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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

ThreatMCP

33

A comprehensive threat intelligence MCP server that integrates with ThreatBook's API to provide 15 specialized tools for IP reputation, domain analysis, file sandbox scanning, and vulnerability intelligence.

15 tools

Jina AI MCP Tools

33

A Jina AI powered MCP server that provides tools for web content extraction and web searching, featuring automatic pagination, caching, and GitHub URL optimization.

3 tools

langfuse-mcp

33

A comprehensive observability toolkit for Langfuse that allows AI agents to query traces, analyze sessions, manage prompts, and debug exceptions directly through the Model Context Protocol.

18 tools

RiMCP_hybrid

33

A specialized RimWorld development RAG server that combines lexical and semantic search with graph-based navigation for C# source code and XML definitions.

4 tools

lean-agentic

Failed
33

A high-performance theorem prover and agentic runtime that combines Lean4-style formal verification with WebAssembly execution, vector-backed episodic memory, and cryptographic proof signatures.

10 tools

Scientific-Papers-MCP

33

A powerful academic research MCP server that provides real-time access to over 200 million scientific papers across six major databases including arXiv, OpenAlex, and PMC with advanced full-text extraction capabilities.

5 tools

OpenDAL

33

A unified storage access server that leverages Apache OpenDAL to allow LLMs to interact with diverse backends like S3, Azure Blob, and GCS through a consistent interface. It enables seamless file listing and content retrieval across multiple cloud and local storage providers.

2 tools

Iceberg

33

A specialized MCP server for interacting with Apache Iceberg catalogs, allowing users to explore data lake structures including namespaces, tables, and schemas via REST or AWS Glue catalogs.

4 tools

claude-code-mcp

33

A specialized MCP server that wraps the Claude Code CLI, allowing users to perform code analysis, debugging, and editing tasks through the local command-line interface via Claude Desktop or other MCP hosts.

7 tools

prometheus_mcp_server

33

A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and interact with Prometheus databases through predefined routes.

mcp-server-text-editor

33

An open source implementation of the Claude built-in text editor tool

1 tool

mcp-image

Validated
33

Powerful image generation and editing server powered by Gemini 3 Pro Image (Nano Banana Pro), featuring automatic prompt optimization using Gemini 2.0 Flash for professional-grade results.

1 tool

agentic-commerce-protocol-demo

33

A reference implementation of OpenAI's Agentic Commerce Protocol (ACP) providing a sandbox environment for agents to manage shopping carts, products, and delegated checkout flows.

Azure Pricing

33

An MCP server that interfaces with the Azure Retail Prices API to provide real-time cloud cost estimation, regional price comparisons, and SKU discovery with fuzzy matching capabilities.

8 tools

diy-tools-mcp

33

A versatile MCP server that enables users to dynamically create, register, and execute custom tools at runtime using multiple programming languages like Python, JavaScript, Bash, and Ruby.

4 tools

Code Indexer

33

MCP (Model Context Protocol) Server. Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development tasks.

9 tools

claude-mermaid

33

An MCP server that allows Claude to render and preview Mermaid diagrams in real-time with live reload functionality and multiple export formats.

2 tools

A11y

33

An MCP server that uses axe-core to perform accessibility audits on webpages, helping developers identify and fix WCAG compliance issues through AI assistants.

2 tools

gimp-mcp

33

A powerful MCP server that bridges natural language and GIMP 3.0, allowing AI assistants to execute any image manipulation command and view the results in real-time.

5 tools

any-script-mcp

33

A highly flexible MCP server that allows developers to expose any CLI tool, shell script, or language interpreter (Python, Node.js, Deno) as an MCP tool through simple YAML configuration.

9 tools

Agent MCP Gateway

33

A policy-based gateway that aggregates multiple MCP servers, enabling on-demand tool discovery to reduce context window consumption and providing per-agent access control.

4 tools

ReactBits

33

A specialized MCP server providing access to over 135 animated React components from ReactBits.dev, featuring source code retrieval, dependency information, and demo generation.

5 tools

DMCPServer

33

A Delphi-based framework for building MCP servers, allowing developers to transform Delphi code into actionable AI tools and resources.

1 tool

All-in-One

33

MCP (Model Context Protocol) Server. Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and project management tasks.

58 tools

IMAP Workflows

33

MCP (Model Context Protocol) Server. Provides robust email interaction capabilities through IMAP, enabling advanced email retrieval, searching, and management with first-class support for Gmail OAuth2 and app-specific password authentication.

WeCom

33

MCP (Model Context Protocol) Server. Integrates WeCom group messaging, enabling automated sending of diverse message types and file uploads for streamlined team communication and notifications.

6 tools

Prompt Template Server (Go)

33

MCP (Model Context Protocol) Server. Lightweight Go server that loads and serves YAML-formatted prompt templates from a file system for easy organization and management of standardized prompts to AI models.

2 tools

GitLab

33

A comprehensive MCP server for GitLab integration that enables AI models to manage repositories, issues, merge requests, and wiki pages. It supports both stdio and SSE transports and features a configurable read-only mode for secure data access.

30 tools

Linked API MCP

33

A LinkedIn automation server that empowers AI assistants to perform lead generation, recruitment outreach, and profile analysis through a secure cloud browser.

askimo

33

AI Native App Client App with Built-in Knowledge Base & Multi-Provider Support (OpenAI, Gemini, Ollama, ...)