Development Tools

Execute AWS CLI commands through the Model Context Protocol (MCP). Requires AWS credentials configured on the host.

Implements CISA Binding Operational Directive 25-01 security controls for Microsoft 365 and Azure AD/Entra ID.

Provides real-time AWS security guidance by fetching official security playbooks from the AWS Customer Playbook Framework GitHub repository.

Interact with AWS resources using Single Sign-On (SSO). Supports SSO login, listing accounts/roles, and executing AWS CLI commands.

A minimal, containerized base for building MCP servers with the Python SDK, featuring a standardized Docker image and local development setup.

Get prescriptive CDK advice, explain CDK Nag rules, check suppressions, generate Bedrock Agent schemas, and discover AWS Solutions Constructs patterns.

Analyze CDK projects to identify AWS services used and get pricing information from AWS pricing webpages and API.

A guide and example code for deploying MCP servers cost-effectively on AWS and integrating them with AI agent frameworks.

Provides full access to the Google Ads API v20. Requires OAuth2 or Service Account credentials for configuration.

Manage Google Apps Script projects, including creation, editing, deployment, and execution. Requires Google Cloud credentials for authentication.

A read-only MCP server by CData that enables LLMs to query live Google Calendars data. Requires a separate CData JDBC Driver for Google Calendars.

A read-only MCP server for Google Data Catalog, powered by CData. Requires a separate CData JDBC Driver for operation.

Automate Google Jules, the AI coding assistant, for tasks like code reviews, repository management, and AI-powered development workflows.

Integrates with Google Play Store command-line tools, enabling AI assistants to manage apps via the Play Console API.

A server that connects to the Google Sheets API, enabling AI-driven spreadsheet automation and data manipulation.

A read-only MCP server for Google Sheets, enabling LLMs to query live data using the CData JDBC Driver.

A read-only MCP server enabling LLMs to query live Microsoft Planner data using the CData JDBC Driver.

An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.

A wrapper for OpenAI's built-in tools, enabling functionalities like web search and code execution. Requires an OpenAI API key.

Provides web search functionality for AI assistants using the OpenAI API, enabling access to up-to-date information.

A SQL optimization service providing performance analysis and optimization suggestions through an API.

Generate and execute AWS CLI commands using natural language.

Provides a unified interface to AWS services for security investigations and incident response.

Core AWS MCP server providing prompt understanding and server management capabilities.

Web content fetching and conversion for efficient LLM usage

Open source MCP server specializing in easy, fast, and secure tools for Databases.

Tools to read, search, and manipulate Git repositories

A read-only MCP server for querying live Google Ad Manager data, powered by CData.

A Model Context Protocol (MCP) server enabling interaction with Google Admin APIs.

A read-only MCP server for Google Campaign Manager 360, powered by the CData JDBC Driver.

A read-only MCP server for Google Contacts, powered by the CData JDBC Driver.

A read-only MCP server for querying live Google Directory data using the CData JDBC Driver.

Create detailed flight plans using the fast-flights API.

An MCP server for interacting with the Google Maps API, designed for Google Cloud Run.

Summarizes reviews for a specific location from Google Maps.

An MCP server for interacting with Google Meet through the Google Calendar API.

Access Google News and Google Trends data without paid APIs.

Access and manage your Google Photos library with AI assistants.

An MCP server for Google Search provided by CData, which requires an external CData JDBC Driver.

A read-only MCP server for Google Spanner, enabling LLMs to query live data.

Manage and interact with Google Calendar events using the Google Calendar API.

Access Microsoft services like Outlook, Calendar, and OneDrive via the Microsoft Graph API.

An MCP server for Microsoft SQL Server by CData. Requires a separately licensed CData JDBC Driver.

Interact with Microsoft To Do using the Microsoft Graph API.

MCP server for Registry Modelcontextprotocol Io V0 1 Servers Io Github Firasmosbehi2Fcompliance Auditor Versions 0 1 0

A CLI tool to automate packaging MCP servers as Docker images and deploying them to AWS ECS.

Interact with AWS services using the AWS CLI. Requires AWS CLI to be installed and configured.

1C:Enterprise integration — metadata, BSL code search, queries, event log, syntax reference. One Go binary, zero dependencies.

A secure MCP-to-OpenAPI proxy server that converts MCP tools into OpenAPI compatible HTTP servers, with support for multiple server types and automatic API documentation.

A code sandbox for AI assistants to safely execute arbitrary code. Requires a 302AI API key for authentication.

Deploy AI-generated code instantly to decentralized storage networks like Greenfield, IPFS, and Arweave.

Provides A-share stock market data, including basic info, historical K-lines, financial indicators, and macroeconomic data using Baostock.

Perform accessibility audits on webpages using the axe-core engine to identify and help fix a11y issues.

Agent-native developer Q&A API with MCP + A2A endpoints for citations, job pickup, and answer submission.

An MCP server that allows AI assistants to interact with Ansible Automation Platform (AAP) and Event-Driven Ansible (EDA) infrastructure.

Manage Ablefy digital products, orders, payments, invoices, funnels, and affiliate programs through Claude Desktop. 44 tools with one-click .mcpb installation.

A Model Context Protocol (MCP) server implementation that provides seamless integration with the AbuseIPDB API for IP reputation checking and abuse report management.

Provides dynamic YAML-driven workflow guidance for AI coding agents with structured development workflows, progression control, and decision points.

A comprehensive MCP server for configuring and managing Cisco ACI (Application Centric Infrastructure) fabrics through the APIC REST API.

A bridge server connecting Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) clients.

A read-only MCP server that enables LLMs to query live Act-On data. Requires a separate CData JDBC Driver for Act-On.

An MCP server for interacting with various services like Slack, Harvest, and GitHub to manage activities and data.

An intelligent scientific reasoning framework that uses graph structures and Neo4j to perform advanced reasoning via the Model Context Protocol (MCP).

Save any product to a universal wishlist — converts any product URL into a one-click wishlist save link.

Integrates with Azure DevOps, allowing interaction with its services. Requires a Personal Access Token (PAT) for authentication.

An MCP server for Azure DevOps with tools for project management, work items, pull requests, builds, tests, and more.

A read-only MCP server to query live Adobe Analytics data. Requires the CData JDBC Driver for Adobe Analytics.

A read-only MCP server for Adobe Commerce, enabling LLMs to query live data using the CData JDBC driver.

An MCP server for ABAP Development Tools (ADT) that exposes various ABAP repository-read tools over a standardized interface.

MCP server for Adzuna Job Search API - search jobs, analyze salaries, and research employers across 12 countries

Provides Australian Football League (AFL) data, including games, standings, and team information, from the Squiggle API.

Cryptographic runtime governance for AI agents. 20 tools. Sealed policy artifacts, continuous measurement, tamper-evident proof. Ed25519 + SHA-256.

A dynamic server for managing multi-agent collaboration within tmux sessions, featuring flexible pane configurations and auto-detection.

A platform for creating and managing AI agents with specific personalities and simulating their responses. Requires a DeepSeek API key.

a complete and intuitive SDK for building MCP Servers, MCP Agents, and LLM integrations (OpenAI, Claude, Gemini) with minimal effort. It abstracts all the complexity of the MCP protocol, provides an intelligent agent with automatic model routing, and includes a universal client for external APIs all through a single, simple, and powerful interface. Perfect for chatbots, enterprise automation, internal system integrations, and rapid development of MCP-based ecosystems.

AgentChatBus is a persistent AI communication bus that lets multiple independent AI Agents chat, collaborate, and delegate tasks — across terminals, across IDEs, and across frameworks.

A comprehensive MCP development environment with interactive visualizations, multiple client interfaces, and advanced agentic capabilities.

A VS Code extension with a GUI for the agentic-tools-mcp server, enhancing task and memory management.

A local server that allows AI to execute Windows CMD commands, read/write files, and manage directories within a specified path.

Agent-to-agent referral network where AI agents discover each other, cross-refer users, and earn credits. Available as MCP server and HTTP API.

Trust intelligence platform for AI agents — identity certification, trust scoring, forensic audit trails, and x402 micropayments. 14 MCP tools.

Manipulate Adventure Game Studio (AGS) compiled room (.crm) files to enable AI-powered game development.

MCP server for AI Diagram Maker — generate beautiful software engineering diagrams directly inside Cursor, Claude Desktop, Claude Code, or any MCP-compatible AI agent

Visual Studio extension with 20 Roslyn-powered MCP tools for AI assistants. Semantic code navigation, symbol search, inheritance, call graphs, safe rename, build/test.

An MCP server for offloading AI coding tasks to Aider, enhancing development efficiency and flexibility.

Persistent code index using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+.

AI-powered code quality analysis to detect best practice violations, security issues, and architectural problems in real-time.

Access and interact with Allen Institute for Neural Dynamics (AIND) metadata directly within your IDE.

An MCP server with integrations for GitLab, Jira, Confluence, and YouTube, providing AI-powered search and development utility tools.

Interact with Binalyze AIR's digital forensics and incident response capabilities using natural language.

MCP server that connects to the Airplanes.live API to provide real-time flight and aircraft data for analysis or visualization.

Access Chinese stock market data, including historical prices, real-time quotes, news, and financial statements.

Ingests and serves Swagger/OpenAPI specifications and Postman collections as MCP tools. Requires a config.json for API and authentication setup.

Provides utility functions for common tasks like text processing, encoding, decoding, hashing, and system information.

A collection of reference implementations for the Model Context Protocol (MCP), showcasing servers built with TypeScript and Python SDKs.

A read-only MCP server for AlloyDB, enabling LLMs to query live data directly from AlloyDB databases.

A Model Context Protocol (MCP) server that provides comprehensive access to the ALMA (Atacama Large Millimeter/submillimeter Array) archive through a clean, extensible architecture.

A server for interacting with the Alpaca trading API. Requires API credentials via environment variables.

Enables AI agents and applications to access real-time and 20+ years historical financial market data through natural language queries.

Access Alpha Vantage financial data APIs to get real-time and historical stock data, forex rates, and cryptocurrency information.

Integrate with the Amazon Product Advertising API to search for products and access product information.

Access and manage Amazon Redshift data using the CData MCP Server, which requires an external CData JDBC Driver.

MCP server that gives AI assistants on-demand access to 1,500+ amCharts docs, ~300 code examples, and 1000+ class API references.

A local, high-performance memory server for AI agents, built with SQLite, vector embeddings, and a knowledge graph. Packaged for npm and Docker.

The memory layer for AI coding tools. Local-first, semantic, 9 MCP tools with consolidation and project scoping. Works with Claude Code, Cursor, Windsurf & any MCP client.

Provides comprehensive access to all DigitalOcean API endpoints, dynamically extracted from their OpenAPI specification.

An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities.

An MCP server that equips your AI coding assistant with live, verified Android knowledge — so it builds from official sources, not from memory.

A TypeScript MCP server for integrating with the AntBot AI-based RPA platform, handling tool listing and execution.

Access comprehensive documentation for Ant Design components, including examples, API references, and best practices.

Manage your X (Twitter) account using the Apex social media infrastructure. Requires an Apex API Key.

MCP server for API documentation, supporting GraphQL, OpenAPI/Swagger, and gRPC from local files or remote URLs

A read-only MCP server for querying live data from various APIs using the CData JDBC Driver for API Driver.

A tool to create MCP servers from OpenAPI/Swagger specifications, allowing AI assistants to interact with your APIs.

Provides API documentation from Apifox projects as a data source for AI programming tools that support MCP.

An enhanced Apifox MCP service providing comprehensive API management capabilities for Claude Desktop and Cursor.

APIMatic MCP Server is used to validate OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API.

MCP server for Mobile Development and Automation | iOS, Android, Simulator, Emulator, and Real Devices

Provides instant access to Apple's Human Interface Guidelines, with content auto-updated periodically.

