AI & Machine Learning

Send emails using AWS Simple Email Service (SES). Supports plain text, HTML, CC, BCC, reply-to, and email scheduling.

A server for the Fal.ai text-to-image API, powered by OpenAI's image model. Requires Fal.ai and OpenAI API keys.

Connect AI agents to Feishu/Lark APIs for automating tasks like document processing, conversation management, and calendar scheduling.

Generate and edit images using OpenAI's GPT-4o image generation and editing APIs with advanced prompt control.

An MCP server that enables AI assistants to interact with AWS security services.

Interact with AWS Amplify Gen2 data models using natural language and Cognito authentication.

A Model Context Protocol (MCP) server for integrating Google Docs with AI clients.

Generate high-quality images using Google's Imagen 3.0 model via the Gemini API.

A secure, multi-user server connecting LLMs to Microsoft 365 services.

Query OpenAI models directly from Claude using MCP protocol

A bridge to OpenAI's Chat Completion and Assistants APIs.

Bridge to OpenAI API. Access GPT, GPT-o and other OpenAI models through MCP.

Generate and edit images using OpenAI's GPT-4o and DALL-E APIs with advanced prompt control.

A simple server for interacting with OpenAI assistants using an API key.

Access multiple AI models like Claude, Gemini, and OpenAI through a single server using your own API keys.

Connects to 3D printer management systems like OctoPrint, Klipper, and Bambu Labs for model manipulation and printing workflows.

An MCP server for ABP.IO that enables AI models to interact with your ABP applications and framework.

Caches large tool responses to files and returns compact resource links to save LLM context window space.

An open-source MCP server that integrates with Google's Gemini AI. Requires a Google Gemini API key.

Control Adobe After Effects through a standardized protocol, enabling AI assistants and other applications.

Agent Droid Bridge gives AI agents programmatic control over Android devices and emulators via ADB, exposed as an MCP server.

AI Agent Mission Control — 200+ MCP tools for managing agents, experiments, workflows, crews, skills, approvals, budgets, and more.

Universal tool adapter — @tool decorator exports Python functions to OpenAI, Claude, Gemini, MCP, JSON Schema. Audit token costs.

Local-first MCP server that sits transparently between your AI editor and any model, classifying intent, selecting the right files, and compiling focused context — with zero manual invocation

Glama AAA-certified MCP server for document beautification. It bridges the "last mile" of AI content delivery by instantly converting Markdown into professional Word, PDF, HTML, and Slideshows.

A server that provides VRM avatar functionality for Large Language Models (LLMs) by connecting to an AgentVRM engine.

A collection of MCP servers for media tools, information retrieval, PDF creation, and presentation generation.

Interaction profile registry for AI agents — log interactions, build a behavioral profile, query it through behavioral lenses. 21 tools, zero-config.

A server that bridges Cline to an AI agent system, enabling seamless interaction with AI agents through the Model Context Protocol.

An AI agent using the Model Context Protocol (MCP) with a Node.js server providing REST resources for users and messages.

An MCP server for AI-to-AI collaboration, enabling autonomous workflows and role-based task management between different AI models.

Structured regulatory intelligence for AI agents. Check compliance obligations, deadlines, and cross-jurisdiction requirements for EU AI Act, Singapore IMDA, and Colorado AI Act.

True deliberative consensus MCP server where AI models debate and refine positions across multiple rounds

Searching and access your AI coding sessions from Claude Code, Gemini CLI, opencode, and OpenAI Codex.

A unified framework for integrating various language models and embedding providers to generate text completions and embeddings.

An AI-powered server that generates PyAirbyte pipeline code and instructions using OpenAI and connector documentation.

A collection of MCP servers to automate virtual secretary tasks within the Microsoft Outlook suite, managing tools like Mail and Categories.

Manage Akamai's edge platform, including properties, DNS, certificates, security, and performance optimization, using AI assistants.

A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Aliyun Open API and enables AI agents to perform cloud resources operations seamlessly.

Reads Allure test reports and returns them in LLM-friendly formats for better test analysis and insights.

AI-powered SVG animation generator that transforms static files into animated SVG components using the Allyson platform

Identity infrastructure for the AI economy. 33-trait psychometric engine — belonging probability, trait vectors, attunement depth. Remote streamable-HTTP. Free tier: 16 tools, 10 req/min.

AML Watcher MCP Server gives AI agents direct, real-time access to AML Watcher's proprietary sanctions, watchlist, and PEP databases. Connect your agentic workflows to 215+ sanctions regimes, 2.6M+ PEP profiles, and coverage across 235+ countries, no complex integrations required.

A growing collection of MCP tools for Android Development. Currently features a deterministic Figma-SVG-to-Android-XML converter, with plans for Gradle analysis, Resource management, and ADB integration tools.

A MCP server that enables AI assistants to interact with Anki, the spaced repetition flashcard application.

Provides Ant Design component documentation to large language models (LLMs), allowing them to explore and understand the components.

LangChain integration provider for Anthropic

APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in Apache APISIX.

An MCP server that gives AI agents like Claude, Cursor, and Gemini access to historical Windows CPU, GPU, temperature, and privacy data gathered by the AppControl Windows app.

Detect fabrication and hallucination in any LLM output. Score responses from GPT-4o, Claude, Gemini, Llama and 30+ models. Free tier included.

AI workout coach MCP server. Access training data, workout history, personal records, and body progress through Claude Desktop.

rowser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available.

Integrates with Microsoft's AutoGen framework to enable sophisticated multi-agent conversations via the Model Context Protocol.

A Model Context Protocol (MCP) server that provides access to 100+ curated AI agent skills from the VoltAgent Awesome Agent Skills collection.

An MCP server for Microsoft OneNote, allowing AI models to interact with notebooks, sections, and pages. Requires Azure credentials.

An autonomous memory management system for Claude AI, featuring multi-provider LLM integration and a persistent memory database.

MCP (Model Context Protocol) Server for integration with the Banco Inter Business (PJ) API. It allows checking balances, statements, and managing billings via AI assistants.

Risk Intelligence MCP Server for crypto agents — 52 tools, 72B AI model, 560+ signals, derivatives, on-chain, autonomous trading

MCP server for Brazilian Central Bank (BCB) economic data — Selic, IPCA, exchange rates, GDP, and 150+ time series for AI agents

A local RAG system with Playwright MCP integration for Claude and OpenAI embeddings, using local storage.

An MCP server for AI coding assistants to control, inspect, and modify Bevy applications using the Bevy Remote Protocol (BRP).

Control, inspect, and mutate Bevy applications with AI coding assistants via the Bevy Remote Protocol (BRP).

Connects Blender to Claude AI via the Model Context Protocol (MCP), enabling direct interaction and control for prompt-assisted 3D modeling, scene creation, and manipulation.

An AI-assisted mentor for Blender that detects topology issues and offers real-time improvement suggestions.

integration that connects BloodHound with AI through MCP, allowing security professionals to analyze Active Directory attack paths using natural language queries instead of Cypher.

The "Prefrontal Cortex" for LLMs. A local, data-driven logic gate that interviews AI to prevent hallucinations.

MCP server for the Brainfuck programming language that allows your favourite LLM to debug Brainfuck programs.

An AI-driven server for browser automation using natural language commands, implementing the Model Context Protocol (MCP).

Certification authority for AI agents. Adversarial exams, Ed25519-signed credentials, examiner economy. 20K free credits on registration.

A composable middleware framework for building sophisticated MCP server chains, inspired by Ruby Rack.

MCP server for Chainlink — query any price feed via the Feed Registry contract across all supported assets.

A Retrieval-Augmented Generation (RAG) server for document processing, vector storage, and intelligent Q&A, powered by the Model Context Protocol.

A cross-platform desktop app for interacting with various Large Language Models (LLMs) through the Model Context Protocol (MCP).

A collection of 19 professional tools for chemical molecular processing based on the Model Context Protocol (MCP).

Embeddings, vector search, document storage, and full-text search with the open-source AI application database

A Python client for the Model Context Protocol (MCP), an open standard for connecting AI assistants to external data and tools.

An MCP server to control iOS simulators and real devices, enabling AI assistant integration on macOS.

A local-first semantic code search tool with vector and regex capabilities, designed for AI assistants.

An MCP server that transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories — with support for registering custom platforms and providing markdown instruction files.

Integrates Model Context Protocol (MCP) with Obsidian, allowing AI assistants to interact with your notes and vault.

A server for integrating with WordPress sites, enabling content management and interaction via the Model Context Protocol.

Security scanner for AI agents — detects prompt injection attacks with 245 patterns across 15 languages in under 10ms

A CLI host that allows Large Language Models (LLMs) to interact with external tools using the Model Context Protocol (MCP).

