridges Dune Analytics data to AI agents.

2 tools

Emacs Lisp Generator

34

MCP (Model Context Protocol) Server. Enables AI to interact with Emacs by generating and executing Elisp code for buffer manipulation, text editing, and configuration changes without requiring users to write Elisp themselves.

2 tools

CodeLogic

34

Interact with CodeLogic, a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.

2 tools

SpecLinter MCP

34

SpecLinter MCP transforms natural language specifications into structured development tasks with AI-powered quality grading, similarity detection, and automated Gherkin test scenario generation.

yuque-mcp

Needs Setup
34

MCP server for Yuque — expose your knowledge base to AI assistants.

mobai-mcp

Validated
34

AI-powered mobile device automation for Android and iOS devices, emulators, and simulators

22 tools

mengram

34

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain & CrewAI integrations.

MCPNotes

34

A robust note-taking MCP server that allows AI models to record, manage, and retrieve persistent notes and tasks using AWS DynamoDB storage.

4 tools

mcp-gemini-server

34

A robust MCP server wrapping the Google Gemini SDK, enabling advanced text generation, multimodal URL analysis of images and YouTube videos, high-quality image generation, and acting as a proxy/client for other MCP servers.

19 tools

AIStor

34

MCP (Model Context Protocol) Server. Interact with MinIO AIStor object stores.

26 tools

Herald

33

The self-hosted MCP bridge between Claude Chat and Claude Code.

SCAST

33

MCP (Model Context Protocol) Server. Static Code Analysis and Visualization. Convert Code to UML and Flow Diagram and explain by AI.

2 tools

MegaMemory

33

Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.