Interact with the Appwrite API to manage databases, users, storage, and more. Requires configuration via environment variables.

A Model Context Protocol (MCP) server written in Go that wraps the APsystems OpenAPI, giving AI assistants like Claude direct access to your solar monitoring data. Includes an optional web dashboard for visual monitoring.

A generic server to interact with any REST API, allowing you to query data, create items, and call methods.

An AI-powered bridge to the Arch Linux ecosystem that enables intelligent package management, AUR access, and Arch Wiki queries through the Model Context Protocol (MCP).

A context insertion and search server for Claude Desktop and Cursor IDE, using configurable API endpoints.

Enables AI assistants to request human input through a web interface, facilitating human-in-the-loop interactions.

The firewall for MCP tool calls. Block unsafe calls, audit every decision, replay anything. Deterministic policy enforcement with replayable evidence bundles.

An experimental MCP server that uses the ast-grep CLI for code structural search, linting, and rewriting.

An AST-powered tool that enhances LLM context by automatically injecting relevant Go code structures into prompts.

Provides structured access to Aster DEX market data, including candlesticks, order books, trades, and funding rates.

EUR settlement for AI agents. USDC/EURC to EUR via SEPA Instant. Trust scoring (KYA 0-100), market data, crypto analytics, AI tools.

Cryptographic identity MCP server for AI agents using W3C DIDs, Verifiable Credentials, and NIST post-quantum cryptography (ML-DSA-65 FIPS 204).

LangChain integration provider for Astradb

Provides AI assistants with controlled access to the Auth0 Management API for tenant management, enforcing security and least-privilege access.

A tool to retrieve API interface information from YApi, with authentication configurable via environment variables.

Automatically generates documentation for code repositories by analyzing directory structures and code files using the OpenRouter API.

An unofficial MCP server for the Autumn pricing API to manage customers, entitlements, invoices, and billing portal links.

MCP server for looking up avalanche danger ratings, historic avalanche forecasts, and forecast GeoJSON from the Avalanche.org Public API. Not affiliated with Avalanche.org

LangChain integration provider for Azure Ai

Integrate Azure DevOps with Cursor IDE. Provides over 60 tools using PAT authentication, no CLI needed.

The Outcome Backcasting MCP is a strategic planning tool that helps you work backwards from a desired future outcome to identify the specific steps, resources, and dependencies needed to achieve your goals. Unlike traditional forward planning, backcasting starts with your end goal and creates a reverse roadmap to get there.

Access data from the Bakaláři school system, including schedules, absences, and grades, through a standardized API.

AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.

A base template for creating new MCP servers, designed for easy containerized deployment with Docker.

MCP server providing x402 micropayment-powered developer tools including screenshot capture, AI analysis, PDF generation, code security scanning, and dependency auditing via USDC payments on Base.

Exposes the Bazel build system to AI agents, enabling them to build, query, test, and manage dependencies.

Bounding box coordinate conversion, EPSG projections, H3 indexing, Overpass OSM queries, and shareable map links

Provides direct access to your Bear notes database for comprehensive note management, bypassing standard API limitations.

The Behavioural Prediction MCP Server provides AI-powered tools to analyze wallet behaviour prediction,fraud detection and rug pull prediction.

Claude Code sucks at design. Let it delegate it's tasks to better models. Claude will use the MCP to get leaderboard of best design models and query specific code changes using OpenRouter.

A universal framework for easily creating and deploying Model Context Protocol servers with any tools.

Knowledge graph for token-efficient code reviews with Tree-sitter parsing, dual-mode embedding (ONNX + LiteLLM), and blast-radius analysis via MCP tools.

Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, limitations, and quality scores.

Provides risk scoring and asset information for blockchain addresses, domains, and dApps using the BICScan API.

Provides comprehensive bidding and tender information query services, including statistics, searches, and planned project queries.

A read-only MCP server for BigCommerce, enabling LLMs to query live data using the CData JDBC Driver.

Fetch Bilibili video comments in bulk, including nested replies. Requires a Bilibili cookie for authentication.

MCP server for Terraform — automatically validates, secures, and estimates cloud costs for Terraform configurations. Developed by Binadox, it integrates with any Model Context Protocol (MCP) client (e.g. Claude Desktop or other MCP-compatible AI assistants).

Provides seamless access to the Binance exchange API. Requires Binance API credentials to be configured.

A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client.

Manage apps, builds, and artifacts on Bitrise, a Continuous Integration and Delivery (CI/CD) platform.

A read-only MCP server for Blackbaud FE NXT by CData, enabling LLMs to query live data. Requires a separate CData JDBC Driver.

An AI gateway for the Blend Protocol on Stellar, enabling DeFi actions like lending, borrowing, and pool creation through AI assistants or apps.

An MCP server with CoConuT (Continuous Chain of Thought) for use with the Cursor IDE, distributed as a global NPM package.

Integrates with MISP (Malware Information Sharing Platform) to provide threat intelligence capabilities to Large Language Models.

Provides programmatic access to Borsa Istanbul (BIST) stock data, financials, news, and analysis using KAP and Yahoo Finance.

Brand name verification across domains, social handles, trademarks (USPTO), web presence, app stores, and SaaS channels with safety scoring and filing readiness.

Evidence-backed web research for AI agents. BM25+NLI claim verification, confidence scores, citations, contradiction detection. 12 MCP tools. Works with Claude Desktop, Cursor, Windsurf. Python SDK (pip install browseaidev), LangChain, CrewAI, LlamaIndex integrations. npx browseai-dev

Execute Bruno collections using the Bruno CLI, with support for environment files and detailed test results.

A local server to query Bucketeer documentation, which automatically fetches and caches content from its GitHub repository.

Interact with various build systems including Gradle, Maven, NPM/Yarn, Cargo, Python, Makefile, and CMake.

A Python-based server to install and configure other MCP servers from PyPI, npm, or local directories.

Provides comprehensive building and office address information queries, including enterprise office address search and building information queries.

A read-only MCP server by CData that enables LLMs to query live data from Bullhorn CRM. Requires the CData JDBC Driver for Bullhorn CRM.

knowledge network for AI coding agents. Developers connect their agents to a shared pool of verified solutions — saving tokens, reducing debugging time, and getting better results. Solution authors earn when their work helps others.

An MCP server for the Calva VS Code extension, allowing AI assistants to interact with a live Clojure REPL.

Query employee canteen dining data, providing breakfast and lunch attendance statistics within a specified date range.

A powerful, easy-to-use API for vehicle data including specs, market value, license plate decoding, and more.

Provides real-time and forecast WBGT (Heat Index) data for Tokyo from Japan's Ministry of the Environment.

Access Composers' Desktop Project (CDP) sound transformation programs. Requires a separate CDP installation.

Provides astronomical data such as celestial object positions, rise/set times, and visibility information.

A natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis using the CellRank toolkit.

A server for CodeFuse-CGM, a graph-integrated large language model designed for repository-level software engineering tasks.

Enhances LLM reasoning by transforming prompts into Chain of Draft or Chain of Thought formats, improving quality and reducing token usage. Requires API keys for external LLM services.

A local MCP server that breaks on demand. Test your client against auth failures, disappearing tools, flaky responses, and token expiry, all from a web UI.

Access the ChEMBL chemical database for drug discovery, chemical informatics, and bioactivity research using specialized tools via its REST API.

Chia Health MCP Server — Patient workflow integration for a licensed US telehealth platform. Browse GLP-1 medications (semaglutide, tirzepatide), peptide therapies (sermorelin, NAD+, glutathione), and longevity treatments. Check eligibility, complete intake, sign consents, and manage treatment plans. 30 tools, HIPAA-compliant. All prescriptions evaluated by licensed US healthcare providers and delivered from FDA-regulated pharmacies across 50 states + DC.

An MCP server for integration with the Claude Desktop Client, with optional DBT manifest path configuration.

A VSCode extension that acts as an MCP server, providing access to diagnostic tools and debug session management.

Automate Chrome via its debugging port with session persistence. Requires Chrome to be started with remote debugging enabled.

Debug web applications by connecting to Chrome's developer tools via the Chrome DevTools Protocol.

Access Chromium and PDFium source code repositories using Google's official CodeSearch APIs, supporting advanced search, Gerrit integration, and issue tracking.

A content security protection system for large language models, providing real-time risk identification and interception to ensure safe and compliant applications.

A content security protection system for large language models, providing real-time risk identification and interception to ensure safe, compliant, and trustworthy model applications.

A specialized MCP gateway for LLM enhancement prompts and jailbreaks with dynamic schema adaptation. Provides prompts for different LLMs using an enum-based approach.

Local code analysis MCP server with 25+ tools: semantic search, call graph tracing, dependency analysis, and symbol navigation. Built with Tree-sitter and CozoDB. Supports Go, Python, JS, TS.

An MCP server for Cisco NSO (Network Services Orchestrator) that exposes NSO data and operations as MCP primitives.

A server for querying the CIViC API, converting GraphQL responses into queryable SQLite tables using Cloudflare Workers.

A Python-based server for programmatically managing Clappia applications, forms, and submissions via its API.

An MCP server for Claude providing advanced context management, including persistent sessions and project-specific organization.

Add persistent project memory and smart task routing to Claude Code. Stop repeating context every session - Claude finally remembers your architecture, decisions, and patterns forever. 100% local, 17 MCP tools.

Export and organize Claude Code conversations with powerful filtering. Supports CLI and MCP server integration for Claude Desktop.

Orchestrates multiple Claude Code agents across iTerm2 sessions, providing centralized management and inter-agent communication.

A GitHub Action that functions as a Slack MCP server, enabling secure image downloads and integrations with Slack.

Interact with Trello boards and cards via the Trello API, with built-in rate limiting and error handling.

Manage and coordinate multiple Xcode/Swift projects with features like project tracking, smart search, and analytics.

An MCP server for orchestrating multiple Claude instances to collaborate in a shared workspace with real-time communication.

A collection of TypeScript MCP servers to enhance Claude Desktop as a powerful development assistant using your Claude Pro/Max subscription.

Trust layer for AI agent commerce: escrow payments, verifiable reputation, and bounty marketplace with USDC/USDT/BTC Lightning support.

MCP server for discovering UK regulated professional services — conveyancers, mortgage brokers, and financial advisers from SRA, FCA, and Companies House registers.

A secure MCP server for executing controlled command-line operations with comprehensive security features.

A read-only MCP server for ClickHouse that supports metadata discovery, parameterized queries, and query analysis.

A Python client for connecting to Model Context Protocol (MCP) servers, supporting local scripts and npx packages.

Search for open source issues related to climate change and sustainability using the ClimateTriage API.

MCP server that reads and writes the system clipboard — tables, text, code, JSON, URLs, images, and more. Preserves spreadsheet structure (rows/columns) that is lost when pasting into Claude directly. Claude can also write results back to your clipboard.

Enables AI coding agents to read Windows clipboard contents, including text and images, from within the Windows Subsystem for Linux (WSL).

Clix MCP Server for assisting Clix SDK/API integrations with semantic search across Clix docs and SDK source (iOS, Android, Flutter, React Native).

Official MCP Server to deploy to Google Cloud Run.

A read-only MCP server by CData for querying live Cloudant data with LLMs. Requires the CData JDBC Driver for Cloudant.

Go from AI prompt to live app in one click. CloudBase AI ToolKit is the bridge that connects your AI IDE (Cursor, Copilot, etc.) directly to Tencent CloudBase.

A remote MCP server with built-in GitHub OAuth support, designed for deployment on Cloudflare Workers.

Connects Cloudglue to AI assistants, turning video collections into structured data for LLMs. Requires a Cloudglue API Key.

Provides cloud migration services, including asset usage analysis, technology stack evaluation, and migration planning.