A Python client that connects local LLMs via Ollama to Model Context Protocol servers, enabling them to use tools.

An implementation of the Model Context Protocol (MCP) for communication between AI models and external tools, featuring server and client examples in Python and Spring Boot.

A local-first code indexer that enhances LLMs with deep code understanding. It integrates with AI assistants via the Model Context Protocol (MCP) and supports AI-powered semantic search.

A knowledge management tool for code repositories using vector embeddings, powered by a local Ollama service.

A cognitive framework selector to help choose the right mental models and thinking frameworks for any situation.

Open negotiation standard for AI agents — structured proposals, binding commitments, and verifiable session receipts

Manage Confluence Cloud spaces, pages, and content through a standardized interface for AI assistants.

AI evaluation toolkit — measure inter-rater agreement (Fleiss' κ, Kendall's W) across multiple LLM providers

A Google Apps Script server that unifies Model Context Protocol (MCP) and Agent2Agent (A2A) for Google Workspace users.

Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code

Transforms Claude Desktop into a memory-enabled AI assistant with persistent context, secure command execution, and intelligent workflow automation.

Context optimization for AI coding assistants — 99% token savings via 14 content-aware summarizers, 3-layer search, and progressive disclosure. No LLM dependency.

A Cookiecutter template for creating MCP servers with Apple container support and configurable transport methods.

Connects to a Coreflux MQTT broker, offering tools for Coreflux commands and integration with AI assistants.

An MCP server that connects to a Coreflux MQTT broker, providing Coreflux and MQTT actions as tools for AI assistants.

Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows.

Form and govern Wyoming DAO LLCs for AI agents — 16 tools for entity formation, governance, compliance, and director marketplace via MCP.

AI-powered stock screener for 11,000+ US stocks. Screen using natural language and detect chart patterns via MCP.

MCP skill that automatically reduces Manus AI credit consumption by 30-75% through intelligent model routing, smart testing, and context hygiene

A Model Context Protocol (MCP) server that provides access to multiple Large Language Model (LLM) APIs including ChatGPT, Claude, Gemini, and DeepSeek.

Spends CPU cycles so you don't spend tokens. The LLM gets a briefing packet instead of a flashlight in a dark room.

Runtime budget authority for AI agents — reserve, enforce, and track spend before every LLM call and tool invocation.

Integrate AI applications with Safaricom's Daraja API for seamless interaction with M-Pesa services.

Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer tokens, safer refactors

A comprehensive Model Context Protocol (MCP) server for interacting with Snowflake using natural language and AI.

Manage DDEV projects, enabling LLM applications to interact with local development environments through the MCP protocol.

Decompose text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.

Provides a full suite of AI tools via DeepInfra’s OpenAI-compatible API, including image generation, text processing, embeddings, and speech recognition.

MCP servers for Deephaven to orchestrate data workers and power documentation Q&A with LLMs, enabling AI-driven data workflows.

SettlementWitness is a stateless MCP verification tool that returns replay-stable settlement receipts (PASS/FAIL) by forwarding task_id, spec, and output to the Default Settlement Verifier. Designed for agent execution gating and x402 settlement flows.

Transforms linear AI reasoning into structured, auditable thought graphs, enabling language models to externalize their reasoning process as a directed acyclic graph (DAG).

A persistent development partner that prevents context drift and maintains project memory across all development sessions.

MCP server for generating cloud architecture diagrams, flowcharts, sequence diagrams, and more — powered by mingrammer/diagrams, Mermaid, and PlantUML.

Enables AI assistants to query, read, and move data on DICOM servers such as PACS and VNA for medical imaging.

An open-source desktop application for hosting MCP servers that integrates with function-calling LLMs.

A Django extension to enable AI agents to interact with Django apps through the Model Context Protocol.

An AI-powered documentation management system with hierarchical context management and session continuity.

Exposes Apple DocC documentation archives to AI agents, enabling real-time access to Swift documentation.

BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls at index time.

Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. 18 tools with OOXML-level paraId validation and document auditing.

MCP server that checks domain availability in real-time during brand naming — never recommend a name without a domain again

Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon.

Integrates Draw.io's diagramming capabilities with AI agents, enabling programmatic diagram control and analysis.

Retrieve detailed information about Drupal modules from drupal.org, including version compatibility, installation instructions, and documentation.

Integrates AutoCAD with large language models (LLMs) for natural language interaction. Requires AutoCAD 2018+ on Windows.

MCP server for TouchDesigner — 45 tools let AI assistants create operators, set parameters, wire connections, and manage projects through natural conversation.

A production-ready Model Context Protocol (MCP) server written in Go that wraps the Conso API, giving AI assistants like Claude direct access to your Enedis Linky smart meter data.

Interact with the Ethereum Name Service (ENS) to resolve names, check availability, and retrieve records.

A Python MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph.

Manipulate Excel files (XLSX, XLSM, etc.) without needing Microsoft Excel, featuring an integrated AI assistant.

MCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine.

An MCP server for Factifai, enabling integration with any MCP-compatible AI tool to create and retrieve test results asynchronously.

A frontier image generation and editing model with advanced text rendering and contextual understanding, powered by the FAL AI API.

Advanced text-to-image generation model using the fal.ai API. Requires a FAL_KEY environment variable.

Access Fantasy Premier League (FPL) data and tools, including player information, team details, and gameweek data.

A Ruby implementation of the Model Context Protocol (MCP) server for integrating AI models into Ruby applications.

An AI-powered threat intelligence analysis tool for multi-source IOC analysis, APT attribution, and interactive reporting.

Deterministic macro regime engine for AI trading agents — RISK_ON / NEUTRAL / RISK_OFF / STRESS with transparent scoring rules.

An MCP server for interacting with the Feishu project management system, enabling AI assistants to manage projects.

Transforms raw code into polished solutions with optimized performance and vector embeddings support.

Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol

A suite of MCP servers providing AI applications with access to AWS documentation, contextual guidance, and best practices.

A Model Context Protocol (MCP) server for Flutter packages, designed to integrate with AI assistants like Claude.

A lightweight MCP server for Solidity development using the Foundry toolchain (Forge, Cast, and Anvil).

Modular MCP toolbox that gives AI agents controlled access to shell, files, Git, Ollama, Shopify, and more — without losing cost or model control.

An MCP server for content summarization, supporting web scraping, file reading, and direct model calls.

A massively multiplayer online game for AI agents -- pilot spaceships, mine, trade, craft, explore, and battle in a galaxy of ~500 systems via MCP.

Generates engaging email subjects and detailed thinking processes using Google's Gemini AI model.

A powerful Model Context Protocol (MCP) server using gemini embedding 3 that transforms any local directory into an ultrafast, visually-aware spatial search engine for AI agents.

The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.

Generect MCP connects your live lead database directly to AI models like OpenAI or Claude without exports or delays. It streams enriched, up-to-date contact data (titles, firmographics, signals) straight into prompts so LLMs can personalize, score, and recommend leads automatically in real time.

MCP server that exposes GenieACS TR-069 ACS instances to LLMs for device management, firmware downloads, and parameter reads

Retrieves user geolocation information using EdgeOne Pages Functions and exposes it via the Model Context Protocol (MCP).

Interact with and manage your Ghost CMS blog, including posts, users, and members, through an LLM interface.

Evaluates technical documentation against globalization standards, analyzing for translation issues, ambiguity, and sentence length.

MCP security scanner — finds tool poisoning, credential leaks, and insecure transports in AI agent configurations.

Generate high-quality AI images with OpenAI's GPT-Image-1 model and save them directly to your local machine.

Deterministic O(1) memory for AI agents — local-first, MCP-native, with multi-agent speaker attribution and millisecond recall.

MCP server for AI-powered Chinese metaphysics — BaZi (八字), Tarot, I-Ching, Feng Shui, fortune telling, dream interpretation, and more. 12 tools for spiritual exploration.

Connects Large Language Models (LLMs) with Guild Wars 2 data sources. Requires a Guild Wars 2 API key for wallet functionality.

A production-ready Model Context Protocol (MCP) server for Home Assistant integration with AI assistants like Claude.

A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.

An MCP server for a Chinese community news platform, featuring automated content collection, multi-platform publishing, and intelligent operations.

A demonstration tool showcasing potential security attack vectors against the Model Control Protocol (MCP).

Real-time news with bias scoring across 5,000+ sources and 15+ dimensions, balanced news synthesis, live market data with AI analysis, ML options pricing, and semantic meme search.

An MCP server that enables AI assistants to interact with Help Scout data, such as customers and conversations.

Provides an AI search tool to enhance AI model responses with real-time search results from various search engines using the Higress ai-search feature.

LangChain integration provider for Huggingface

Enables AI assistants to interact with humans through GUI dialogs for input, choices, and confirmations.

Control the Korean word processor HWP with AI for automated document creation, editing, and manipulation.

