AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Oracle Vector Store
A comprehensive MCP server suite that integrates Oracle 23AI Vector Search, OCI Select AI (Text-to-SQL), and OCI Usage APIs with AI agents and assistants. It enables secure, enterprise-grade semantic search and database analytics using JWT authentication and OCI IAM.
Airflow ETL Pipeline Generator
An Airflow ETL Pipeline Generator that integrates with databases, S3, SMB, Kafka, and GitLab to automate the creation of Spark-based data pipelines. It facilitates data source validation, schema extraction, and DAG generation through a conversational interface.
Copilot MCP Server
Integrates GitHub Copilot with MCP-compatible tools to provide AI-powered chat, code explanation, suggestions, and security reviews using your existing GitHub CLI authentication.
@blzvi/asana-mcp-server
MCP server that gives AI assistants full access to the Asana API — 80 tools, 18 prompt templates, and browsable resources
dolphin-mcp
MCP server for Dolphin semantic code search - works with Continue.dev, Claude Desktop, and other MCP clients
Guardian (OSV Security Scanner)
A security-focused MCP server that scans project dependencies for vulnerabilities using the OSV database, providing automated risk assessment and remediation guidance for Node.js and PHP projects.
WebClone
A high-performance asynchronous website cloning engine that supports dynamic JavaScript rendering, authentication bypass, and asset archival for AI agents and developers.
Memory Knowledge Graph
A high-performance Rust implementation of a persistent knowledge graph memory server using SQLite with full-text search capabilities. It provides ACID-compliant storage for entities, relations, and observations, serving as a long-term memory layer for AI agents.
Sales Insights Agent
A Node.js-based MCP server that provides controlled access to sales CSV data, allowing AI agents to preview and inspect datasets for financial analysis workflows.
GTD Project Manager
A robust Getting Things Done (GTD) implementation that automates task and project management through Markdown files and YAML metadata. It manages the full lifecycle of actions, projects, areas, and goals with built-in audit tools to ensure system integrity.
Spotify Playlist
A specialized Spotify integration for managing playlists using natural language and advanced audio feature analysis. It features a similarity engine with eight algorithms to match tracks based on energy, tempo, mood, and genre across catalogs and personal libraries.
Excel Read Tools
A specialized MCP server for read-only Excel workbook analysis, offering features like metadata extraction, range-based sheet reading, and cross-sheet text searching.
Shopify Liquid
A specialized MCP server providing offline-first, searchable access to complete Shopify Liquid documentation including tags, filters, and objects. It features lightning-fast local SQLite FTS5 search to assist with Shopify theme development and template debugging.
GTEx Portal
A comprehensive MCP server providing programmatic access to the Genotype-Tissue Expression (GTEx) Portal API for analyzing human gene expression, eQTL associations, and tissue-specific genomics data.
iRacing Telemetry
A specialized MCP server that integrates with iRacing to provide real-time telemetry analytics, AI coaching, and car spotting for sim racers.
Code Line Counter
A development tool that tracks and analyzes code volume for AI-generated snippets, providing detailed breakdowns of code, comments, and blank lines with persistent storage.
JIRA Service Management
A dual-approach MCP server integrating with Atlassian JIRA to provide both standard issue management and specialized administrative operations through a containerized Python environment.
awesome-agent-skills
MCP server with 100+ AI agent skills from Anthropic, Vercel, Trail of Bits, Hugging Face & more.
iota-agent-mcp
An MCP server that enables AI agents to interact with the IOTA blockchain, supporting wallet management, transaction signing, and Move smart contract development. It provides tools for on-chain queries and CLI operations with a human-in-the-loop security model.
@timmeck/brain
Adaptive error memory and code intelligence system with Hebbian synapse network, hybrid search, and REST API
SDLC Tracker
A comprehensive Software Development Lifecycle (SDLC) tracker that manages epics, stories, tasks, bugs, and documentation using a SQLite backend. It features intelligent workflow automation, dependency management, and a knowledge graph generator for code analysis.
Armor Wallet
A multi-blockchain cryptocurrency management server providing unified logic for wallet operations, decentralized trading (swaps, DCA, limit orders), and staking across various networks.
pdf-mcp
Production-ready MCP server for PDF processing with intelligent caching.
Prompt Cleaner (Python)
An MCP server that utilizes AI to polish raw prompts into high-quality versions, featuring quality scoring, context-aware processing, and specific modes for general or code-related tasks.
Ganger (GitHub Stars)
A terminal-based tool and MCP server for managing GitHub stars using a ranger-style interface and automated categorization tools for AI agents.
Code Intelligence
A code intelligence MCP server that provides AI-powered analysis and recommendations for private UI component libraries and utility functions to improve code reuse and development efficiency.
Kulturpool Austria
A specialized MCP server for searching and exploring Austrian cultural heritage collections via the Kulturpool API, featuring a progressive disclosure architecture for efficient discovery.
MCP Google Contacts Server
A comprehensive MCP server for managing Google Contacts, enabling AI assistants to perform advanced searches, manage contact groups, and integrate with Google Workspace directories.
Seoul TAGO Subway
A specialized MCP server for accessing Seoul subway data via the TAGO API, allowing users to search for station details and retrieve real-time train timetables.
Autopilot Browser
A specialized MCP server that allows AI agents to discover and execute pre-built browser automation workflows for web scraping and data extraction via Autopilot Browser.