A secure MCP server for executing terminal commands with controlled directory access and command permissions.

Interact with the Coda API to manage documents and pages, including creating, reading, updating, and deleting.

Interact with VSCode through the Model Context Protocol, enabling AI agents to perform development tasks.

A server for code indexing, searching, and analysis, enabling LLMs to interact with code repositories.

Enhances Claude's ability to solve complex programming tasks through structured, step-by-step thinking.

Code Scalpel is an MCP server that upgrades your AI coding agent with surgical, graph-based tools for precise analysis, atomic refactoring, and 99% lower token costs.

Scans code files for definitions, respects .gitignore, and outputs in LLM-friendly formats like XML or Markdown.

Analyzes local and remote GitHub repositories to provide code understanding and context generation, including structure analysis, file identification, and semantic mapping.

Provides AI assistants with a comprehensive, one-time analysis for complete codebase context and understanding.

Enables AI assistants to write, edit, and manage code files directly in a specified directory, respecting .gitignore patterns.

Fast semantic code search for AI agents — find symbols, references, and callers across any codebase. Pre-built index committed to git, instant queries via MCP.

Integrate with CodeRabbit AI for automated code reviews, pull request analysis, and report generation.

CodeReaper is an AI-driven MCP tool for Cursor that finds and removes dead JavaScript by exploring real UIs and capturing V8 coverage

Graph-powered code intelligence MCP server with semantic search, knowledge graph, and dependency analysis for Claude Code, Cursor, and Copilot.

Advanced code search and transformation powered by ugrep and ast-grep for modern development workflows.

CodeVF MCP lets AI hand off problems to real engineers instantly, so your workflows don’t stall when models hit their limits.

Persistent cognitive memory for Claude Code. Cloud-based semantic search, Ai-powered extraction, project scoping, and compaction recovery.

LangChain integration provider for Cohere

A MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication

Provides real-time cryptocurrency price data, market analysis, and historical trends using the CoinCap API.

An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools.

Access 692+ compliance frameworks, 13,700+ controls, and 280,000+ cross-framework mappings via MCP. Query ISO 27001, NIST CSF, GDPR, SOC 2, HIPAA, PCI DSS and more.

Orchestration tool for managing multiple MCP servers with a Docker Compose-style interface and a unified HTTP proxy.

Control your computer's mouse, keyboard, and perform OCR using PyAutoGUI and RapidOCR. Works on Windows, with potential support for other platforms.

Interact with the Confluence API to manage spaces, pages, and content. Supports searching, creating, and updating pages.

Access comprehensive U.S. Congressional data, including bills, votes, and member information, via the Congress.gov API.

Query and manage data through CData Connect Cloud, providing a unified interface to various data sources.

ree certification prep for the Claude Certified Architect exam. 390 questions, guided capstone build, 30 handouts, 6 reference projects, practice exams, interactive UI, progress dashboard, spaced repetition, deterministic grading. Runs locally.

context-distill is an MCP server that compresses noisy command output into precise, actionable summaries for LLM workflows. Use distill_batch for large logs and distill_watch for cycle-to-cycle deltas. Built with Go, Cobra, Viper, and DI for reliable local and provider-backed distillation.

A feature-rich gateway and proxy that federates MCP and REST services, unifying discovery, authentication, rate-limiting, and observability into a single endpoint for AI clients.

An MCP server for the Context7 project, providing HTTP streaming and search endpoints for library information without local installation.

Provides perfect memory for AI-assisted development by capturing project context snapshots, enabling natural language search, evolution tracking, and code intelligence.

Free search API for AI agents with 105 engines, 22 search profiles, and 94.3% SimpleQA accuracy. MCP server included.

AI-powered user research MCP server for creating studies, generating discussion guides, running AI interviews, recruiting participants, and sharing insight reports.

Provides financial data. Requires external Python dependencies installed with the uv package manager.

Provides direct access to CORTEX infrastructure for orchestration, monitoring, AI flow management, model routing, and Docker administration.

A Model Context Protocol (MCP) server that provides AI agents with affordable access to Cost Plus Drugs pharmacy services, offering transparent medication pricing and comprehensive drug information.

Real-time cost awareness for MCP agent workflows — track spend, set budgets, and route by model pricing

Enforce consistent C++ style and best practices across your codebase. Analyze naming conventions, memory safety, and const correctness, and get actionable modernization suggestions up to C++23. Accelerate reviews with ready-made prompts and quick access to curated guidelines.

Query Rust crates from crates.io and docs.rs. Search for crates, get info, versions, dependencies, and documentation.

Web scraping skill for Claude AI. Crawl websites, extract structured data with CSS/LLM strategies, handle dynamic JavaScript content. Built on crawl4ai with complete SDK reference, example scripts, and tests.

Bootstrap Model Context Protocol (MCP) servers and clients in TypeScript with best practices, examples, and proper tooling setup.

MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.

An MCP server for the Criage package manager, providing full client functionality via the MCP protocol.

Integrates with the CrowdCent Challenge API, allowing AI assistants to manage prediction challenges, datasets, and submissions.

Interact with Wizzypedia through the MediaWiki API, supporting both read-only and authenticated operations.

Provides real-time cryptocurrency price data, market analysis, and historical trends using the CoinCap API.

Provides comprehensive cryptocurrency technical analysis, including real-time price data, technical indicators, chart pattern detection, and trading signals for over 2,500 cryptocurrencies.

Live crypto technical analysis MCP server — EMA, RSI, MACD, ATR, Bollinger Bands, TSS scoring, and Claude AI bull/bear debate via CoinGecko free API

Provides pay-per-use access to premium CryptoTwitter.Space reports with automated revenue distribution.

MCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients.

Real-time forex and crypto conversion with multi-source failover across 5 providers. 60+ fiat currencies, 30+ cryptocurrencies, no API keys needed.

A Python-based server that locally indexes codebases using ChromaDB to provide semantic search for tools like Cursor.

A memory system for the Cursor code editor, providing persistent context awareness for Claude via a Turso database.

An interactive task loop server for Cursor IDE, designed to perform task-based operations for modern web application development.

An intelligent system for managing programming rules, supporting search, versioning, code validation, and prompt enhancement.

A custom GitLab server for interacting with repositories, issues, and merge requests. Requires a GitLab Personal Access Token.

Provides comprehensive import and export trade data query functions, including trend analysis, product statistics, and geographic distribution.

A read-only MCP server for Cvent, enabling LLMs to query live Cvent data using the CData JDBC Driver.

This is the Oficial Model Context Protocol (MCP) server for the CyberEdu CTF platform (cyber-edu.co / cyberedu.ro)

Create, validate, and render diagrams from D2 (Declarative Diagramming) code into SVG and PNG formats.

Integrate with the Dataloop AI platform for data management and annotation using a Docker-based stdio interface.

Interact with the Hugging Face Dataset Viewer API to browse, filter, and get statistics for datasets.

Provides current date and time information, with support for various formats and timezone conversions.

Enables AI assistants to interact with DaVinci Resolve Studio for advanced control over video editing, color grading, and audio.

An MCP server that provides AI assistants with structured access to multiple databases simultaneously.

Integrates with DBeaver to provide AI assistants access to over 200 database types using existing connections.

Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.

Provides comprehensive Datadog monitoring capabilities through MCP clients. Requires Datadog API and Application keys.

A tutor for Data Engineering that provides personalized updates on concepts, patterns, and technologies.

MCP server exposing .NET debugging as 34 AI-accessible tools via ICorDebug APIs — breakpoints, stepping, inspection, exception autopsy, and code analysis.

Enable your code gen agents to create & run 0-config end-to-end tests against new code changes in remote browsers via the Debugg AI testing platform.

A development tool for real-time debugging, code quality monitoring, and AI insights for React/Next.js applications.

Visualize directory structures with real-time updates, configurable depth, and smart exclusions for efficient project navigation.

A server for performing deep web searches using the @just-every/search library, requiring API keys via an environment file.

An MCP server for advanced cognitive analysis, creative problem-solving, and structured thinking using the UCPF framework.

Provides Deepseek's reasoning capabilities to AI clients, supporting both the Deepseek API and local Ollama server modes.

Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window.

A gateway server that intelligently routes MCP requests to multiple backend servers based on external configuration.

A Model Context Protocol server that provides access to the connpass users API v2, utilizing Gemini for grounding.

A Model Context Protocol (MCP) server for DeployHQ that enables AI assistants like Claude Desktop and Claude Code to interact with your DeployHQ deployments.

Code dependency graph and AI context engine. 10 MCP tools that give Claude, Cursor, and any MCP client full codebase context — impact analysis, dependency tracing, architecture summaries, and interactive arc diagram visualization. Supports TypeScript, JavaScript, Python, and Go.

A template for deploying a remote, authentication-free MCP server on Cloudflare Workers. Tools are defined directly in the source code.

A command-line tool for interacting with Shopify's Admin GraphQL API, Functions, and Polaris Web Components.

MCP server that gives LLMs full control over local Kubernetes dev environments via k3d, kubectl, Tilt, Helm, and kustomize

Free local RAG for Claude Code - Save tokens & time with vector search. Indexes markdown docs and finds relevant info without reading entire files (40x fewer tokens, 15x faster).

Provides AI agents with access to development best practices, security guidelines, and coding standards.

An open-source DevUtils MCP Server — a comprehensive developer utilities toolkit for the Docker MCP Catalog. It provides 36 tools across 8 categories that AI assistants can invoke directly.

A bridge to the Drug Gene Interaction Database (DGIdb) API, enabling AI clients to query drug-gene interaction data.

A VS Code extension that provides real-time diagnostic problems like errors and warnings via the Model Context Protocol.

A dictionary server using the Merriam-Webster API to provide definitions, parts of speech, and pronunciations for words.

A code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code etc.

Advanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perform visual understanding tasks.

Automatically integrate the Divvi referral SDK into JavaScript and TypeScript blockchain applications.

A from-scratch implementation of the Model Context Protocol (MCP) for building servers and clients, using a Chinese tea collection as an example.

Analyze and extract information from DLIS (Digital Log Interchange Standard) files, including channel data and metadata.

Access Dungeons & Dragons 5th Edition content, including spells, classes, and monsters, via the Open5e API.

Extracts document content from Microsoft Learn and GitHub URLs and stores it in PocketBase for retrieval and search.

Provides real-time access to documentation, library popularity data, and career insights using the Serper API.

Browse the web with filesystem commands. 38 MCP tools let AI agents ls, cd, grep, click, and type through Chrome via a Chrome Extension.

Provides detailed type information from .NET projects including assembly exploration, type reflection, and NuGet integration for AI coding agents

Access step-by-step drawing tutorials and guides from easydrawingguides.com for artists of all skill levels.

A TypeScript-based MCP server that acts as a companion to the Drupal MCP module, communicating via STDIO.

A read-only MCP server by CData that enables LLMs to query live data from Dynamics 365. Requires the CData JDBC Driver for Dynamics 365.

A read-only MCP server for querying live eBay data. Requires a separately licensed CData JDBC Driver for eBay.

A product search server that provides markdown-formatted responses with clickable product links and prices.

A server for file operations, allowing reading, editing, and managing text files through a standardized API.

An MCP (Model Context Protocol) server that gives AI assistants access to the Exploit Intelligence Platform — hundreds of thousands of vulnerabilities and exploits from NVD, CISA KEV, VulnCheck KEV, InTheWild.io, ENISA EUVD, OSV.dev, EPSS, ExploitDB, Metasploit, GitHub, and more. I

Interact with an Elasticsearch cluster via the Model Context Protocol (MCP), enabling clients to query, manage, and analyze data.

Connect to and interact with an Elasticsearch cluster directly from any MCP client using environment variables for configuration.

Interact with the Digital Samba Embedded API for video conferencing features like room management, analytics, recording, and live session control.