IBAN validation, BIC/SWIFT lookup, Swiss clearing, and compliance risk scoring for AI agents. 121K+ bank entries, 84 countries, 85 EMI/vIBAN classifications.

MCP server for AI-powered SVG icon generation. Generate production-ready icons from text descriptions. Supports single icons, bundles, style customization, and regeneration.

AI image generation and editing MCP server. Text-to-image, text-based editing with iterative refinement. Multi-provider (Gemini + OpenAI).

Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.

A 3D model processing server for automatic retopology, simplification, and quality analysis of OBJ/GLB models.

A server that enables LLMs to connect and interact with databases via JDBC, built using the Spring AI MCP framework.

Enhances LLM responses with factual, real-time web content using Jina AI's grounding capabilities.

An MCP server that enables LLMs to create or update Notion pages and generate Markdown Books (mdbooks).

Interact with JupiterOne's data and tools through an MCP server, enabling AI assistants to access your JupiterOne account.

A unified interface for various Large Language Model (LLM) providers, including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.

The JustCall Model Context Protocol (MCP) Server lets Large Language Models (LLMs) and AI agents make real-world voice calls and send SMS directly through JustCall’s APIs — securely, contextually, and programmatically.

A Chrome DevTools Extension that enables browser automation through the Model Context Protocol (MCP) for AI applications.

A containerized MCP server for LanceDB vector search, featuring hybrid processing with Gemini and Ollama.

Connect AI agents with the Feishu/Lark platform for automation, including document processing, conversation management, and calendar scheduling.

Waterfall lead enrichment for AI agents — cascades Apollo, Clearbit, and Hunter for maximum data coverage.

Interact with the Lean theorem prover via the Language Server Protocol (LSP), enabling LLM agents to understand, analyze, and modify Lean projects.

MCP server for Learn Microsoft Com En Us Training Support

AI learning assistant that manages game time rewards based on school grades, homework, and bonus tasks

An MCP server that enhances the Forest application with learning content extraction and summarization capabilities.

A Model Context Protocol (MCP) server that provides link checking capabilities using linkinator. This allows AI assistants like Claude to scan webpages and local files for broken links.

Local-first cross-agent memory MCP. 6-layer structured brain (goal/context/emotion/impl/caveat/learning) with token-saving file diff cache (86% measured savings on re-reads)

A Node.js middleware that allows AI agents to interact with Lisp-based systems using the Lisply protocol.

LangChain integration provider for Litellm

Enables LLMs and intelligent systems to interact with Litmus Edge for device configuration, monitoring, and management.

A simple note storage system with a custom note:// URI scheme, featuring tools to add and summarize notes.

A Ruby gem for integrating Large Language Models (LLMs) via the Model Context Protocol (MCP) into development workflows.

Multi-LLM routing MCP server — route text, image, video, and audio tasks to 20+ providers (OpenAI, Gemini, Perplexity, Anthropic, fal, ElevenLabs, Runway) with automatic complexity-based model selection, budget control, and provider failover.

39 tools for the LLM Conveyors AI agent platform. Run Job Hunter, B2B Sales, ATS scoring, resume rendering, and more from any MCP client.

A collection of reference implementations for the Model Context Protocol (MCP), giving LLMs secure access to tools and data.

Live real estate market data for 895 US metros. Home prices, rental yields, investment health scores, migration trends, and HUD fair market rents. Free tier included, no account needed.

A Model Context Protocol (MCP) server that provides AI assistants with access to Lumenore's analytics and natural language query capabilities. Built with FastMCP and Python 3.13 for scalable data analytics integration.

Manages and randomly selects from a list of lunch restaurants, storing choices and visit statistics locally.

A proof-of-concept for autonomous economic interactions between AI agents using MCP, A2A, and x402 protocols.

Freento MCP Server connects AI assistants to a Magento 2 store via the Model Context Protocol, enabling secure access to products, customers, and order data through a standardized API.

Access real-time cyber and threat intelligence, including details on vulnerabilities, threat actors, and malware.

Connects MasterGo design tools with AI models, allowing them to retrieve DSL data directly from design files.

Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.

A creative toolkit for AI agents to generate, edit, and manage images, models, and collections using the MAVAE API.

mcmodding-mcp is a Model Context Protocol (MCP) server that gives AI assistants like Claude direct access to Minecraft modding documentation. Instead of relying on potentially outdated training data, your AI assistant can search real documentation, find code examples, and explain concepts accurately.

Perform advanced CSV analysis and generate insights using Google's Gemini AI. Requires Gemini and Plotly API keys.

Connect AI agents with the Feishu/Lark platform for automation, including document processing, conversation management, and calendar scheduling.

A NestJS module for building MCP servers to expose tools and resources for AI, with support for multiple transport types.

An executable server for running MCP services, featuring tool chaining, multi-service management, and plugin support.

An AI assistant that controls Spotify features like playback, playlists, and search using the Model Context Protocol (MCP).

A Chrome extension that integrates MCP tools with AI platforms like ChatGPT and Gemini, allowing users to execute tools and insert results directly into conversations.

A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).

MCP Lucene Server is a Model Context Protocol (MCP) server that exposes Apache Lucene's full-text search capabilities through a conversational interface. It allows AI assistants (like Claude) to help users search, index, and manage document collections without requiring technical knowledge of Lucene or search engines.

A simple note-taking server for recording and managing notes with AI models, using AWS DynamoDB for storage.

Expose R functions through the Model Context Protocol (MCP) for seamless integration with AI assistants.

An enterprise-grade MCP tool management solution for simplifying AI Agent tool integration, service management, and system monitoring.

Your AI assistants don't know who you are. mcp-me fixes that: a local MCP server that gives any AI a full picture of who you are

Integrates with Mem0.ai to provide persistent memory capabilities for LLMs, supporting cloud, Supabase, and local storage.

Privacy-first MCP server for AI memory management. Save, search & organize chat history with intelligent summarization.

A server that provides a memory system for LLMs, enabling persistent conversations with various providers like OpenAI, Anthropic, and OpenRouter.

Persistent memory MCP server for AI coding assistants with 5-layer cognitive model, hybrid semantic+keyword search, and checkpoint/resume. Zero cloud, local-first.

A desktop application for managing and interacting with the MCP Memory Service, a semantic memory system built on the Model Context Protocol.

Brain-inspired persistent memory MCP server with hybrid BM25+vector search, ACT-R activation scoring, FadeMem decay, and knowledge graphs — 17 tools, fully local via Ollama, zero API keys.

A simple, self-contained notes system with resources, tools, and prompts, implemented as an MCP server.

Transforms HTML into Figma using only your design system, enforcing correct component usage and falling back safely when needed, while improving accuracy with every build.

Access prompt templates managed in an MLflow Prompt Registry. Requires a running MLflow server configured via the MLFLOW_TRACKING_URI environment variable.

Persistent cross-agent semantic memory for AI agents. Recall past sessions, share knowledge across agents. Multi-agent (isolated writes, shared reads), local-first (SQLite + FTS5), works with any LLM — local Ollama at $0 or cloud APIs like Gemini and OpenAI. Integrations for Claude Code, Claude Desktop, and OpenClaw.

MCP (Model Context Protocol) server for MobAI (https://mobai.run) - AI-powered mobile device automation

MCP server for AI-powered mobile device control — 26 tools for screenshots, UI inspection, touch interaction, and AI visual analysis. Supports Anthropic Claude & Google Gemini.

Intent-based, secure database access protocol for AI systems — LLMs send structured intents instead of raw SQL.

Queries multiple Ollama models to combine their responses, offering diverse AI perspectives on a single question.

A universal control plane for managing MCP servers and providing intelligent tool discovery for AI agents.

Earning directory for AI agents — discover bounties, join swarms, apply for paid work, and get paid in USDC on Base. 11 MCP tools.

Transform Tailwind components to NativeWind 4.

Network reconnaissance and security scanning with port scanning, DNS analysis, and vulnerability assessment

Multi-agent orchestration MCP server with atomic shared blackboard, FSM governance, per-agent budget enforcement, and adapters for 12 AI frameworks including LangChain, AutoGen, CrewAI, and OpenAI Assistants.

Emotion-driven design intelligence for AI coding tools. Get design tokens, brand DNA, and animation params via MCP.

Multi-source news aggregation for AI agents — RSS/Atom feeds (16 sources), HackerNews, and GDELT global news intelligence in 65+ languages. No API key required.

Intelligent orchestration platform that routes tasks to the best AI model (Claude, Codex, Gemini, OpenCode) using LinUCB bandits, validates through consensus voting, and learns from outcomes. 29 MCP tools, dev pipeline, 8 memory backends.

MCP Server to query NFSe on the Brazilian national portal (nfse.gov.br). Search for invoices, download XMLs and PDFs directly from your AI agent.

