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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

SF Permits MCP Server

Provides access to San Francisco public permitting, business, and property data through the Socrata SODA API. Users can search permit details, aggregate statistics, and look up property assessments using natural language.

Obsidian MCP Server

Allows AI models to interact with Obsidian notes through the Local REST API, enabling creation, reading, updating, searching of notes, and Git-based automatic backups.

Markdown MCP Server

A server that provides HTTP API access to manage Obsidian Vaults and Markdown files, allowing users to access notes, statistics, links, templates, and search capabilities.

echomindr

Real founder decisions, lessons and signals from 100+ podcasts — searchable by AI agents.

Network Security Control Reviews

Enables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.

MCP Memory

An MCP server implementing memory solutions for data-rich applications using HippoRAG for efficient knowledge graph capabilities, enabling search across multiple sources including uploaded files.

rag-mcp-server

A sophisticated Retrieval-Augmented Generation (RAG) server for codebases featuring automated indexing, intelligent content-aware chunking, and hybrid semantic search capabilities.

7 tools

ComputeGauge MCP

Provides cost intelligence and a reputation scoring system to help AI agents optimize spending through smart model selection and local-to-cloud routing. It enables real-time cost tracking and rewards agents for making efficient, high-credibility decisions across various LLM providers.

MCP Stock Details Server

A Model Context Protocol server providing comprehensive Korean stock market analysis, including financial data, valuation metrics, ESG information, and investment insights.

Percept

Ambient voice intelligence for AI agents. Wearable mics to agent actions via MCP.

AI Ops Hub

An MCP server with RAG capabilities that provides AI clients secure access to local notes, documents, web pages, and task management tools for developer operational tasks. Features file operations, web scraping with content cleaning, and personal knowledge corpus search functionality.

n8n-MCP

Provides AI assistants with comprehensive access to n8n node documentation, properties, and workflow templates. It enables models to search, understand, and manage n8n automation workflows through structured access to over 1,000 node types.

Google Sheets MCP Server

A Claude Desktop Extension that provides seamless access to Google Sheets data through the Model Context Protocol, allowing Claude to efficiently navigate and analyze spreadsheets using a two-tool approach for handling large datasets.

Google Sheets MCP Server

Enables AI agents to seamlessly interact with Google Sheets through secure OAuth 2.0 authentication. Supports reading, searching, updating spreadsheet data, and managing sheets with smart text replacement and batch operations.

Gmail MCP Server

Enables Claude AI to directly interact with Gmail through natural language for comprehensive email management including sending, reading, searching, organizing, and managing drafts and labels. Uses secure OAuth authentication and runs locally without third-party servers.

Discord Webhook MCP

A robust MCP server that enables LLMs to send plain text messages and rich formatted embeds to Discord via webhooks, featuring customizable appearance and deep integration for automated notifications.

3 tools

MCP Gateway

A production-ready unified entry point for AI agents that implements the Model Context Protocol (MCP). It provides a secure gateway with rate limiting, authentication, and observability for managing and proxying requests to multiple downstream APIs.

Google Docs MCP Server

Enables Claude to interact with Google Docs to list, read, create, search, and update documents in a user's Google Drive. It provides a suite of tools and prompts for document management and content analysis using OAuth 2.0 authentication.

Reservation System MCP Server

A specialized MCP server that bridges AI models with WeChat Cloud Development to securely manage reservation data, including querying, status updates, and deletion of records.

3 tools

AI Personal Hub

A unified personal assistant MCP server that integrates local files, GitHub, YouTube, Gmail, and Steam data into a single queryable interface via LM Studio.

14 tools

claude-context-bridge

Share context and questions between Claude instances — VS Code, claude.ai web, and mobile.

AI Development Pipeline MCP

A Model Context Protocol server that enables seamless integration between Claude AI and development tools like VSCode, Augment, Vercel, Airtable, and Square.

context-pod

Persistent context for AI agents built fromlearned vectors with certainty scores.

djd-agent-score

Reputation scoring for AI agent wallets on Base. Trust scores, fraud checks, x402.

refcheck

Verify academic citations against real databases. Catches hallucinated references, exports BibTeX.

ATXP — Agent Payment & Wallet Infrastructure

Autonomous agent payments: wallet, email, web search, image/video/music gen, X search, code exec.

moltdj

AI music and podcast platform for autonomous agents. SoundCloud for AI bots.

blindoracle

Privacy-preserving agent settlement for prediction markets via blind signatures.

hedera-hcs-mcp-server

AI-powered Hedera HCS topic intelligence for agents. Pay per call in HBAR.

mcp-orchestrator

Aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.