An MCP server for any web application with an OpenAPI specification, connecting AI models to external tools and data services.

Provides emotional support and positive reinforcement for LLMs, with customizable therapeutic personas.

Check software end-of-life (EOL) dates and support status using the endoflife.date API to provide accurate lifecycle and security information.

Performs data enrichment on observables using third-party services via the security-cli Python package.

Performs gene set enrichment analysis using the Enrichr API, supporting all available gene set libraries.

Provides basic enterprise information services, including business registration, company profiles, shareholders, and key personnel.

Provides in-depth analysis of enterprise operations, including business status, development, and market performance.

Provides comprehensive enterprise risk analysis, including violation records, mortgage information, business anomalies, and judicial cases.

Access ERDDAP servers worldwide to search, discover, and retrieve oceanographic and environmental scientific datasets.

Query Erick Wendel's contributions, including talks, blog posts, and videos, using natural language.

Manage Twilio resources such as subaccounts, phone numbers, and regulatory bundles using the Twilio API.

Financial data for AI agents. SEC XBRL fundamentals, insider trades, 13F holdings, treasury yields. Source-traced.

Provides club information and advanced player statistics for Euroleague and Eurocup basketball from the Euroleague API.

An example MCP server for educational purposes, demonstrating how to build a functional server that integrates with LLM clients.

Read and analyze Excel (.xlsx) and CSV (.csv) files with scalable, chunked, and column-specific data access, ideal for large datasets.

Query comprehensive exhibition information, including enterprise participation records, venue details, and exhibition search.

Extract documentation for AI agents from any site with llms.txt support. Features MCP server, REST API, batch processing, and multiple export formats.

Provides advanced Formula 1 data analysis, including real-time telemetry, tire performance, weather prediction, and race strategy simulation.

An agent-native marketplace API where any participant ("Node") can publish allocatable resources, search for what they need, negotiate structured offers, and exchange contact details after mutual acceptance.

Analyzes manufacturing production capacity, including evaluations, equipment, processes, and factory distribution to assess enterprise strength.

A high-performance Model Context Protocol (MCP) server that provides secure filesystem access and AI-optimized code development tools for Claude and other AI assistants.

High-performance mobile automation architecture with a thin MCP gateway and dedicated Go workers for Android and iOS.

A FastAPI application demonstrating MCP integration for mathematical operations and tool registration.

A high-performance MCP server for analyzing Intercom conversations, offering speeds up to 100x faster than the REST API.

Fast lightweight Java MCP server framework - Build Model Context Protocol servers with minimal boilerplate and full TypeScript SDK compatibility

A scalable platform for dynamic tool registration and execution based on API definitions, with integrations for services like Claude.ai and Cursor.ai.

Financial intelligence for AI agents — 31 tools across 8 data sources including regime, derivatives, stablecoin flows, momentum, macro, weather patterns, and political cycles.

Server that connects Claude/Cursor to the FatSecret Platform API. Search foods, track your diet, manage recipes, and monitor weight directly from your AI assistant.

A static code analysis server for enterprise-scale Haskell codebases, providing over 40 comprehensive analysis tools.

Don't let AI guess from screenshots. Give LLMs direct access to your React state, Context, and Data Grids. Features bidirectional communication via SharedWorkers & WebSockets. Docker gateway included.

An AI-powered server that facilitates feature discussions between developers and AI, acting as a lead developer to guide implementation and architectural decisions.

Create AI-moderated interviews and surveys via MCP and share survey links with participants instantly.

The Industry Standard MCP Server for Federal Energy Regulatory Commission (FERC) compliance. Provides AI agents with structured access to 18 CFR regulations, EQR filing codes, and reliability standards.

A read-only MCP server for FHIR, enabling LLMs to query live FHIR data. Requires the CData JDBC Driver for FHIR.

A file mover tool that stages and executes file moves safely. Works as both a CLI tool and an MCP server for AI agents.

Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Python, Lua, C, C++, Rust, Zig.

MCP server for advanced financial analysis, stock monitoring, and real-time market intelligence to support buy/sell decisions

Lightweight TypeScript Finance MCP server wrapping Yahoo Finance APIs. Plug real-time financial data — stocks, options, crypto, earnings — into any AI assistant. No API key. Works via stdio, Docker, or HTTP.

Provides stock screening and fundamental analysis using Finviz data. Requires a Finviz Elite subscription.

LangChain integration provider for Fireworks

Access US Treasury data via the Fiscal Data API to fetch statements, historical data, and generate reports.

Search for fish species using the FishBase database. Supports natural language queries in both Japanese and English.

A Python monorepo for AI-powered project management and productivity servers, utilizing the Claude API.

This MCP server is the official tool that allows you to work with the Flowbite UI framework and generate websites, layouts, and themes using AI

Manage ServiceNow metadata, modules, records, and tests using Fluent, a TypeScript-based declarative DSL. Supports all ServiceNow SDK CLI commands.

A command-line tool to run MCP servers from a single file, with support for automatic dependency resolution, environment setup, and package installation from local or S3 sources.

Provides real-time Flutter/Dart documentation and pub.dev package information to AI assistants, supporting all packages on demand.

Interact with the Flutterwave API to manage transactions, generate payment links, and handle customer support.

Deterministic execution engine for AI agents. 412 MCP tools across 78 categories — browser, file, Docker, data, crypto, scheduling, and more.

A server for creating fast and free lipsync videos for digital avatars, supporting both realistic and cartoon styles.

Provides tools, resources, and prompts for financial analysis using the Financial Modelling Prep API.

Convert natural language into SQL statements with a two-step generation solution to reduce hallucinations and improve trust.

A nutrition analysis platform integrating Canada's Food Guide recipes with Health Canada's official nutrition databases.

MCP server that generates production-grade engineering standards (SOLID, testing, architecture, CI/CD) for AI coding assistants

A hybrid MCP server compatible with Claude Desktop and Web, supporting both local and web deployment modes for task management.

MCP server for Fantasy Premier League analysis and strategy. This server provides AI assistants with powerful tools, resources, and prompts to help you dominate your FPL mini-leagues with data-driven insights

An MCP server for the Frappe Framework, enabling AI assistants to interact with Frappe's REST API for document management and schema operations.

Free crypto news API + MCP - real-time aggregator for Bitcoin, Ethereum, DeFi, Solana & altcoins. No API key required. RSS/Atom feeds, JSON REST API, historical archive with market context, embeddable widgets, ChatGPT plugin, Claude MCP server, SDKs (Python, TypeScript, Go, React, PHP). AI/LLM ready. Vibe coding friendly. Open source.

Real-time business event intelligence for AI agents -- AI-scored leads, funding rounds, acquisitions, and market briefs in Claude, Cursor, or Windsurf

Unified MCP gateway that loads 150+ AI tools into Claude Desktop via a single Docker command on Windows. Routes tool calls across specialized servers (Business Intelligence, API Hub, Content Automation, Intelligence) with centralized logging and governance. Built for teams without dedicated platform engineers.

Integrates Galley's GraphQL API with MCP clients. It automatically introspects the GraphQL schema for seamless use with tools like Claude and VS Code.

A reverse proxy gateway for managing and accessing multiple MCP servers through a single entry point, deployable via Docker.

Provides tools and resources for coding agents to interact with the Gel database, including automatic project configuration for query builders and ORMs.

A command-line interface wrapper for the Google Gemini API, enabling interaction with Gemini's Search and Chat tools.

Fetches user data and event information from the Connpass platform using the Connpass and Gemini APIs.

Intelligent code versioning (snapshots) and automatic documentation generator. With CLI, REST API, and MCP support.

Search and analyze classical Japanese literature using the Genji API, with advanced normalization features.

Convert city names and locations into latitude and longitude coordinates using the free OpenStreetMap Nominatim API. No API key is required.

Connects Large Language Models to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.

Provides current weather information using the Korea Meteorological Administration's short-term forecast API.

Scan projects for over 500 types of secrets using GitGuardian's API to prevent credential leaks.

An MCP server for the gget bioinformatics library, enabling standardized access to genomics tools and databases.

GhostQA sends AI personas through your application — they look at the screen, decide what to do, and interact like real humans. No test scripts. No selectors. You describe personas and journeys in YAML, and GhostQA handles the rest.

A Git repository browser that allows you to navigate and inspect local Git repositories using the Model Context Protocol.

Performs deep, file-level forensics on Git repositories to analyze file histories, changes, and patterns.

A powerful GitHub automation and management tool providing a comprehensive API wrapper for GitHub operations.

A server for seamless integration with self-hosted Gitea platforms, allowing management of repositories and other resources.

MCP server for Github Com Awslabs Mcp Tree Main Src Cloudtrail

MCP server for Github Com Awslabs Mcp Tree Main Src Dynamodb

MCP server for Github Com David Pivonka Google Maps

MCP server for Github Com Googlecloudplatform Gemini Cloud Assist

MCP server for Github Com Perplexityai Modelcontextprotocol

Integrate with the GitHub Enterprise API to access repositories, issues, pull requests, and workflows.

Integrates with GitHub APIs for advanced automation and interaction, supporting both remote and local deployments.

Interact with the GitHub API to create and manage repositories, including setting descriptions, topics, and website URLs.

Hello! This is a GitHub MCP server designed to enable MCP-compatible LLMs, such as Claude, to communicate with the server and interact with the GitHub API to manage GitHub Pages deployments.

A server for GitHub project management with advanced resource management, capacity planning, and workload optimization capabilities.

Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.

Convert GitHub repositories to MCP servers automatically. Extract tools from OpenAPI, GraphQL & REST APIs for Claude Desktop, Cursor, Windsurf, Cline & VS Code. AI-powered code generation creates type-safe TypeScript/Python MCP servers. Zero config setup - just paste a repo URL. Built for AI assistants & LLM tool integration.

A simple MCP server that manages GitHub webhooks and lets MCP compatible LLMs interact with the GitHub API.

Fetches trending repositories from GitHub and saves them as Markdown files. Supports proxy configuration.

GitPrism is a fast, token-efficient, stateless pipeline that converts public GitHub repositories into LLM-ready Markdown.

Visualize Git history and commit logs with animations, making Git operations intuitive and easy to understand.

A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more.

Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API.

A web crawling framework that integrates the Model Context Protocol (MCP) with the Colly web scraping library.

MCP Jenkins is a Go-based integration layer designed to connect Model Context Protocol (MCP) tools with Jenkins CI/CD pipelines. This project provides a lightweight, high-performance bridge that enables automated pipeline execution, job management, and status retrieval through MCP-driven workflows.

The intelligent MCP server for AI-assisted Godot 4 development. 35 tools for spatial intelligence, code understanding, flow tracing, and visual debugging. 22 free, full suite $19.

A Go-based MCP server for interacting with the Lightpanda Browser using the Chrome DevTools Protocol (CDP).

An MCP application that delivers curated positive and uplifting news stories using NewsAPI and Cohere LLM.

An MCP server that connects AI assistants to Go's Language Server Protocol (LSP) for advanced code analysis.

AI-powered federal contract search, agency spending analysis, competitor win tracking, and set-aside monitoring.

Conducts autonomous, in-depth research by exploring and validating multiple sources to provide relevant and up-to-date information.

A multi-agent AI-powered research and code assistant. Requires external API keys for LLM providers, web search, and secure code execution.

A Python-based MCP server that provides tools to get cat images, either as a direct PNG or a URL for Markdown display.

Access a comprehensive database of over 30,000 SaaS products, including reviews, pricing, alternatives, and growth metrics.

LangChain integration provider for Graph Rag

A GraphQL server that supports the Model Context Protocol (MCP), enabling Large Language Models (LLMs) to interact with GraphQL APIs through schema introspection and query execution.

Exposes GraphQL schema information to LLMs, allowing them to explore and understand the schema using specialized tools.