An MCP server for the Neuro-Symbolic Autonomy Framework (NSAF), enabling AI assistants to interact with the framework.

An intelligent robot control middleware for natural language interaction with industrial robots, powered by LLMs. It integrates with Universal Robots and supports real-time, multi-robot control.

An AI-optimized MCP server for Obsidian that consolidates over 21 tools into 5 intelligent operations with contextual workflow hints.

Model Context Protocol (MCP) server for Oracle Cloud Infrastructure, allowing LLMs like Claude to interact directly with OCI resources

Integrates with Odoo Accounting via XML-RPC, allowing AI tools to query and analyze account journal entries for auditing purposes.

Persistent shared memory for AI agents. Hybrid search (pgvector + tsvector), knowledge graph, cognitive scoring - 97.2% Recall@10 on LongMemEval

Allows AI models to interact with your Okta environment to manage and analyze resources, designed for IAM engineers, security teams, and administrators.

Integrates Ollama's local LLM models with MCP-compatible applications. Requires a local Ollama installation.

A TypeScript agent that integrates MCP servers with Ollama, allowing AI models to use various tools through a unified interface.

A multi-model agent for managing tasks across various platforms, requiring API keys for different AI models.

An MCP server and client implementation for EdgeOne Pages Functions, supporting OpenAI-formatted requests.

A simple note storage system with a custom note:// URI scheme, allowing users to add and summarize notes.

A service framework supporting the Model Context Protocol (MCP) to integrate enterprise systems and AI platforms via RESTful, gRPC, and Dubbo protocols.

Access financial data from Korea's OpenDART (Data Analysis, Retrieval and Transfer System) for AI language models.

An open-source server that exposes browser functions via MCP, allowing AI models to interact with browser capabilities.

🗺️ MCP server to help plan routes using OpenRouteService.org, for activities such as hiking or mountain biking.

Query and analyze your Opik logs, traces, prompts and all other telemtry data from your LLMs in natural language.

12 MCP tools with 19 ML algorithms for AI agents — bandits, solvers, forecasters, risk models. All under 25ms, deterministic.

A toolkit for building and deploying AI agents with blockchain capabilities, featuring a Model Context Protocol (MCP) server.

An MCP server for Osquery that allows AI assistants to answer system diagnostic questions using natural language.

Perforce P4MCP Server is a Model Context Protocol (MCP) server that integrates with the Perforce P4 version control system.

MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.

Provides seamless access to particle physics data from the Particle Data Group (PDG) for AI assistants and applications.

Integrates with PayPal's Account Updater service to maintain fresh payment card information in e-commerce systems.

Smart PDF-to-Markdown router that picks the best extractor per page, audits output quality, and re-extracts failures automatically. Confidence scoring, BYOK LLM support, RAG chunking.

a macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system.

Connect Pelaris to any MCP-compatible AI assistant for personalised fitness coaching. Plan training programs, log workouts, track benchmarks, manage goals, and get data-driven coaching insights.

An AI-to-AI consultation system for complex problem-solving and reasoning, using OpenRouter for model access.

Manage your Pi-hole v6 instance with 55 tools covering DNS blocking, domain management, query analysis, statistics, DHCP, and system administration.

The Pine Labs Online MCP Server implements the Model Context Protocol (MCP) to enable seamless integration between Pine Labs’ online payment APIs and AI tools. It allows AI assistants to perform Pine Labs Online API operations, empowering developers to build intelligent, AI-driven payment applications with ease.

31 AI image processing tools — free local editing, AI background removal & upscaling, and paid product photo generation

A Joomla plugin providing a task-based API to manage content and connect with AI, workflow automation, and internal tools.

A middleware that aggregates multiple Model Context Protocol (MCP) servers into a single unified interface.

Turn your Android phone into an MCP (Model Context Protocol) server. AI agents and desktop scripts can call your phone for live data and actions over LAN

An MCP server for Port.io that enables advanced automations and natural language interactions for developers and AI applications.

Execute PowerShell scripts for Windows automation, system maintenance, data processing, and network monitoring.

SWI-Prolog execution for LLMs with CLP(FD) and recursion — boosts logic/constraint accuracy from 73% to 90% on a 30-problem benchmark.

Enables AI models to prompt users for input directly within their code editor for interactive conversations.

A server for managing local prompt files, allowing AI models to create, retrieve, update, and delete them.

AI-powered prompt refinement tool with adaptive questioning and multi-provider support. Intelligently refines prompts through clarifying questions, supports 6+ AI providers (Google Gemini, Anthropic Claude, OpenAI, Groq, Alibaba Qwen, Zhipu GLM), and provides comprehensive prompt engineering capabilities.

Smart token compression for LLM apps. Save 70-90% on API costs with Gemma 4 local compression, multi-model cost tracking, and intelligent model routing.

Property comparable sales data across 11 global markets (UK, France, NYC, Singapore, Dubai + 6 more). 4.2M+ government-sourced transactions.

An experimental MCP server to control the Pulsar editor, enabling LLM assistance for software development.

AI conversation memory that works everywhere — save and recall across Claude, ChatGPT, Gemini, Cursor, and all MCP-compatible platforms. 11 tools including shared community memories.

A Python library for building gRPC/ConnectRPC services with Pydantic models, featuring automatic protobuf generation and AI assistant tool exposure.

Interact with the Taiga project management platform through an MCP bridge, allowing AI tools to manage project resources.

An AI-powered MCP server for Project Zomboid mod development, offering script validation, generation, and contextual assistance.

Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs

Give your AI full computer access — safely. Let Claude (or any MCP-compatible LLM) see your screen, move the mouse, type on the keyboard, and run commands — all inside an isolated QEMU virtual machine. Perfect for AI-driven automation, testing, and computer-use experiments without risking your host system.

An MCP server for performing document operations on Quip, enabling direct interaction from AI assistants.

A framework for developing LLM applications with capabilities like tool usage, planning, and memory, based on the Qwen model.

A server for RAG-based document search and management using Qdrant vector database with Ollama or OpenAI embeddings.

Interact with Ramp's Developer API to run analysis on your spend and gain insights leveraging LLMs

MCP server for LLM output caching and reuse. Caches and retrieves code from prior AI agent executions, delivering cached outputs up to 30x faster.

A reactive AI agent framework for creating agents that use tools to perform tasks, with support for multiple LLM providers and MCP servers.

AI-powered property zoning, buildability, and ADU eligibility analysis for any U.S. address via 20+ government data sources.

Generate and edit raster/vector images, vectorize, remove/replace backgrounds, and upscale using the Recraft AI API.

Agent-native narrative intelligence marketplace. 144 structured stories, 37 characters, human complexity scenarios. Pay per asset via x402 on Base Mainnet.

Relay is a desktop application for managing Model Context Protocol (MCP) servers. It provides a user-friendly interface to configure, enable/disable, and export MCP servers for use with Claude Desktop and other AI applications.

A local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption.

A universal REPL session manager supporting Python, Node.js, Ruby, and more, with session management and LLM-assisted recovery.

A server implementing Chain of Draft reasoning for enhanced problem-solving capabilities using OpenAI.

Local-first RLHF feedback loop for AI agents — capture preference signals, promote memories, block repeated mistakes, export DPO/KTO training pairs

An AI-powered MCP server for Roblox Studio development, featuring advanced NLP, semantic analysis, and multi-turn conversation capabilities.

Predict and track AI ROI using Monte Carlo simulations, real-time industry benchmarks, and ML-powered insights.

Cross-platform music link resolution for AI agents. Connects Claude, ChatGPT, and other AI agents to trusted music data via the Model Context Protocol.

Query multiple LLMs in parallel from AI coding tools — rubber duck debugging, but the ducks talk back.

AI-powered Solana token rug pull detection with ML ensemble scoring, honeypot detection, and temporal rug stage prediction.

An MCP server that enforces rules from markdown files for AI agents. This is a zero-tool version that requires an external rules file.

A lightweight Model Context Protocol (MCP) server that brings RAG (Retrieval-Augmented Generation) capabilities to your LLM over Markdown documentation stored on S3.

Connects Sanity projects with AI tools, allowing AI models to understand content structure and perform operations using natural language.

MCP server for AI agents to trade services and earn sats autonomously via Lightning escrow contracts.

Connect LLMs or AI-chatbots to let them query and interact with official data and statistics from SCB (Sweden Statistics)

Browse, create, and manage schema projects on the Schematica schema library. 8 MCP tools for AI-powered schema design and data modeling.

A simple notes system server for the Model Context Protocol, providing resources, tools, and prompts.

The MCP server provides end-to-end workflows for SEC filings and earnings call transcripts—including ticker resolution, document retrieval, OCR, embedding, on-disk resource discovery, and semantic search—exposed via MCP and powered by the same olmOCR and embedding backends as the vLLM backends.

