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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,661 servers in this category

Titan Memory

85

A sophisticated neural memory system for AI that uses a three-tier hierarchical storage (short-term, long-term, and archive) with momentum-based learning to maintain context across conversations.

30 tools

Ragie

85

Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.

1 tool

Claude-C2

85

MCP (Model Context Protocol) Server. Command and control framework that enables secure remote system administration through a Python server and PowerShell client, maintaining task tracking in SQLite for efficient execution and reporting.

Gemini API Docs

85

A documentation-search MCP server that indexes Google Gemini API docs into a local SQLite database, offering full-text search and specific model/capability retrieval for developers.

3 tools

Fabric Real-Time Intelligence MCP

84

Official Microsoft Fabric RTI server to accelerate working with Eventhouse, Azure Data Explorer(Kusto), Eventstreams and other RTI items using your favorite LLM models.

38 tools

DeepL

84

Translate or rewrite text with DeepL's very own AI models using the DeepL API

9 tools

JADX Android Decompiler

84

A bridge between Jadx and MCP that allows AI models to interactively decompile, search, and navigate Android application source code in real-time.

7 tools

action_mcp

84

A Ruby on Rails engine that provides full Model Context Protocol (MCP) server capabilities, allowing Rails apps to expose tools, prompts, and resources to AI models with native database and session support.

5 tools

flexible-graphrag

84

A versatile GraphRAG MCP server that integrates with 13 data sources and multiple vector/graph databases to provide hybrid search and AI-powered document intelligence.

9 tools

nextcloud-mcp-server

84

A comprehensive MCP server providing deep integration with Nextcloud apps including Files, Notes, Calendar, Deck, and Contacts, enabling natural language interactions and semantic search via AI assistants.

7 tools

Browser MCP

84

A browser-integrated MCP server that allows AI models to interact directly with the user's active browser, enabling web page content retrieval, CSS modification, and history searches.

3 tools

Ahrefs

84

The Ahrefs MCP server integrates SEO data into AI assistants, enabling rank tracking, keyword research, and competitor analysis using Ahrefs' API v3.

Deep Web Research

84

A sophisticated web research server that enables deep content analysis through automated multi-step search queuing, TF-IDF relevance scoring, and markdown extraction using Playwright.

3 tools

OpenAI GPT Image

84

OpenAI GPT image generation/editing MCP server.

2 tools

Blender MCP

84

A Blender MCP server that enables real-time interaction with Blender via JSON commands over a TCP socket, allowing LLMs to control 3D scenes using natural language.

mcp-server-llamacloud

84

A TypeScript-based MCP server that connects to LlamaCloud managed indexes, dynamically creating search tools for each configured index to allow for RAG-based information retrieval.

1 tool

Markdown Library

83

MCP (Model Context Protocol) Server. Indexes and serves Markdown knowledge bases with specialized tools for tag-based navigation, text search, and content retrieval across large document collections.

7 tools

CrowdStrike Falcon

83

Connects AI agents with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors, threat intelligence, hosts, vulnerabilities, and identity protection capabilities.

25 tools

Replicate Flux

83

An image generation MCP server that integrates with Replicate to provide high-quality raster images via Flux Schnell and vector graphics via Recraft V3 SVG.

6 tools

Algolia Node.js MCP

83

A Node.js based MCP server for interacting with Algolia APIs, enabling natural language search, index management, and performance analysis through AI assistants.

3 tools

Polymcp

83

PolyMCP is a universal toolkit for creating and orchestrating MCP servers, supporting Python and TypeScript implementations with features like Docker sandboxing, WASM compilation, and intelligent tool selection.

8 tools

sparql-llm

83

A specialized MCP server designed to assist LLMs in generating and executing accurate SPARQL queries for biological knowledge graphs using RAG and metadata validation.

3 tools

Splunk

83

A Python-based MCP server that integrates with Splunk Enterprise/Cloud to enable natural language searches, index management, and KV store operations via SSE, API, or STDIO interfaces.

13 tools

ThingsBoard

82

The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.

110 tools

mcp-cli

82

Universal command-line client for MCP. Supports persistent sessions, stdio/HTTP, OAuth 2.1, JSON output for scripting and code mode, proxy for AI sandboxes, and more.

19 tools

Xueqiu (Chinese Stock Market)

82

A Model Context Protocol server that integrates with the Xueqiu financial platform via pysnowball, providing real-time Chinese stock market data, fund information, and market indices to AI assistants.

mcp-memory-keeper

82

A comprehensive persistent context management server for Claude AI, enabling session preservation, checkpointing, and knowledge graph extraction to prevent context loss during long coding sessions.

34 tools

schedcp

82

A Linux kernel scheduler management framework that uses the sched-ext framework to allow AI agents to profile workloads and automatically synthesize or optimize eBPF schedulers.

7 tools

SerpApi Google Search

82

An MCP server that provides access to SerpApi's comprehensive search engine results, enabling structured data extraction from Google, Bing, and other major platforms including specialized data like weather and stocks.

1 tool

Octagon Deep Research

81

A professional-grade deep research MCP server that integrates with Octagon AI to provide high-speed, multi-source data aggregation, academic synthesis, and market intelligence without rate limits.

1 tool