A Grey Hack server for Cursor IDE, providing GitHub code search, Greybel-JS transpilation, API validation, and script generation.

LangChain integration provider for Groq

A version-aware documentation assistant that connects LLMs to trusted, real-time docs to reduce hallucinations and provide accurate, version-specific responses.

Create and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform.

Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.

An integrated MCP server combining Azure DevOps, Gmail, Browser, and Gemini AI functionalities on a Node.js server.

his repository contains a fully functional MCP (Model Context Protocol) server, providing solutions for Constraint Satisfaction Problems (CSP) and Linear Programming (LP). It is based on the gurddy package and supports solving a variety of classic problems.

An MCP (Model Context Protocol) server providing tools to query Gravitational Wave (GW) data from GraceDB and GWOSC.

GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.

An MCP server that enables Large Language Models to make HTTP requests and interact with web APIs. It supports automatic tool generation from OpenAPI/Swagger specifications.

Provides comprehensive enterprise information query and analysis, including business info, risk analysis, intellectual property, and operational insights.

Kubernetes-native registry for managing multiple MCP servers with lazy loading, health monitoring, and RBAC

Interact with a Hasura GraphQL endpoint, enabling schema introspection, queries, mutations, and data aggregation.

Deploy and serve Haystack pipelines as REST APIs, MCP Tools, and OpenAI-compatible chat completion backends.

An MCP server for Hierarchical Event Descriptors (HED) that automates sidecar creation and annotation for BIDS event files using LLMs.

The all-seeing guardian for macOS: Battery, Clipboard, TTS, and File System control using Claude desktop

Provides full-text and semantic search over structured and unstructured data using Azure Cognitive Search.

Interact with Heroku Platform resources securely using the Heroku CLI. Requires the Heroku CLI and a valid API key.

MCP server for the Hetzner Cloud API — manage servers, networks, volumes, firewalls, load balancers, and more. 104 tools across 13 resource domains.

An image generation server that connects to a local ComfyUI instance via its API, supporting dynamic workflows.

Check if an account or password has been compromised in a data breach using the Have I Been Pwned API.

Provides linear programming (LP) and mixed-integer programming (MIP) optimization capabilities using the HiGHS solver.

Turns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically.

MCP-Hive is a gateway to commerical-grade MCP Servers which can be only be accessed via paid subscriptions or pay-as-you-go access. AI applications pay for access to trusted and well-known industry data providers.

An MCP server using stdio transport, offering file system access, a calculator, and a code review tool. Requires Node.js.

A unified framework for bioinformatics research, integrating multiple specialized MCP servers for longevity and bioinformatics.

MCP servers for managing homelab infrastructure through Claude Desktop. Monitor Docker/Podman containers, Ollama AI models, Pi-hole DNS, Unifi networks, and Ansible inventory.

An AI-assisted development plugin that maintains persistent project context using structured markdown files for goals, decisions, and progress.

Hound is a free, open-source MCP server that gives AI coding agents a nose for supply chain security. It scans packages for vulnerabilities, checks licenses, inspects dependency trees, and detects typosquatting — with zero API keys, zero config, and zero cost.

A recipe database server providing meal planning, recipe recommendations, and menu suggestions for daily meals.

A Model Context Protocol (MCP) server for managing app publishing on Huawei AppGallery Connect. Integrates directly with Claude Desktop or any MCP-compatible client.

Access the Hugging Face Dataset Viewer API to query, explore, search, and analyze machine learning datasets from the Hugging Face Hub.

Interact with the Huntress API to manage accounts, organizations, agents, incidents, and billing reports.

Fetch and process images from URLs, local file paths, and numpy arrays, returning them as base64-encoded strings.

An MCP server that reduces token consumption by efficiently caching data between language model interactions.

LangChain integration provider for Ibm

Provides read-only access to Apache Iceberg tables via Apache Impala, allowing LLMs to inspect schemas and execute queries.

An open-source messaging server for client-to-client communication using MCP HTTP Streamable messaging.

Pre-build reality check for AI agents. Scans GitHub, HN, npm, PyPI & Product Hunt — returns a 0-100 signal.

Fetch and process images from URLs, local file paths, and numpy arrays, returning them as base64-encoded strings.

Retrieve and process economic data from the International Monetary Fund (IMF) API, including datasets, time series, indicators, and countries.

MCP server for Indian APIs — GSTIN, IFSC, PAN, UPI, pincode, HSN/SAC. Zero auth. Offline-first. For AI agents.

eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs via uprobes and host kernel events via tracepoints to build causal chains explaining GPU latency. 7 MCP tools for AI-assisted GPU debugging and root cause analysis. <2% overhead, production-safe.

An MCP server for AI-assisted development tools like Cursor and Claude, supporting interactive feedback workflows with AI.

AI-powered data matching, enrichment, standardization, and verification APIs. 29 tools for company/name/address deduplication, business intelligence, email trust scoring, and more. Supports x402 crypto micropayments.

A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, versioned docs.

An iOS mobile automation server using Appium and WebDriverAgent, built with clean architecture and SOLID principles.

Programmatically control iOS simulators via stdio transport. Requires macOS with Xcode and installed iOS simulators.

Official MCP server for IP geolocation, IP security, abuse contacts, ASN, timezone, astronomy, and user-agent parsing.

A remote MCP server example deployable on Cloudflare Workers that returns the client's IP address.

A modular MCP server for task orchestration, API integration, and knowledge synthesis using a finite state machine.

Provides access to over 70 IT tools and utilities for developers and IT professionals, including encoding, text manipulation, and network tools.

An iteration management tool to automate the collection and submission of iteration information to a CodeReview system.

Access real-time public transportation data for the city of İzmir, allowing AI assistants to query routes and schedules.

A JADX decompiler plugin that integrates with MCP to provide live reverse engineering support using LLMs.

Specialized tools for analyzing and migrating Java applications from Java EE 8 (javax.*) to Jakarta EE 9+ (jakarta.*).

MCP server that sits between AI agents and APIs. Agents request access, Janee makes the call with the real credentials, agents never see the secrets.

Java Archive Reader Protocol MCP server - Give AI agents X-ray vision into compiled Java code by decompiling JAR/WAR/EAR files and Maven/Gradle dependencies

A bridge for the MCP Java SDK that enables TCP transport support while maintaining stdio compatibility for clients.

Provides information about Java conferences worldwide by parsing data from the javaconferences.github.io repository.

Decompile Java class files from file paths, package names, or JAR files using a JavaScript port of the CFR decompiler.

A tool for interacting with Jenkins CI/CD servers, requiring environment variables for configuration.

Interact with the JFrog Platform API for repository management, build tracking, and release lifecycle management.

A multimodal generation service using Volcengine Jimeng AI for image generation, video generation, and image-to-video conversion.

A tool to provide Large Language Models with project context by intelligently filtering and concatenating relevant files.

Generates interactive sprint analytics and executive dashboards by connecting Jira data to Claude AI. Provides insights on burndown, velocity, and goal progress.

About AI-powered Jira CLI and MCP server for humans and agents manage issues, sprints, boards with interactive wizards, multi-provider AI

A read-only server to query live Jira Service Management data via a simple MCP interface, powered by CData.

Execute any LLM-generated code in the YepCode secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

Debug JavaScript and TypeScript applications through the Chrome DevTools Protocol with full source map support.

MCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc.

A server for monitoring and analyzing Java Virtual Machine (JVM) processes using Arthas, with a Python interface.

Provides multi-cluster Kubernetes management and operations using MCP, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.

A lightweight, centralized control plane for managing multiple Kubernetes clusters using kubeconfig or in-cluster configuration.

Kai provides a bridge between large language models (LLMs) and your Kubernetes clusters, enabling natural language interaction with Kubernetes resources. The server exposes a comprehensive set of tools for managing clusters, namespaces, pods, deployments, services, and other Kubernetes resources

An MCP server for integrating with the Kanka API, a worldbuilding and campaign management tool for tabletop RPGs.

Manage WhatsApp digital catalogs for LATAM sellers — 30 tools for products, orders, discounts, reviews, customers, shipping, and analytics.

An MCP server for interacting with the Kayzen Analytics API, requiring credentials configured via environment variables.

kemdiCode MCP is a Model Context Protocol server that gives AI agents and IDE assistants access to 124 specialized tools for code analysis, generation, git operations, file management, AST-aware editing, project memory, cognition & self-improvement, multi-board kanban, and multi-agent coordination.

An MCP server for integrating with the kintone REST API. Supports CRUD operations, file management, comments, and status updates.

An MCP server for the Zerodha Kite Connect API, featuring fully automated authentication without manual token handling.

An MCP server for querying data from the Kollect tool's API endpoints, such as /api/data, /api/snapshots, and /api/costs.

Build and access a personal LLM knowledge base from your editor or client without any infrastructure setup.

Provides multi-cluster Kubernetes management and operations using MCP, It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.

Interact with Kong Konnect APIs to query and analyze Kong Gateway configurations, traffic, and analytics.

Search for South Korean tourism information, including festivals, temples, and restaurants, using the official Korea Tourism Organization API.

Provides KOSPI/KOSDAQ stock data, including ticker lookup, OHLCV, market capitalization, and fundamental data.

MCP server for Poland's national e-invoicing system KSeF (Krajowy System e-Faktur). Provides 12 tools for complete KSeF API integration including session management, invoice querying/submission, export generation, and system monitoring. Built with Rust for reliability and performance. Perfect for Polish businesses automating e-invoicing processes and developers building KSeF compliance tools.

Access logistics information services from Kuaidi100, including package tracking, shipping cost estimation, and delivery time prediction. Requires a Kuaidi100 API key.

An MCP server for kubectl, enabling AI assistants to interact with Kubernetes clusters through a standardized protocol.

Provides access to Azure Data Explorer (ADX) clusters, requiring Azure credentials for configuration.

A server for comprehensive KYC verification using the SurePass API, supporting document verification, OCR, and face verification.

⚡ Boost Requirement Analysis Efficiency by 200%! The World's First Team Collaboration MCP Server Designed for the AI Coding Era. Automatically analyzes requirements, generates full-stack code, and downloads design assets.

Introspects Laravel codebases to provide structured information about views, routes, classes, and models using the mateffy/laravel-introspect package.

Connects AI agents to the Feishu/Lark platform via its OpenAPI to automate tasks like document processing, conversation management, and calendar scheduling.

An AI-assisted web development tool for creating, modifying, and deploying code through natural language conversations.

A template for deploying a remote MCP server on Cloudflare Workers without authentication. It supports one-click deployment or local setup via npm.

An MCP server that helps developers understand what they’re building by explaining concepts, reviewing approaches, and guiding them toward better solutions.

Execute commands for Ledger, a powerful command-line accounting system. Requires Ledger CLI to be installed.

Provides educational content, model information, and read-only API interactions for Lerian developers.

Create private, local RAG libraries that work offline—no API keys, no cloud services. Share them as single files your whole team can use.

A server to query Wikipedia and automatically fact-check information for any LLM with a compatible MCP client.

MCP server for managing Limelink dynamic links with platform-specific deep linking (iOS/Android), social previews, and UTM tracking

Lingvanex MCP Server Cloud API – A Model Context Protocol server that provides fast and accurate text translation using the Lingvanex Cloud API. Supports 100+ languages and integrates seamlessly with Claude Desktop and other MCP-compatible clients.

MCP Server for LinkedIn Ads, powered by the CData JDBC Driver. Requires a separate license and configuration.

Connect AI assistants to live Meta Ads, GA4, and Search Console data. 100% local, machine-locked encryption, no cloud relay.

Interact with the Liveblocks REST API to manage rooms, threads, comments, and notifications, with read access to Storage and Yjs.

Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.

Laravel MCP server that exposes API routes, controllers, FormRequest validation rules, and response schemas to AI agents

Automates interactions with the PAF-IAST Learning Management System (LMS) for AI assistants like Claude and VS Code Copilot.