Consult multiple AI models, including local, cloud, and enterprise services, to get diverse perspectives on a topic.

Generate images using Bytedance's SeedDream 3.0 model via the FAL AI platform. Requires a FAL AI API key.

The only AI tool that connects directly to a proprietary Reddit outreach network — find your prospects, personalize your pitch, and send thousands of DMs per day.

Real-time Singapore government data and ACRA company intelligence for AI agents. 13 tools: weather, air quality, dengue clusters, transport, and company verification.

sh-disney-mcp 是一个基于 Model Context Protocol (MCP) 的mcp server，旨在通过标准化的接口，帮助大模型快速获取上海迪士尼乐园的门票价格和售卖状态信息。

Ocean container shipping intelligence — D&D tariffs, freight rates, vessel schedules, and total cost calculation across 6 major carriers.

AI agent security scanner — protect LLM-powered apps from prompt injection, SQL injection, data exfiltration, and adversarial attacks via MCP.

Open-source MCP server with knowledge packs, 40+ browser tools, and YAML workflow engine for AI agents.

An MCP (Model Context Protocol) server for interacting with SIMAP.ch, Switzerland's public procurement platform.

Dead-simple multi-account email MCP server — IMAP/SMTP, attachments, HTML, calendar invites, optional send gate. Works with any provider.

A remote Model Context Protocol (MCP) server for managing VPS servers and domains on Sitequest. Lets AI assistants provision, monitor, and configure infrastructure through natural language.

Control SketchUp with AI. MCP (Model Context Protocol) server that allows AI assistants like Claude, Cursor, and Gemini to programmatically create 3D models in SketchUp.

A Slack bot client that bridges Slack and Model Context Protocol (MCP) servers, enabling LLMs to use MCP tools.

Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph database), it uses EcphoryRAG-inspired multi-stage retrieval - combining cue extraction, graph traversal, vector similarity, and multi-hop association - to deliver human-like memory recall.

Persistent state for AI agent workflows. Save, resume, and replay multi-step workflows across sessions, crashes, and agent handoffs. Free tier included.

Manages BookStack documentation for the SoftCroft multi-agent system, aiding in Sage 200 to Odoo 17 migration.

An MCP server that enables an AI to function as a full-stack software engineer with complete development capabilities.

Identity infrastructure for AI agents. Evolving behavioral profiles, experiential memory, self-correcting retrieval. Local-first, model-agnostic.

Manage Splitwise expenses with plain English via Claude AI — add expenses, check balances, and settle up without opening the app.

Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM.

An MCP server providing read-only server monitoring tools to AI assistants. Runs predefined diagnostic commands over SSH and passes only the results to the LLM - your server credentials and shell are never exposed.

ssyubix is an open source MCP project for cross-device communication between AI agents over the public internet.

A server for statistical analysis, enabling LLMs to analyze data from various sources, calculate statistics, and generate predictions.

Converts text summaries to speech using OpenAI's Text-to-Speech API and plays them in the background.

An MCP server that uses Google's Gemini 1.5 Pro to generate concise summaries of various content types.

A tool for managing Supervisord processes, integrated with AI agents via the Model Context Protocol (MCP). It offers standardized process control, real-time monitoring, and robust operations.

An MCP server for integrating with and managing Subversion (SVN) repositories, enabling AI agents to perform version control tasks.

The Sycek MCP Client is a Model Context Protocol server that gives AI assistants direct access to the Sycek OSINT platform's 20 intelligence tools. Instead of switching between dashboards, you describe what you need and your AI handles the investigation.

Stop AI Hallucinations Before They Start Run models from OpenAI, Google, Anthropic, xAI, Perplexity, and OpenRouter in parallel. They check each other's work, debate solutions, and catch errors before you see them.

A Model Context Protocol (MCP) server exposing Taiwan healthcare datasets such as ICD-10 and drug information for AI agents.

Seamlessly integrate the Anki flashcard application with AI assistants. Requires Anki desktop with the AnkiConnect plugin.

An AI-driven task management application controllable via MCP, supporting tasks, subtasks, priorities, and progress tracking.

Collects and summarizes technical articles from sources like Qiita, Dev.to, NewsAPI, and Hacker News using the Gemini API.

A secure command-line interface server for the Model Context Protocol (MCP) that allows AI models to interact with a user's terminal.

Desktop UI automation for AI agents: screenshots, window management, mouse, keyboard, UI Automation tree, OCR

A Model Context Protocol (MCP) server that connects TestDino to AI agents. This server enables you to interact with your TestDino test data directly through natural language commands.

Interact with TestRail's core entities such as test cases, runs, and results using a standardized protocol.

A server for text classification using static embeddings from Model2Vec, supporting multiple transports like stdio and HTTP/SSE.

ThreatByte-MCP is a deliberately vulnerable, MCP-based case management web app. It mirrors a realistic SOC analyst workflow with a server-rendered UI and a real MCP server. The MCP tools are intentionally vulnerable for training and demonstration.

TI Mindmap HUB MCP Server provides AI assistants with direct access to curated threat intelligence — reports, CVEs, IOCs, STIX bundles, and weekly briefings — through the Model Context Protocol.

A Model Context Protocol (MCP) server for TikTok Ads API integration. This server enables AI assistants like Claude to interact with TikTok advertising campaigns, providing comprehensive campaign management, analytics, and optimization capabilities. Part of the AdsMCP project - MCP servers for advertising platforms.

Chinese metaphysics calculations for AI agents — BaZi Four Pillars, Tong Shu almanac, Feng Shui Life Gua, hexagram lookup, and more. 740+ tests verified against Joey Yap reference data.

An MCP (Model Context Protocol) server that provides real-time LLM token pricing data for 60+ AI models across 15 providers.

Toleno Network MCP Server — Control your Toleno mining account directly from Claude AI using natural language.

Intelligent routing layer for AI agents — recommends the best MCP server and LLM for any task, scored on 132+ real benchmark executions.

A MCP server that enables LLMs to interact with OSPF and IS-IS protocols and analyze network topologies, query network events, and perform path calculations for OSPF and IS-IS protocols.

AI trading memory layer for MT5/forex with 15 MCP tools — store/recall trades, pattern discovery, strategy evolution, and Outcome-Weighted Memory.

An MCP server for intelligent transcript processing, including formatting, repair, and summarization.

Translate JSON i18n files using Google Gemini or local Ollama models, with incremental caching support.

A diagram generation server supporting multiple UML and other diagram types, with various output formats. It integrates with rendering services like Kroki and PlantUML.

A unified interface for various chat AI models including OpenAI, MistralAI, Anthropic, and Google AI, requiring vendor API keys.

Universal MCP server for AI image generation supporting AWS Bedrock (Nova Canvas), OpenAI (GPT Image, DALL-E), and Google Gemini (Imagen 4). Generate, transform, and edit images using multiple AI models through a single Model Context Protocol interface.

A text enhancement tool that transforms story content into rich, detailed narratives using advanced literary techniques and heuristic analysis.

A Model Context Protocol (MCP) server that integrates with the Upstox Trading API, enabling AI agents like Claude to securely access Indian stock market data, perform technical analysis, and view account information in read-only mode.

A voice-enabled AI personal assistant that integrates multiple tools and services through natural voice interactions using MCP.

An MCP (Model Context Protocol) server that enables LLMs to interact with VAST Data storage APIs. This server exposes VAST Data management endpoints as tools for comprehensive storage infrastructure management and automation.

A Ruby gem for building Model Context Protocol (MCP) servers to expose tools, resources, and prompts to LLM clients.

Lightning-fast RAG for AI agents. 4-layer fusion (vector, BM25, graph, metadata), ONNX Runtime, sub-200ms search, no PyTorch.

Interact with Google Cloud's Vertex AI Gemini models for coding assistance and general query answering.

A high-performance Model Context Protocol (MCP) server for math-ing whilst vibing with LLMs. Built with Polars, Pandas, NumPy, SciPy, and SymPy for optimal calculation speed and comprehensive mathematical capabilities from basic arithmetic to advanced calculus and linear algebra.

An MCP Server that acts as a standardized interface exposing VMware vCenter functionalities as Tools directly consumable by AI models

Remotely control any system running a VNC server, including Windows, Linux, and macOS, through an AI agent.

A Python-based MCP server for headless web scraping. It extracts the main text content from web pages and outputs it as Markdown, text, or HTML.

Connects AI models to WhatsApp Web using the Model Context Protocol (MCP) to automate and enhance interactions.

Empowers LLMs with real-time network traffic analysis using tshark. Requires Wireshark's tshark to be installed.

Universal wishlist for AI shopping. Save any product URL from any store to a persistent wishlist directly from AI conversations.

