AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Readwise-Reader-MCP
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.
Python REPL
A persistent Python REPL environment that allows for interactive code execution, stateful variable management, and dynamic package installation via PyPI.
shodh-memory
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.
mcp-server-to-markdown
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.
steampipe-mcp
A powerful bridge that allows AI assistants to query and analyze cloud infrastructure across 100+ services using SQL and natural language through Steampipe.
mcp-file-context-server
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.
mcp-sandbox
A secure Python code execution environment using Docker containers that provides isolated sandboxes for running code, managing packages, and generating files for LLMs.
mcp-accessibility-scanner
A robust browser automation and accessibility auditing server that uses Playwright and Axe-core to perform WCAG compliance checks and handle complex web interactions.
glin-profanity-mcp
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
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.
adk-python-mcp-client
Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client for flight search capabilities.
codebase-mcp
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.
Vertex AI Search
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
An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
Clojure nREPL
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
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.
Exa Search
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
A mcp server that bridges Dune Analytics data to AI agents.
Emacs Lisp Generator
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.
CodeLogic
Interact with CodeLogic, a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
SpecLinter MCP
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
MCP server for Yuque — expose your knowledge base to AI assistants.
mobai-mcp
AI-powered mobile device automation for Android and iOS devices, emulators, and simulators
mengram
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
A robust note-taking MCP server that allows AI models to record, manage, and retrieve persistent notes and tasks using AWS DynamoDB storage.
mcp-gemini-server
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.
AIStor
MCP (Model Context Protocol) Server. Interact with MinIO AIStor object stores.
Herald
The self-hosted MCP bridge between Claude Chat and Claude Code.
SCAST
MCP (Model Context Protocol) Server. Static Code Analysis and Visualization. Convert Code to UML and Flow Diagram and explain by AI.
MegaMemory
Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.