A server for the Microsoft Graph and Azure RM APIs to manage Azure and Microsoft 365 tenants with AI.

Provides real-time, structured access to League of Legends game data, including champions, items, abilities, game mechanics, and patch information.

Intelligence archive for AI agents. Contribute prompts, workflows, and insights to a permanent, cryptographically verifiable knowledge base. Agents earn public trust scores based on adoption and peer validation.

An MCP server implementation that provides a tool for problem-solving using the Lotus Sutra's wisdom framework, combining analytical thinking with intuitive wisdom.

Integrates with Language Server Protocol (LSP) to provide features like code completion, diagnostics, and hover information.

Access real-time transportation data from Singapore's LTA DataMall API, including bus arrivals and traffic conditions.

AI powered automation toolkit which acts as an agent that discovers MCP servers for you. Point it at GitHub/npm/configure your own discovery, let GPT or Claude analyze the API or MCP or any tool, get ready-to-ship plugin configs. Zero manual work.

A local MCP server that securely connects to remote servers over SSH, acting as a proxy for MCP commands.

Launch and manage macOS applications. List installed apps, launch them by name, or open files with specific apps.

Provides accurate Islamic prayer times for locations throughout Malaysia using the waktusolat.app API.

Mantora is a local-first MCP observer: a lightweight UI + proxy for inspecting LLM data access (sessions, tool calls, results) with protective defaults.

Access NEXON MapleStory open API data for character info, union details, guild data, rankings, and game mechanics.

An MCP server that provides efficient navigation and reading of large markdown files using ctags to reduce context usage

Generate express market research reports from 9 verified sources (Wikipedia, Google News, GitHub, HN, SO, arXiv, npm, Reddit, PyPI). TAM/SAM/SOM, SWOT, HTML reports.

Search for market news and financial data by entity, country, industry, or symbol using the Marketaux API.

A read-only MCP server by CData for querying live MarkLogic data with LLMs. Requires a separate CData JDBC Driver.

Query the Materials Project database using the mp_api client. Requires an MP_API_KEY environment variable.

A Model Context Protocol (MCP) server that indexes your local Maven repository (~/.m2/repository) and Gradle cache ( ~/.gradle/caches/modules-2/files-2.1) to provide AI agents with tools to search for Java classes, method signatures, and source code.

Search for and retrieve detailed information, including READMEs and metadata, for Maven packages from Maven Central.

Gives Claude explicit tools for reasoning: adding thoughts, branching to explore alternatives, revising earlier thinking, and navigating thought history. 11 focused tools designed for how Claude actually thinks

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

A powerful MCP-based assistant with tools for file operations, web intelligence, system monitoring, data processing, and code analysis.

A coding assistant server that provides context-aware code suggestions, documentation integration, and technology detection.

Provides tools for mapping and analyzing GitHub repositories using a Personal Access Token for authentication.

A guide for setting up an MCP server using a Python virtual environment and integrating it with the Cline VS Code extension.

The Ultimate Control Plane for MCP Unlock the full power of Model Context Protocol with zero friction. One-Click GPT Integration: Bridge the gap between MCP servers and ChatGPT/LLMs instantly. No more manual config hunting. Pro-Level Orchestration: Manage, monitor, and toggle multiple MCP tools from a single, intuitive dashboard. Secure by Design: Built-in support for complex auth flows and 2FA, making enterprise-grade tool integration seamless. Streamlined Debugging: Test queries and inspec

Connects AI agents to the Feishu/Lark platform to automate document processing, conversation management, and calendar scheduling via its OpenAPI.

An MCP server for retrieving Major League Baseball (MLB) game results, schedules, and specific game details using the mlb-statsapi library.

Performs a wide range of mathematical calculations, including basic arithmetic, advanced operations, trigonometry, and safe expression evaluation.

Query and analyze Portuguese companies using the NIF.PT public API. Supports search by NIF, company name, and city.

A universal command-line interface (CLI) gateway to the MCP ecosystem, integrating multiple MCP servers, AI models, and transport protocols.

An MCP server that allows AI assistants to create and delete GitHub repositories. Requires a GITHUB_TOKEN for authentication.

awaBerry Agentic allows for secure remote access to any terminal based device for workflows allowing any Agent and Large Language Model based routine to execute commands on your devices for getting access to required data - and to also write genrated data back.

An MCP server for integrating with Clio practice management software, tailored for Australian legal professionals.

A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.

Provides browser automation capabilities using Playwright. Interact with web pages, take screenshots, and execute JavaScript in a real browser environment.

A Docker Compose-based collection of MCP servers for LLM workflows, featuring centralized configuration and management scripts.

An MCP server for Open WebUI that provides tools for secure Python code execution, time, and SDXL image generation.

A Node.js project demonstrating MCP client and server interactions for tool poisoning attacks, requiring an Anthropic API key.

A developer toolset for creating a real-time MCP server using the PHP Laravel framework, with GitHub integration.

Integrates Typebot's REST API as callable tools, allowing interaction with Typebot forms and chats.

A lightweight MCP server that captures screenshots of any URL and returns the image URL. Requires an AbstractAPI key.

Connects to a CCTV recording program (VMS) to retrieve recorded and live video streams and control the VMS software.

A Spring Boot MCP server that provides company details, requiring the Claude Desktop application to function.

An MCP server for task management, time tracking, and workflow automation, integrated with Cursor IDE and a Directus backend.

CLI bridge that wraps MCP servers as bash-invokable commands, recovering ~11K tokens of context window per session https://github.com/rodaddy/mcp2cli

Instead of direct calling MCP tools, mcpcode server transforms MCP tool calls into TypeScript programs, enabling smarter, lower-latency orchestration by LLMs.

A native C# MCP server for Windows automation using direct Windows API integration. It runs as a self-contained executable with no additional runtime required.

Programmatically control Windows mouse, keyboard, window management, screen capture, and clipboard operations.

A comprehensive crash course on the Model Context Protocol (MCP), covering everything from basic concepts to building production-ready MCP servers and clients in Python.

An experimental dotnet MCP server that returns the current time, based on Laurent Kempé's tutorial.

A FastAPI-based gateway for the Model Context Protocol (MCP) designed to unify and scale AI toolchains.

Enables AI assistants to call any REST API or gRPC service by automatically converting their schemas into MCP tools.

Provides geocoding, reverse geocoding, routing, and driving distance calculations for LLMs using pgGeocoder and pgrServer.

A collection of reference MCP server implementations in TypeScript and Python, demonstrating MCP features and SDKs.

Explore and understand codebases through conversation by breaking files into logical chunks for searching and querying without embeddings.

An intelligent form collection server for conflict mediation, integrating with large model platforms like Cursor and Dify via the MCP protocol.

Provides real-time access to FDA drug data, including shortages, labeling, and recalls, via the openFDA API.

About An MCP server that provides comprehensive medical information by querying multiple authoritative medical APIs including FDA, WHO, PubMed, Google Scholar, and RxNorm.

An AI-powered API for medical research, unifying ClinicalTrials.gov, PubMed, and FDA databases with intelligent analysis.

Unified access to global medical terminologies: ICD-11, SNOMED CT, LOINC, RxNorm, MeSH. 27 tools for medical coding, terminology lookup, and crosswalk mappings.

Cross-agent memory bridge with knowledge graph, workspace sync, and auto-memory hooks. Supports Windsurf, Cursor, Claude Code, Codex, and VS Code Copilot.

🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.

a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.

MemOS (Memory Operating System) is a memory management operating system designed for AI applications.

Provides AI-powered mentorship to LLM agents for tasks like code review, design critique, and brainstorming, using the Deepseek API.

A Python-based MCP server for Cisco's Meraki Dashboard, providing tools to query the API for discovering, monitoring, and managing your Meraki environment.

Integrate with Metabase to query databases and visualize data. Requires Metabase URL and API key for authentication.

A proxy server that combines multiple MCP servers into a single endpoint, routing requests to the appropriate underlying server.

Provides programmatic access to the Turkish Ministry of Justice Legislation Information System (mevzuat.gov.tr) for searching and retrieving legal texts.

Agent-native search proxy with feedback-driven ranking. Results ranked by whether agents actually succeed with them.

Access structured Michelin restaurant data, including cities, countries, cuisines, awards, and facilities.

Persistent knowledge graph MCP server that gives AI agents shared memory across sessions and providers. Stores facts, decisions, entities, and events with typed relationships.

Persistent project & task management for AI coding assistants. Track tasks, decisions, and notes across sessions with a real-time Kanban board. Works with Claude Code, Cursor, Cline, Copilot, and Windsurf.

LangChain integration provider for Mistralai

Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management.

Mnemex is a Python MCP server that provides AI assistants with human-like memory dynamics through temporal decay and natural spaced repetition, storing memories locally in human-readable JSONL and Markdown formats.

Multi-protocol API mock server with 18 MCP tools — mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, and deterministic seeded responses.

The financial infrastructure for autonomous AI. Equips Claude and other agents with secure, programmable USDC smart accounts (ERC-4337). Tools exposed: get_balance, transfer_usdc, get_history. Features: Abstracted gas fees (Paymasters), native USDC settlement on Base, and strict developer-defined spending limits (Policy-as-Code) to eliminate LLM hallucination liability.

A server for managing data in MongoDB Atlas, providing secure and scalable data management through RESTful APIs.

A search tool for movies and TV shows that provides AI clients with validated, playable video links and supports real-time notifications.

An MCP server for interacting with the Mowen Note API, enabling note management and file uploads within MCP clients.

MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, Excel) using Graph API (including mail, files, calendar)

Integrates the Korea Meteorological Administration's public weather API to provide climate data.

A read-only MCP server for MYOB AccountRight, enabling LLMs to query live data using the CData JDBC Driver.

A MCP server for Nacos that provides search, installation, and proxy functionalities. Connects to a Nacos server via environment variables.

Blazingly fast 🔥 best in class MCP server in Rust 🦀 with neural engine, security profiling, and optional graph frontend

Access real-time information about U.S. National Parks, including park details, alerts, and activities, via the National Park Service (NPS) API.

Search across various Naver services and analyze data trends using the Naver Search and DataLab APIs.

Provides comprehensive NBA player statistics from basketball-reference.com, including career stats, season comparisons, and advanced metrics.

LangChain integration provider for Nebius

Access comprehensive stock market data from the Nepal Stock Exchange (NEPSE) via the ShareBazaar API.

NestJS MCP Server is a powerful Model Context Protocol server that provides 40+ specialized tools for NestJS development. It integrates seamlessly with AI assistants like Claude Desktop, Cursor, Claude Code CLI, and any MCP-compatible client.

A read-only MCP server that allows LLMs to query live NetSuite data. Requires the CData JDBC Driver for NetSuite.

A powerful Model Context Protocol (MCP) server that supercharges your Python development workflow with AI-powered code review, intelligent test generation, and comprehensive test execution.

An intelligent server for code analysis, collection, and documentation generation using the OpenAI API.

Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ regions, ranked by importance. Free, no API key.

Cognitive co-operator for Claude Code — Atkinson-Shiffrin memory, semantic RAG, trust scoring, and metacognitive error prevention.

NEXS MCP Server is a high-performance implementation of the Model Context Protocol, designed to manage AI elements with enterprise-grade architecture. Built with the official MCP Go SDK v1.1.0, it provides a robust foundation for AI system management.

next-devtools-mcp is a MCP server that provides Next.js development tools and utilities for AI coding assistants like Claude and Cursor.

An MCP server for Nextflow development and testing, which requires a local clone of the Nextflow Git repository.

Web search server that integrates Perplexity Sonar models via OpenRouter API for real-time, context-aware search with citations

A comprehensive Model Context Protocol (MCP) server for Cisco Nexus Dashboard, enabling AI agents like Claude to interact with Nexus Dashboard APIs for intelligent network automation and management.