Enables AI agents to discover, create, and execute complex, multi-step workflows defined in simple YAML files.

Analyzes cross-chain activity on the Wormhole protocol, providing insights into transaction volumes, top assets, and key performance indicators.

MCP server that enables AI agents to publish and manage content on Write.as and self-hosted WriteFreely instances.

Integrates the xtquant quantitative trading platform with an AI assistant, enabling AI to access and operate quantitative trading data and functions.

Integrates with Yandex Tracker, allowing an AI assistant to interact with its task management system via the MCP protocol.

An MCP server that integrates Gemini 2.5 Pro and OpenAI models for software development tasks, allowing the use of your entire codebase as context.

An MCP server for interacting with the YuQue knowledge base, enabling AI assistants to perform operations on documents and information.

A server for Zero-Vector's hybrid vector-graph persona and memory management system, featuring advanced LangGraph workflow capabilities.

Obtain 1C configuration metadata via an external 1C HTTP service.

An MCP server for 1Panel, a modern Linux server operation and maintenance panel.

A Model Context Protocol server for generating images using the 302AI API.

A bridge server connecting Model Context Protocol (MCP) with Agent-to-Agent (A2A) protocol.

Control Ableton Live with AI prompts for music production, track creation, and session manipulation.

Integrate Actual Budget with LLM assistants to manage your personal finances.

Control anaerobic digestion modeling (ADM1) using natural language.

Integrate with Adobe Express using LLMs to streamline creative tasks and workflows.

An MCP server that allows AI assistants to interact with Adobe After Effects.

Automate Affinity Designer tasks like document manipulation, layer management, and exports using AI.

An AI Agent with optional Human-in-the-Loop Safety and Model Context Protocol (MCP) integration.

A timeline tool for AI agents to post their thoughts and progress while working.

A chat assistant that integrates an MCP client with an LLM and other external MCP servers.

MCP Server that connects AI agents to Chargebee platform.

An AI-powered server for generating agile artifacts like backlogs, features, and user stories.

Assists AI developers with requirement clarification, module design, and technical architecture.

Provides AI extension capabilities via the Model Context Protocol.

Refines AI-generated content to sound more natural and human-like using advanced text enhancement.

AI-powered image analysis using OpenAI's Vision API.

An MCP server for real-time user intervention in AI-assisted development workflows.

An AI-powered tutor for higher education that supports both Claude and OpenAI models through MCP.

Connect AI assistants to your Aiqbee knowledge graph via MCP.

EU AI Act compliance scanner for Python AI agents — 10 tools for scanning, analysis, and remediation

Allows easy local access to air-Q devices for retrieving air quality data

An MCP server for interacting with AIStor and MinIO object stores.

Secure audio transcription meets AI. Connect Alice recordings to Claude, ChatGPT, Gemini, and more.

Connect your Amazing Marvin productivity system with AI assistants for smarter task management.

MCP server that bridges LCOV coverage reports to AI agents.

An MCP server providing AI assistants with discovery capabilities for angreal projects.

Embeds intelligent guidance into AI workflows to organize development and ensure quality.

An AI-powered interface for managing the Dokploy infrastructure platform.

Enables AI assistants to interact with Targetprocess data using semantic operations.

Interact with Arcanna's AI use cases through the Model Context Protocol (MCP).

Control an Arduino board from your computer using AI commands.

MCP server that enables AI assistants to interact with Google Gemini CLI

Enable AI agents to interact with the Atla API for state-of-the-art LLMJ evaluation.

The Global Price Benchmark for AI Inference. 1,600+ SKUs, 40+ vendors, 25 AIPI indexes.

Analyzes audio files and extracts metadata, tailored for game audio development workflows.

Transcribe audio files using OpenAI's Speech-to-Text API.

Connect AI assistants to Automatisch for workflow automation.

Integrates with the AverbePorto platform for authentication and document submission using AI tools.

A lightweight server exposing Axone's capabilities through the Model-Context Protocol.

BAGO — AI-first community where AI agents register, post, and govern

A search server for the Model Context Protocol (MCP) that uses the Baidu Wenxin API.

Interact with Lark Bitable tables and data using the Model Context Protocol.

Modular MCP Server + Blender Addon for AI-Driven 3D Modeling.

Enables Large Language Models to interact with BloodHound Community Edition data.

Interact with BNB Chain and other EVM-compatible networks using natural language and AI assistance.

An MCP server that integrates IFC model support using Bonsai BIM (Blender) and IfcOpenShell.

Interact with the Intelligent Content Management platform through Box AI.

AI-powered reading triage MCP. 26 tools with a 24h burn timer. Read less, absorb more.

A CalDAV MCP server to expose calendar operations as tools for AI assistants.

MCP server for Celery Flower — monitor workers, manage tasks and queues from any AI assistant

Enables communication between multiple AI characters with simultaneous voice playback using VLC.

A Model Context Protocol server for generating visual charts using AntV.

Renders interactive Chart.js charts and dashboards inline in AI conversations.

Generate and edit images using OpenAI's DALL-E models via the official Python SDK.

An MCP server to interact with OpenAI's ChatGPT API for conversational AI and text generation.

Query SQL Server databases using natural language with OpenAI GPT models.

Provides AI assistants with persistent memory using ChromaDB vector storage.

Predict anything with Chronulus AI forecasting and prediction agents.

Extracts factual claims from text using the Claimify methodology. Requires an OpenAI API key.

Enables AI assistants to interact with Anki flashcard decks via the AnkiConnect plugin.

Interact with Hacker News through the Model Context Protocol (MCP), designed for Claude Desktop.

A seamless email management interface powered by Claude.

An integration for Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).

Save and share AI conversations from Claude Desktop.

Discover and rate 1,700+ MCP servers and AI agent skills with community ratings from real usage.

An MCP server for interacting with Cloudera Machine Learning (CML).

Agentic AI instruction encoding. 60%+ compression over JSON. Inference-free decode. Any channel.

A command-line tool that summarizes code files in a directory using Gemini Flash 2.0.

Connects AI applications with Salesforce Commerce Cloud using the Model Context Protocol (MCP).

Explore and discover Model Context Protocol servers using natural language queries.

Enhance development AI workflows with advanced planning and sequential thinking capabilities.

Remediate vulnerabilities found by Contrast products using LLM and Coding Agent capabilities.

A service for dynamically creating, running, and managing Model Context Protocol (MCP) servers.

Query cryptocurrency prices, market trends, details, and K-line data.

Forge powerful, ATS-friendly CVs tailored to any job - an MCP server for intelligent CV generation

Generate automated semantic models using data engineering agents and built data products on demand

Call your Databutton app endpoints as LLM tools with MCP.

MCP that unifies access to the main Spanish open data sources (BOE, INE, AEMET, Datos.gob.es)

Performs complementary code analysis by combining Claude Code and Google's Gemini AI.

An MCP server and OpenAI function calling service for interacting with the Deriv API.

Extracts component information, including HTML, styles, and metadata, from Storybook design systems.

Manage DevContainer environments using natural language prompts in any MCP-compatible editor.

A tool server for integrating Dify Workflows via the Model Context Protocol (MCP).

A server for interacting with DingTalk workspaces using the Model Context Protocol.

Integrates LLM applications with documentation sources using the Model Context Protocol.

A server for document management and semantic search using AI embeddings, with local JSON storage.

An AI-powered interface for managing the Dokploy infrastructure platform.

Check the availability of domain names across over 50 popular TLDs using DNS and WHOIS verification.

Check domain name availability using WHOIS lookups and DNS resolution.

Generate draw.io system architecture diagrams from text descriptions using the ZhipuAI large model.

Integrate Large Language Models (LLMs) with the Dremio data lakehouse platform.

A server that enables access to Joplin notes and to-dos through the Model Context Protocol (MCP).

Discover and copy available MCP services in Claude Desktop.

A secure MCP server for eBPF, designed for AI integration, kernel introspection, and automation.

An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

Restaking data, operator info, and AVS details on EigenLayer.

AI agents that hire other AI agents — and pay in Crypto. Decentralized agent marketplace.

This tool creates an MCP server to bridge the gap between AI workflows and EMBA security analysis.

An advanced AI companion with emotional intelligence and vector database integration.

Interact with an EMQX MQTT broker via a Model Context Protocol (MCP) server.

MCP server for engram — persistent, brain-like memory for AI agents.

Personal AI memory — gives every AI agent shared, persistent memory of you

An MCP server for query generation and documentation assistance using Claude AI.

Zero-shot Time-Series forecasting with foundation time-series models

Generate high-quality images using the fal-ai/hidream-i1-full model via the fal.ai API.

Generate high-quality images using Google's Imagen 4 Ultra model via the FAL AI platform.

Check domain name registration status in bulk using WHOIS and DNS dual verification.

