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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Gemini 2.5 Pro

3

MCP (Model Context Protocol) Server. Enables Claude Desktop to interact with Google's Gemini 2.5 Pro model through a TypeScript server with Google Search integration for grounded responses and detailed token usage reporting.

2 tools

Kayzen Reporting

3

Enables marketers and analysts to retrieve advertising campaign data from Kayzen's reporting API, including report listing and data retrieval.

deploy-mcp

3

Universal deployment tracker for AI assistants with live status badges and deployment monitoring.

5 tools

TokenScope

3

A token-aware directory explorer for LLMs that enables intelligent codebase analysis by providing summarized directory structures and file contents while respecting token limits and .gitignore patterns.

3 tools

Google Search

3

A robust Google Search MCP server with advanced anti-detection features like user-agent rotation and request randomization to reliably extract search results.

1 tool

-mcp-for-paper-read-based-on-AI-IDE

3

A toolset for academic research that uses MCP to provide local PDF parsing, mathematical formula extraction, code generation, and visualization for scientific papers.

6 tools

OmniTaskAgent

3

A multi-model task management system that enables intelligent task creation, decomposition, and status tracking through natural language and LangGraph integration.

classmcp

3

A specialized MCP server for AI-assisted CSS development that replaces verbose utility classes with semantic patterns to reduce token usage by up to 77%. It supports major frameworks like Tailwind and Bootstrap while providing SSR safety audits and minification capabilities.

10 tools

LSP4J-MCP

3

A Java MCP server that integrates with the Eclipse JDT Language Server (JDTLS) to provide advanced IDE features like symbol search, go-to-definition, and reference finding for Java projects.

5 tools

Lighthouse Performance Auditing

3

A comprehensive web performance auditing server that integrates Google Lighthouse with MCP, offering tiered analysis from raw data collection to AI-driven action plans for optimizing Core Web Vitals.

18 tools

Solana Fender

3

MCP (Model Context Protocol) Server. Provides security analysis for Solana Anchor programs by exposing tools that check smart contracts against Fender security vulnerabilities directly within development environments.

2 tools

Scientific Paper Analyzer (Gemini)

3

MCP (Model Context Protocol) Server. Integrates with Google's Gemini API to enable searching, analyzing and exploring academic research papers with tools for citation graphs and detailed paper information retrieval

Jane

3

Jane is a high-performance knowledge management MCP server that uses SQLite FTS5 to transform team documentation and project specifications into a searchable database for AI assistants.

7 tools

ActivityWatch MCP Server

3

A Model Context Protocol server that allows LLMs to query and analyze ActivityWatch time tracking data, manage activity categories, and perform smart time-period based analysis of window and web activity.

6 tools

classmcp

3

A multi-framework MCP server that optimizes AI-assisted CSS development by using semantic class patterns instead of long utility strings, resulting in up to 77% token savings.

10 tools

Solesonic

3

A robust Spring Boot-based MCP server providing secure Jira integration and web search capabilities via OAuth2 JWT authentication. It serves as a foundation for building enterprise-grade MCP servers with Spring AI and advanced group-based authorization.

1 tool

Desmos

3

A mathematical MCP server that provides formula validation, symbolic analysis, and function plotting using SymPy and the Desmos API.

4 tools

LunarCrush

3

Provides cryptocurrency market intelligence and social sentiment analytics via LunarCrush's real-time API. Supports multiple connection methods including Streamable HTTP, SSE, and stdio for flexible integration.

Allabolag (Swedish Company Registry)

3

MCP (Model Context Protocol) Server. Provides a bridge to the Swedish company registry database for searching companies by name or location and retrieving detailed business information including revenue, employee count, and industry classification.

BirdNet-Pi

3

MCP (Model Context Protocol) Server. Integrates BirdNet-Pi's bird detection capabilities with a JSON-RPC interface, enabling retrieval and analysis of acoustic monitoring data for ornithological research and conservation efforts.

5 tools

Swagger/Postman API Explorer

3

MCP (Model Context Protocol) Server. Simplifies API access by transforming complex OpenAPI/Swagger specifications into just four strategic tools for endpoint discovery, information retrieval, search, and authenticated request execution

8 tools

Firelinks

3

A comprehensive MCP server for managing the Firelinks URL shortening platform, enabling LLMs to create branded links, manage custom domains, and analyze detailed click and traffic metrics.

13 tools

Gemini Chat MCP

3

Provides an interface to interact with Google Gemini AI models and custom Gems, featuring automatic cookie synchronization via a Chrome extension for persistent authentication.

2 tools

Trackio

3

A specialized MCP server that monkey-patches Gradio and trackio to expose machine learning experiment tracking data, metrics, and project statistics to AI agents via the Model Context Protocol.

9 tools

Google Workspace

3

MCP (Model Context Protocol) Server. Integrates with Google Workspace to enable document creation, search, and management across Drive, Docs, and Sheets using OAuth authentication and multiple transport modes

8 tools

Download Tools (ComfyUI)

3

A toolset for ComfyUI that integrates gallery-dl and yt-dlp to download media from over 1000 platforms including Instagram, YouTube, and TikTok with support for authentication and resolution filtering.

Esa.io

3

MCP (Model Context Protocol) Server. Integrates with esa.io knowledge management platform to enable searching, reading, creating, updating, and deleting posts and comments with support for advanced query parameters and content management features.

F1 MCP Server

3

A comprehensive F1 analytics platform offering real-time telemetry processing, Monte Carlo race strategy simulations, and detailed tire degradation modeling for data-driven race insights.

13 tools

Polyglot Translation

3

MCP (Model Context Protocol) Server. Provides translation services between six languages (Arabic, Chinese, English, French, Russian, and Spanish) with domain-specific context for legal, medical, and general use cases, plus formality controls for professional document translation and cross-cultural communication.

Standards

3

A specialized MCP server that automatically learns and persists user project preferences and coding standards across sessions using AgentDB vector memory.

5 tools