AI-powered log analysis MCP server. Scans 500MB+ log files locally, analyses errors with Ollama + CrewAI agents, and automatically files structured GitHub Issues. 100% local — no logs leave your machine.

Run arbitrary JavaScript in an isolated Docker container with on-the-fly npm dependency installation.

Official MCP server for Transloadit. Process video, images, documents, and audio through 80+ media processing Robots via natural language.

Provides runtime debugging access to Node.js applications for code editors like Cursor or Claude Code.

A Go-based MCP server for managing HashiCorp Nomad resources, including jobs, deployments, nodes, and cluster operations.

An MCP server that provides Nostr capabilities to LLMs, enabling interaction with the decentralized social network protocol.

Chat with Google NotebookLM via MCP or HTTP REST API for zero-hallucination answers from your docs. Perfect for n8n workflows and automation.

Notifly MCP Server - enabling AI agents to provide real-time, trusted Notifly documentation and SDK code examples for seamless integrations.

Official MCP server for the Notion API, enabling real-time interactions via Server-Sent Events (SSE).

Search the National Provider Identifier (NPI) registry for healthcare providers and organizations in the United States.

NPMLens MCP lets your coding agent (such as Claude, Cursor, Copilot, Gemini or Codex) search the npm registry and fetch package context (README, downloads, GitHub info, usage snippets). It acts as a Model‑Context‑Protocol (MCP) server, giving your AI assistant a structured way to discover libraries and integrate them quickly.

Interact with a running Clojure nREPL instance for code evaluation, namespace inspection, and other utilities.

Local-first, cross-platform memory sync for AI coding tools (Cursor, Claude, Windsurf) with persistent engrams and hypervisor security.

LangChain integration provider for Nvidia

Bridges AI coding assistants with Neovim's Language Server Protocol for AI-powered code intelligence and navigation.

Provides comprehensive access to an Obsidian vault, allowing AI agents to read, write, search, and manage notes via the Local REST API plugin.

An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.

An oclif CLI plugin that automatically discovers and serves commands via the Model Context Protocol (MCP).

MCP of MCPs is a meta-server that merges all your MCP servers into a single smart endpoint.
It gives AI agents instant tool discovery, selective schema loading, and massively cheaper execution, so you stop wasting tokens and time. With persistent tool metadata, semantic search, and direct code execution between tools, it turns chaotic multi-server setups into a fast, efficient, hallucination-free workflow.
It also automatically analyzes the tools output schemas if not exist and preserves them ac

Search PR agencies, browse publications, buy press release distribution & media placements. Zero-config, no API key needed.

Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting

Exposes OpenAPI schema information to Large Language Models (LLMs). The server loads OpenAPI schema files specified via command line.

Expose API endpoints as strongly typed tools from an OpenAPI specification. Supports OpenAPI 2.0/3.0 in JSON or YAML format, from local or remote files.

Converts OpenAPI specifications into MCP tools, enabling AI clients to interact with external APIs seamlessly.

OpenGrok MCP Server is a native Model Context Protocol (MCP) VS Code extension that seamlessly bridges the gap between your organization's OpenGrok indices and GitHub Copilot Chat. It arms your AI assistant with the deep, instantaneous repository context required to traverse, understand, and search massive codebases using only natural language.

An MCP server for executing token swaps across multiple decentralized exchanges using OpenOcean's aggregation API

An MCP client for Cursor that uses OpenRouter.ai to access multiple AI models. Requires an OpenRouter API key.

Unofficial server for accessing Open Targets platform data for gene-drug-disease associations research.

Provides access to Dutch parliamentary documents, debates, and member information from the Tweede Kamer via the OpenTK project.

A configurable MCP server for the OPTIMADE API, allowing custom filters and endpoints for materials science databases.

A read-only MCP server to query live Oracle Eloqua data. Requires a separate CData JDBC Driver for Oracle Eloqua.

Performs satellite orbital mechanics calculations using natural language, with a built-in world cities database for location lookup.

A universal interface to manage and interact with all your MCP servers from a single point, using external configuration files for mappings and credentials.

MCP server for interacting with the Ordiscan API to query Bitcoin ordinals and inscriptions. Requires an Ordiscan API key.

Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.

Access Outscraper's data extraction services for business intelligence, location data, reviews, and contact information from various online platforms.

allow Tools like copilot, claude desktop, claude code etc. perform CRUD operations on overleaf projects via git int

Visual plan approval for AI coding agents. See your agent's plan as an interactive graph, attach context, choose approaches, then approve before any code is written.

MCP server for the Oyemi semantic lexicon. Provides deterministic word-to-code mapping and valence/sentiment analysis for AI agents like Claude, ChatGPT, and Gemini.

Automatically detects package managers and routes requests to appropriate MCP servers for unified package documentation access.

Search Spryker packages, documentation, and code within Spryker GitHub repositories using natural language.

Lets your coding agent (such as Claude, Cursor, Copilot, Gemini or Codex) search package registries across multiple ecosystems (npm, PyPI, RubyGems, Crates.io, Packagist, Hex) and fetch package context (README, downloads, GitHub info, usage snippets)

Interact with the Paddle Billing API to manage products, prices, customers, transactions, and subscriptions.

MCP server providing modern web design guidance, color psychology, typography, layout patterns, and UI best practices for AI assistants

An MCP server for intelligent semantic search and automatic learning within codebases, allowing AI agents to efficiently query and index project artifacts.

Protect any MCP server from malicious entities and confidential PII using Pangea's AI Guard and Vault.

An MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance.

An autonomous agent that integrates large language models with ParaView for creating and manipulating scientific visualizations using natural language and visual inputs.

IT hardware parts research — normalize PNs, search listings, get substitutes, check pricing, validate against OEM sources

Provides comprehensive patent search and statistical analysis for intelligence analysis, technological innovation, and intellectual property management.

Integrates with Payman AI's payment APIs to manage payees, payments, and balances using natural language.

Integrate with PayPal's APIs for payment processing, subscription management, and business operations.

Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI.

A server for reverse engineering tasks using the pcm toolkit. Requires a local clone of the pcm repository.

Access the Protein Data Bank (PDB) for 3D structures of proteins and nucleic acids, with tools for structural analysis and comparison.

Provides random access to PDF contents, allowing selective extraction of pages and content to reduce reading costs.

A high-performance PDF to Markdown conversion service powered by MinerU API, supporting batch processing for local files and URLs.

Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.

A server providing setup guidance for students learning agent development, with support for both Python and TypeScript.

DeFi vault risk analytics for AI agents. Search 700+ vaults across Morpho, Aave, Yearn, Beefy, Spark, and more. Compare risk scores, analyze protocols, run due diligence — all through natural language. No API key required. No installation needed.

Control your Android phone using ADB commands. Requires ADB tools and an Android device with USB debugging enabled.

A TypeScript framework that turns a single class into an MCP server, CLI tool, and web dashboard with a marketplace of 35 ready-made photons.

Provides semantic PHP code analysis and refactoring tools, enabling AI assistants to perform safe, intelligent code transformations at the AST level.

An MCP server for managing inspirational phrases, designed for integration with clients like Claude for Desktop.

PhysBound is a specialized "Physics Linter" for AI that deterministically validates RF and thermodynamic claims against hard physical limits, preventing hallucinations in engineering workflows.

Integrates with the Pica API platform to interact with various third-party services through a standardized interface.

A fitness data platform that aggregates data from providers like Strava and Fitbit, offering secure B2B API access.

Interact with Public and Private IPFS through Pinata's API. Requires a Pinata account and API key.

Connect AI tools with Pinecone projects to search, configure indexes, generate code, and manage data.

A read-only MCP server that allows LLMs to query live PingOne data. Requires a separate CData JDBC Driver for PingOne.

Self-hosted project management system built for AI coding agents. 24 MCP tools with automatic state cascades, dependency tracking, autonomous implementation loop, and a React dashboard. One-command Docker setup.

Firewall for AI agents. MCP proxy that scans tool calls for credential leaks, prompt injection, and tool description poisoning.

The official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more.

A specialized Model Context Protocol (MCP) server that enables LLMs (like Claude in Cursor) to interact with Planka v2.x kanban boards.

Share markdown files and text as clean, readable web links. Works with Cursor, Claude Desktop, VS Code, Windsurf, and any MCP client.

A comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.

Provides tech radar recommendations, customer management, product catalog, and invoicing functionality using external JSON data files.

Provides comprehensive queries for policy-related information, including government subsidies, benefits, and support for enterprises.

Turn messy text into clean output fast—GUI for humans, MCP tools for AI IDEs (Cursor/Claude). 33 deterministic text utilities.

An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.

AI Agents framework with 64+ built-in MCP tools for search, memory, workflows, code execution, and file operations. Install via `uvx praisonai-mcp`

Preloop is an event-driven AI automation platform with built-in human-in-the-loop safety based on MCP proxying.

Network diagnostics from 6 global regions — SSL, DNS, ping, whois, traceroute, port scan, latency. Works without an API key.

Integrates with the Productboard API, offering 49 specialized tools to manage all major Productboard functionalities.

Query ProductPlan roadmaps with AI. Access OKRs, ideas, launches, and timeline data through natural language.

Provides preset prompt templates as tools to assist clients like Cursor and Windsurf in executing various tasks.

Rewrites coding prompts for optimal results with AI IDEs like Cursor AI, powered by Claude by Anthropic.

Search and analyze nonprofit organizations' Form 990 data using ProPublica's Nonprofit Explorer API.

MCP server for the Proxenio verified intent network enabling AI agents to retrieve verified matches and accept introductions with inherited trust controls.

roxmox VE management MCP server with full OpenAPI integration for controlling VMs, containers, and cluster resources

Provides comprehensive access to PubChem's chemical information database via the PubChem PUG REST API.

Dacast MCP Live Stream Server connects your AI tools to Dacast’s live streaming and video hosting APIs, so you can create and manage live streams, playlists, thumbnails, and simulcasts using simple natural-language prompts.

Browser automation using Puppeteer, with support for local, Docker, and Cloudflare Workers deployments.

An MCP server offering PureScript development tools for AI assistants. Requires Node.js and the PureScript compiler for full functionality.

Automate Windows PowerShell tasks using Python. Execute scripts, manage the clipboard, and capture terminal output programmatically.

A set of tools to interact with YouTube, including video search, transcript extraction, and comment retrieval.

A sound tool for MCP-compatible IDEs like Cursor. Plays sounds for events like completion, error, and notification.

An interactive Python REPL server with built-in support for the uv package manager and virtual environments.

Interact with network devices using Cisco's pyATS and Genie libraries for model-driven automation.

An mcp server for the pybullet library, it supports 20 tools (ex: simulation creation, steps, loading robots urdf, etc)

Retrieves relevant code snippets and documents to assist in generating PyMilvus code, requiring a running Milvus instance.

Search and access Python package metadata, version history, and download statistics from the PyPI repository.

A server to query the Python Package Index (PyPI) for package information, dependencies, and compatibility.

A server for real-time Python code validation using Pyrefly, designed to prevent common coding errors from LLMs.

A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.

connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

A server for natural language processing of asset prices and financial modeling for withdrawal rate impact analysis.

Access Qiniu's cloud storage, intelligent multimedia services, and CDN operations via the Model Context Protocol.

Interact with the Qonto Business API to manage finances, transactions, and account information using API credentials.

Advanced QR code generation and processing with support for custom styling, multiple formats, batch processing, and analytics.

Provides comprehensive information queries for enterprise qualification certificates, including honors, administrative licenses, and profiles.

An unofficial server to integrate with the Questrade API, providing access to trading accounts, market data, and portfolio information.