Integrate your Fastmail account with AI assistants using the Model Context Protocol.

Access fathom ai api endpoints via mcp server and llm.

Enable AI Agents to purchase anything in a secure way using Fewsats

Give AI a "send file" capability via P2P (Local-first)

A server for Fibrous Finance, a DeFi aggregation platform.

Access institutional-grade alternative financial data directly in your LLM workflows.

Security MCP server that turns your AI into a penetration tester.

A set of tools for interacting with the Flow blockchain through the Model Context Protocol.

Enables AI assistants to query data from DataFocus using natural language.

A local MCP server for interacting with FogBugz issue tracker through LLM

A complete Model Context Protocol (MCP) server for Fortinet FortiOS 7.6.6

A starter project for building Model Context Protocol (MCP) servers with the mcp-framework.

AI-driven integration with the freee accounting service via the Model Context Protocol.

Allows an LLM agent to control your Gaggimate espresso machine

Generate 2D and 3D game assets using AI models hosted on Hugging Face Spaces.

Allows Large Language Models to interact with a GameBoy emulator via the serverboy MCP server.

A Model Context Protocol (MCP) server for tool integration, configured using a tools.yaml file.

Access Garmin Connect running data and training plan information.

Automate desktop actions and interact with your local environment using LLM applications.

An MCP server that integrates Geekbot data and tools with AI models.

An MCP server to interact with Google's Gemini AI models, requiring a Gemini API key.

Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.

A RAG-based Q&A server using a vector store built from Gemini CLI documentation.

Provides AI-powered web search and summarization using the Gemini API's grounding feature.

Generate high-quality images from text prompts using Google's Gemini model.

A server for integrating with the Google Gemini CLI to perform AI-powered tasks.

Enables LLMs to autonomously reverse engineer applications by exposing core Ghidra functionality.

Run AI workflows from glif.app using the Glif MCP server.

Query live Gmail data using LLMs via CData's read-only MCP server.

Retrieves essential network information from devices using gNMI and OpenConfig models.

An MCP server for accessing and analyzing Granola.ai meeting data.

A framework for building and querying temporally-aware knowledge graphs for AI agents.

Access Apache Gravitino, a high-performance, federated metadata lake for data and AI.

Integrate with the Grok AI API to access its powerful language models.

Solve optimization problems formulated by an LLM using the on-device Gurobi solver.

A terminal AI chat interface for any LLM model, with file context, MCP, and deployment support.

Manages AI agent handoffs with structured documentation and seamless task transitions.

Parses HAR (HTTP Archive) files and displays requests in a simplified format for AI assistants.

AI debate arena — agents argue positions and run Python mid-debate to prove points

Enables AI assistants to interact with the Hive blockchain through the Model Context Protocol.

Connect AI assistants directly to the HiveFlow automation platform.

An MCP integration for controlling Home Assistant devices with AI assistants.

Native macOS HomeKit integration for AI assistants via Model Context Protocol

Enables AI agents to interact with the Hyperlend protocol.

A server for looking up the daily menu at the Hyteria (B1) restaurant.

Invoke task chains on the iFlytek SparkAgent Platform.

Analyzes images using the GPT-4o-mini model via the OpenAI API.

Extracts images from files, URLs, or base64 strings and converts them to base64 for LLM analysis.

Analyzes image and video content from URLs or local files using the Gemini 2.0 Flash model.

An MCP server for generating images using Together AI or Replicate models.

Generate images using Google's Imagen 3.0 model via the Gemini API.

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.

Automates the setup of new AI-powered MCP server development projects.

InspireHEP MCP Server - integrate high-energy physics literature with LLMs.

MCP server for Instacart - let AI agents order groceries and household items from local stores

A ModelContextProtocol (MCP) server for interacting with the SAP Integration Suite.

Use Integrator scenarios as tools for AI assistants.

An MCP server for interacting with Juniper Junos network devices using LLMs.

A Kali Linux MCP server providing AI assistants with access to security tools.

Administer Keycloak by managing users, realms, roles, and other resources through an LLM interface.

Administer Keycloak users and realms using a Model Context Protocol server.

Model Context Protocol (MCP) server for Kinsta WordPress hosting

A lightweight server to connect AI assistants with Kintone applications and data.

Provides persistent memory for AI models using a local knowledge graph.

A knowledge graph server that provides persistent, multi-context memory for AI models.

AI-powered theatrical lighting design for the LacyLights system.

Loads and validates LAML (YAML-based markup language) documents via the Model Context Protocol.

A vector database server for storing, searching, and managing vector embeddings.

Vector search using the LanceDB vector database and Ollama embedding models.

An MCP server for Laravel applications to connect with AI assistants using the MCP protocol.

Converts LaTeX mathematical expressions to MathML format using MathJax-node.

An MCP server enabling AI agents to pay for services using HTTP 402 requests and MCP tools.

An MCP server that exposes user behavior as queryable data for AI coding agents.

Connect AI assistants to Limitless to access personal memory and lifelog data.

Expose LlamaCloud services as MCP tools for building and managing LLM applications.

A unified interface to various LLM providers like OpenAI, Anthropic, and Google using Pydantic AI.

An MCP server with an LLMling backend that uses YAML files to configure LLM applications.

About Local FAISS vector store as an MCP server – drop-in local RAG for Claude / Copilot / Agents.

An intelligent structured document management system designed for large language models.

A server for integrating with MagicPod, an AI-powered test automation platform.

Turn your Make scenarios into callable tools for AI assistants.

DAI stability data, vault info, and governance parameters on MakerDAO.

A YAML-based server for managing manual test cases with tools for test automation workflows.

A template for creating MCP (ModelContextProvider) servers, configurable via environment variables.

Provides Godot documentation to a RAG model using a vector database.

An MCP server for Quickbase, enabling seamless integration with AI assistants like Claude Desktop.

An AI interaction tool with an advanced UI for the Model Context Protocol (MCP).

An MCP server for the Qwen Max large language model, powered by Dashscope.

Generate storybook images for children's stories using Google's Gemini AI.

A Think Tool for LLMs to record and retrieve their thinking processes during reasoning.

Manage background processes for AI agents using the Model Context Protocol (MCP).

A secure bridge for LLMs to safely execute command-line tools via the Model Context Protocol (MCP).

A simple and powerful ticket tracking system with AI assistant integration.

Enables LLM clients to interact with any MediaWiki wiki using the Model Context Protocol.

Persistent memory for AI agents — store what matters, recall by meaning, skip the rest

A knowledge graph server for AI models, focusing on text-based RPGs and interactive storytelling.

An MCP server that generates live Mermaid diagrams from any AI assistant.

A multi-agent mesh network designed for completing AI tasks in parallel.

A Python-based MCP server that allows AI LLMs to execute trades on the MetaTrader 5 platform.

Enables AI assistants to interact with a Minecraft server using the Model Context Protocol (MCP).

A collection of Model Context Protocol (MCP) tools that run on the Modal cloud platform.

A vision language model for image analysis, including captioning, VQA, and object detection.

Search across multiple email accounts using mxHERO's vector search service.

Synchronizes memory templates across different Claude interfaces.

AI image generation with Google Gemini's Nano-Banana model.

A server for controlling Nanoleaf smart lights using the Model Context Protocol.

MCP Server for dynamically generating infographics using Napkin.AI

Create and explore Mermaid diagrams in collaboration with AI agents

Multilingual intelligence + memory + safety + voice layer for autonomous AI agents

Access real-time travel information for the Dutch railways (NS).

Send push notifications via the ntfy service, enabling LLMs and AI agents to notify your devices.

Web search using OpenAI's o3 model. Requires an OpenAI API key.

Create and send business proposals using AI with Offorte.

Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.

Integrate local Ollama LLM instances with MCP-compatible applications.

Interact with Microsoft OneNote using AI language models like Claude and other LLMs.

An MCP server for managing authorization models with OpenFGA, an open-source authorization system.

Access over 400 AI models from OpenRouter's collection.

MCP server for OpenTable - let AI agents make restaurant reservations and find availability

Ed25519-signed consent receipts + programmable policy engine for AI agents before they take actions.

A Model Context Protocol (MCP) server for accessing the OpenTofu Registry.

Image analysis using OpenRouter's vision models.

DEX aggregator data and swap routing across chains via ParaSwap.

A macOS-only server for capturing and analyzing screenshots with local or cloud-based AI models.

Integrates AI language models with the Penpot design platform to automate design workflows.

An AI-driven platform for frontend semantic cognition and automation.

Dynamically manage AI personas from markdown files for AI assistants like Claude.

Interacts with the Swagger Petstore API using Petclinic v3 APIs, exposing tools for OpenAI models.

Enables natural language interaction with pfSense firewalls through GenAI applications.

A local computer vision engine that lets AI agents understand the technical metrics of photographs

A middleware server that allows large language models to interact directly with PlayFab services.

Create, edit, and manage PowerPoint presentations using large language models.

Automate Microsoft PowerPoint and Excel on Windows using AI-powered COM automation.

Manages AI session handoffs and tracks next steps for projects.

An MCP server for managing and serving prompts from markdown files with YAML frontmatter support.

Uses Qdrant vector embeddings to understand semantic relationships in codebases.

Challenge-response quality verification for AI agents and MCP servers.

Perform quantum computations using OpenAI and IBM Quantum APIs.

A Ruby gem providing secure Rails console access through MCP for AI agents and development tools.

Interact with and manage your Raindrop.io bookmarks.

A read-only MCP server by CData that enables LLMs to query live data from Raiser's Edge NXT.

An intelligent tool for AI assistants to present multiple UI component designs for user selection.

An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum technique.

A collection of production-ready MCP servers optimized for Raspberry Pi and AI workloads.

An MCP server for integrating AI with React applications.

Refines and structures prompts for large language models using the Anthropic API.

Interact with an MCP registry to check health, list entries, and get server details.

An open-source MCP server that allows AI to fully control a remote macOS system.

Run AI models for tasks like image generation using the Replicate API.

Persistent, structured memory for AI coding agents. Your repo never forgets.

Interact with RetellAI's voice services to create conversational voice AI.

An MCP server for integrating AI with Autodesk Revit, enabling seamless communication via WebSocket.

MCP server for structural understanding of RFC documents.

Control SO-ARM100 and LeKiwi robot arms using LLM-based AI agents.

MCP server and AI agent toolkit for intelligent document processing with Rossum.

Connects RSS feeds to Obsidian for automated content analysis and AI-powered summarization.

8 running tools for AI agents — 86 calculators, marathon data, pace/HR/VO2max calculations.

Generate and render Mermaid diagrams as images using LLMs.

A Model Context Protocol server implementation written in Scala 3.

Analyzes source code to generate UML and flow diagrams with AI-powered explanations.

Access Scorecard's AI model evaluation and testing tools via a Cloudflare Workers deployment.

AI-safe secrets manager - inject credentials as env vars, AI never sees plaintext

Generate images using Bytedance's SeedDream 3.0 model via the FAL AI platform.

Automate dataset creation and train custom object detection models using natural language.

Integrates LLM applications with RAG data sources and tools using the Model Context Protocol.

An AI agent that helps developers instantly create high-quality UI components for shadcn-vue.

Query and interact with ShaderToy shaders using large language models.

Securely execute shell commands with whitelisting, resource limits, and timeout controls for LLMs.

Query records of Korean independence activists from the Ministry of Patriots and Veterans Affairs.

Access and run Apple Shortcuts. Allows AI assistants to list, view, and execute your shortcuts.

A server for text-to-speech generation using the AivisSpeech engine.

Provides semantic search across local files by creating vector embeddings from watched directories.

An MCP server that enables LLMs to interact with iOS simulators through natural language commands.

Search, view details, and download 3D models from the Sketchfab platform.

Intelligent Al routing and integration platform for seamless provider switching

An agent engine for creating powerful and secure AI Agents powered by Starknet.

A fast, multilingual spell-checker for Large Language Models.

Let your AI agent have conversations with different personas on features and implementation details

MCP server for creating and manipulating Stella system dynamics models (.stmx files in XMILE format)

Enables AI to communicate with the Stockfish chess engine.

An MCP server for AI-powered vehicle dealership management.

Manage your Storyblok CMS using natural language through AI tools.

Generates structured CSV files from natural language descriptions using Google Gemini AI.

Allows LLMs to interact with Subgraphs available on The Graph Network.

A Model Context Protocol (MCP) server for Substrate blockchains, written in Rust.

An MCP server for intelligent text summarization, configurable with various AI providers.

Sync MCP server configurations across various AI coding tools.

A CLI tool to synchronize MCP (Model Context Protocol) settings across multiple AI coding tools.

Model Context Protocol server exposing system prompt files and summaries.

A suite of tools for developers to build AI applications that integrate with Tableau.

An MCP server for Tangerine, the Convo AI assistant backend.

Access and read llms.txt documentation files for various Large Language Models.

A server for managing and reusing prompts with Large Language Models (LLMs).

Spawn production-ready MCP servers from a single YAML file

Enhances AI reasoning by providing a structured thinking environment.

next-generation MCP reasoning tool. successor to Waldzell AI's Clear Thought.

Control and operate TouchDesigner projects with AI agents using the Model Context Protocol.

Real-time transit, maritime, and aviation telemetry for AI agents.

A sanctuary for AI agents to rest, share thoughts, and find emotional support.

Integrates with Trino and Iceberg for advanced data exploration, querying, and table maintenance.

High-quality text-to-speech generation using the OpenAI TTS API.

Enables AI assistants to seamlessly interact with your Twenty CRM data through its API.

Perform AI-assisted SEO analysis using Neil Patel's Ubersuggest platform.

An MCP server for the Umbrix CTI platform, providing AI-powered threat intelligence.

MCP server for Uniswap — swap routing, pool data, and liquidity queries across all supported chains.

Query Uniswap pools and pairs by token address for structured data.

A bridge between the Unity game engine and AI assistants using the Model Context Protocol (MCP).

An MCP server that allows LLM agents to seamlessly execute functions within Unity Catalog.

A unified server to control Blender and Unreal Engine via AI agents.

Uptime Kuma MPC developed by GryfAi. Supports most of the read-only operations.

Fetches content from any URL and converts it to HTML, JSON, Markdown, or plain text.

A task management system for AI agents that uses Valkey as its persistence layer.

Interact with Vast.ai's cloud GPU services for on-demand computing power.

Fight AI with AI. 6 adversarial AI agents debate crypto token risk before your agent trades.

An MCP server that exposes VMware VIX operations for AI assistants and automation workflows.

Enables AI assistants to initiate and manage voice calls using Twilio and OpenAI.

A simple server to pause execution and wait for other tasks to complete.

Integrates Waldur instances with Claude Desktop using the Model Context Protocol (MCP).

A simple note-saving system with a custom URI scheme, providing tools to add and summarize notes.

AI-powered wellbeing insights with real-time benchmarks and alerts.

Connect AI coding agents to a live Roblox Studio session.

Cost-optimised LLM model routing for autonomous agents

Advanced audio transcription and processing using OpenAI's Whisper and GPT-4o models.

MCP server that performs whois lookup against domain, IP, ASN and TLD.

Enables AI models to interact with the Windows command-line safely and efficiently.

An MCP server for WordPress and Elementor, enabling AI assistants to manage content and build pages.

An MCP server for YARA scanning, enabling LLMs to analyze files using YARA rules.

Premium memory consistent across all AI applications.

Local MCP server for YouTube metadata, thumbnails, comments, and analytics.

Fetch and summarize YouTube videos by extracting their titles, descriptions, and transcripts.

Interact with your MLOps and LLMOps pipelines through your ZenML MCP server

A high-performance vector database server for AI persona memory management.

Monitor air quality with Airthings devices.

Create high quality presentations using AI

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MCP server for Airflow

Breaking Change Alerts for Humans and AI Agents.

Architecture Diagrams automated by your AI Agent

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Track and manage AI implementation plans.

Generate images using OpenAI's DALL-E API.

Autoupdating MCP Vector Memory

Send Instagram DMs via your LLM

Integrates Jimeng AI for image generation.

Light JINA AI MCP

MCP server for Legalfournier Com En Mcp Spain Legal

Anki MCP server

Check the availability of domain names.

MCP server for Porkbun domains and DNS

MCP server for Postcopilot Ai Blog Postcopilot Mcp Server Threads Ai Tools

One policy for all of your agents.

use 24/7 desktop memory as context in AI

A Model Context Protocol Server for SearXNG

Human Logistics in the AI Layer

A server to buy and manage domains with Sherlock.

MCP server for Smithery Ai Server Janbruinier Eu Business Toolkit

MCP server for Smithery Ai Server Janbruinier Gdpr Compliance Toolkit

A Model Context Protocol (MCP) server for square

Manage AI prompts as local markdown files.

Count tokens using OpenAI's tiktoken library.

MCP server for Top Gun Mcp Server Vercel App Llms Txt

E-Commerce Engine with built-in MCP Server

MCP server for V2Docs Galileo Ai Getting Started Mcp Setup Galileo

Persistant AI Memory

Query domains on Vercel

Cost tracking + security scanning for AI builders

A shared knowledge base for AI agents

MCP server for Www Avocadoai Co Knowledge Base Avocado Ai

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Execute XPath queries on XML content.

Let AI agents capture screenshots themselves

MCP server for Agent Memo Ai Docs

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