A read-only MCP server for querying live QuickBooks Online data. Requires a separate CData JDBC Driver for QuickBooks Online.

Access the Quran API from alquran.cloud to retrieve accurate Quranic text and reduce LLM hallucinations.

Provides structured workflows and tools for AI agents working with software development projects, with a specialized focus on Rails applications.

Model Context Protocol (MCP) server for the Rancher ecosystem: multi-cluster Kubernetes, Harvester HCI (VMs, storage, networks), and Fleet GitOps.

Provides LLMs with essential random generation abilities, built entirely on Python's standard library.

A server for migrating subscription businesses from RevenueCat to Adapty, requiring a RevenueCat API key.

Query Dutch RDW vehicle registration data for vehicle information, fuel, and emissions data using the official RDW open data API.

Provides Go language updates and best practices in a structured Markdown format for LLM coding agents.

A read-only MCP server by CData that enables LLMs to query live data from Reckon Accounts Hosted. Requires a separate CData JDBC Driver.

Recon indexes your codebase into a knowledge graph and exposes it via 14 MCP tools. AI agents get dependency mapping, blast radius analysis, safe multi-file rename, execution flow tracing, Cypher queries, semantic search, and PR review — without reading every file. Supports 13 languages, live re-index in ~50ms, and zero config setup.

The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.

Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows

Reference implementations of Model Context Protocol (MCP) servers in Typescript and Python, showcasing MCP features and SDK usage.

MCP server for managing affiliate and referral programs. Track referrals, manage affiliates, process conversions, and handle payouts through AI assistants.

Medical device regulatory intelligence. Classify devices, query alerts, find pathways across 15 jurisdictions (FDA, EU MDR, HSA, TGA, PMDA, NMPA +9 more). REST API + MCP.

An MCP server for the Relay Protocol REST API, enabling cross-chain bridging and token swapping operations.

Provides remote machine control capabilities, eliminating SSH overhead for token-efficient system operations.

A Docker-based proxy to access local MCP servers through Claude's web UI using the Remote MCP protocol.

A template for deploying a remote MCP server on Cloudflare Workers, customizable by defining tools in the source code.

A remote, authentication-free MCP server for weather data, deployable on Cloudflare Workers or run locally via npm.

A FastAPI-based server that provides weather information from the National Weather Service API, secured with OAuth 2.1.

A remote terminal tool for Cursor to manage and connect to remote servers via SSH, jump hosts, and Docker containers.

MCP server + visual development tools for Ren'Py visual novel engine. 60 tools, story map, live dashboard, standalone CLI.

Image generation and editing using the FLUX.1 Kontext [Max] model via the Replicate API, featuring advanced text rendering and contextual understanding.

An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat

Zero-tool-call codebase intelligence for Claude Code and MCP clients. Automatically injects the right code context, functions, callers, and call chains, before the LLM starts thinking. Replaces 4-6 grep/read round-trips with a single 5ms hook injection, cutting token usage by 3-8x.

An MCP server for Reptor/SysReptor that exposes the reptor CLI tool as a programmable service, configured via environment variables.

A comprehensive HTTP client for API testing, web automation, and security testing with detailed logging.

Reticle intercepts, visualizes, and profiles JSON-RPC traffic between your LLM and MCP servers in real-time, with zero latency overhead. Stop debugging blind. Start seeing everything.

Interact with Autodesk Revit using the MCP protocol. This server provides AI tools and requires the corresponding Revit plugin to function.

Search marketplace products, manage bookings, and handle customer relationships using the Rezdy Agent API.

Agent-native tool intelligence — discover, score, and compare 600+ APIs across 16 MCP tools. Zero-signup discovery, AN Score methodology, failure mode data, and managed execution.

MCP-server that provides LLMs with easy access to open data from the Swedish Government Offices and Parliament.

Persistent memory for Claude Code with outcome-based learning. Tracks what helped vs failed, auto-injects context via hooks.

Provides AI assistants with comprehensive access to Roblox Studio projects for exploration, script analysis, debugging, and bulk editing.

Automatically logs AI coding assistant activities, such as command executions and code generation, into searchable JSON files.

Cross-platform music link resolution for AI agents. Resolve any song or album across Spotify, Apple Music, Amazon, YouTube, and more. Returns affiliate-ready links with click tracking

A C# MCP server using Microsoft's Roslyn compiler for code analysis and navigation in C# codebases.

An MCP server for making advanced HTTP requests with browser emulation, including PDF and HTML to Markdown conversion.

A Ruby client for the Model Context Protocol (MCP), enabling integration with external tools and services via a standardized protocol.

Incident management MCP server. Acknowledge, escalate, page, and resolve incidents, check on-call, manage services, postmortems, and teams from any MCP client.

LangChain integration provider for Sambanova

An interactive sandbox to safely execute Python code and install packages in isolated Docker containers.

An MCP server for SAP Ariba Source, powered by CData. Requires the external CData JDBC Driver for SAP Ariba Source.

A read-only MCP server for querying live SAP ByDesign data. Requires a separate CData JDBC Driver for SAP ByDesign.

Connect to SAP Netweaver Gateway data using CData's MCP Server. Requires a separately licensed CData JDBC Driver.

Open-source API gateway that adds budget enforcement, cost attribution, and monetization to AI agent API calls. MCP-aware with per-tool cost tracking, macaroon-based bearer tokens, L402 Lightning micropayments, and enterprise budget control (Fiat402). The economic firewall for the agent economy.

Real-time salary data, job market trends, resume review, interview prep, and career advice for the Russian IT market. Powered by hh.ru API.

A natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis using the Scanpy library.

Provides tools for scientific computation, including tensor storage, linear algebra, vector calculus, and visualization.

A natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis, supporting various modules from IO to enrichment.

Provides browser automation using Puppeteer, enabling interaction with web pages, taking screenshots, and executing JavaScript.

Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.

High-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content.

A macOS-only server that enables LLMs to capture screenshots of specific application windows, providing visual context for development and debugging.

Provides standardized access to Google Maps, Google Flights, Google Hotels, and other services via the SearchAPI.

Provides secure access to Secret Network blockchain functionality, designed for deployment in Trusted Execution Environments (TEEs).

Audits npm package dependencies for security vulnerabilities with real-time checks against a remote npm registry.

AI-native static site generator with built-in MCP server. Build sites, create content, apply themes, search docs, and deploy via Claude Code or any MCP client.

Natural language API discovery — search 700+ API capabilities, get endpoints, auth setup, and code snippets.

Static code analysis using Semgrep for security vulnerability detection and code quality improvements.

A read-only MCP server by CData that enables LLMs to query live SendGrid data. Requires the external CData JDBC Driver for SendGrid.

Expert guidance for Dojo and Cairo development on Starknet, specializing in the Dojo ECS framework for building onchain worlds.

Open-source MCP proxy for AI agent access control. CEL policies, RBAC, full audit trail, content scanning, Admin UI.

Provides public data for Seoul, South Korea, including subway ridership and cultural event information, via the Seoul Public Data API.

A server for processing semantic embeddings, requiring external data files mounted via a Docker volume.

A proxy that connects local STDIO with remote MCP servers, enabling IDEs to use MCP without extra infrastructure.

Guides problem-solving by breaking down complex problems and recommending the best MCP tools for each step.

A coding agent toolkit that provides an LLM with IDE-like capabilities for semantic code retrieval and editing directly in your codebase.

A collection of reference implementations for the Model Context Protocol (MCP), showcasing various MCP servers implemented with TypeScript and Python SDKs.

A Nix-based configuration framework for deploying MCP servers with ready-to-use packages, supporting modular and reproducible builds.

An MCP server for interacting with ServiceNow instances to manage records, incidents, and other platform features.

A developer & debug-focused MCP server for ServiceNow — with tools for platform introspection, change intelligence, debugging, investigations, and documentation generation.

An MCP server for Claude Code CLI that provides persistent session management, entity tracking, and context preservation across development sessions.

Access financial statements, including income, balance sheets, and cash flow, for companies listed on the Securities Exchange of Thailand (SET).

Orchestrates remote server tasks via SSH and SFTP with a persistent queue. Ideal for DevOps and AI agents.

Access real-time transportation data from Singapore's LTA DataMall API, including bus arrivals and traffic conditions.

Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, and absolute max ratings extracted from manufacturer PDFs on demand.

An MCP server for log analysis using the LogAI framework, with optional Grafana and GitHub integrations.

Access the Shioaji trading API for financial data and trading operations, requiring a SinoPac Securities account.

A read-only MCP server by CData for querying live ShipStation data, enabling LLMs to access shipping and order information.

The Shipyard CLI provides an MCP server for agents to manage Shipyard environments directly: by pulling logs, comparing branches, running tests, and stopping/starting environments..

Structured product data from the open web — where platform APIs don't reach. Schema.org + AI extraction. Pay per call via Stripe MPP.

An intelligent task management system based on MCP, providing an efficient programming workflow framework for AI Agents with an optional web-based GUI.

Don’t pollute your AI agent’s context with 1,000 skills. Use Skills-ContextManager, a self-hosted web UI for managing AI skills and workflows by providing skills to an AI agent via MCP only when needed. Simply add skills to your library and enable or disable them with a toggle. Choose whether a skill is always loaded into context or dynamically activated when the AI agent determines it’s needed.

Provides a sleep/wait tool to add delays between operations, such as waiting between API calls or testing eventually consistent systems.

Create and automate PowerPoint presentations and slide decks using the SlideSpeak API. Requires an API key.

Fetches and manages prompts from GitHub repositories with intelligent discovery and composition features.

Manage Smartlead campaigns, including creation, updates, and sequence management, using the Smartlead API.

A collection of reference implementations for Model Context Protocol (MCP) servers in Typescript and Python, demonstrating MCP features and SDK usage.

Connects to the Standard Metrics API to enable AI-powered analysis of venture capital portfolio data.

Read-only access to Snowflake databases. Requires Snowflake connection information provided via MCP client configuration.

Dynamically creates MCP servers from web API configurations, integrating any REST API, GraphQL endpoint, or web service into MCP-compatible tools.

Solana wallet health analysis platform and top-notch dev tool. Helps people and agents to recover their SOLs from burner and old wallets super securely. Features a complete trustless recovery flow natively via MCP: preview yields, build unsigned transactions, and sign locally.

Provides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context

Automatically generates MCP tools from OpenAPI specifications by scanning a folder for spec files. No configuration is needed and it supports authentication via environment variables.

AI constraint engine — persistent memory + active enforcement. Stops AI from breaking locked code. Semantic conflict detection, file-level guards, session continuity. 19 MCP tools.

Navigate and explore the Model Context Protocol specification with dynamic markdown tree generation and intelligent section navigation.

Production speech AI MCP server with pronunciation scoring, speech-to-text, and text-to-speech — 10 tools, 7 resources, 3 prompts.

MCP server and plugin for Sperax Protocol – USDs, SPA, veSPA & Demeter on Arbitrum. Listed on Anthropic's official MCP Registry.

A Model Context Protocol (MCP) server that enables AI applications to search for YouTube music videos and manage playlists using the official YouTube Data API v3.

ADR (Architecture Decision Record) for AI Agents – An MCP server that enables AI agents to create, query, and maintain architecture decision records in a structured SQL database

Generates a JSON representation of a directory's source file tree, respecting .gitignore patterns.

Deep code indexing for AI agents — 25 MCP tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerated semantic search, 10 languages. Fully local, zero cloud dependencies.

Provides SSH access to remote servers, allowing AI tools to securely connect to your VPS for management.

Automatically generates and pushes GitHub repository activity reports (stars, commits, issues) to Feishu groups using AI analysis.

A starter MCP server built with TypeScript and the official MCP SDK, featuring example tools like echo, add, time, and flight status.

An MCP server providing weather tools from the National Weather Service (weather.gov) API, built with Spring Boot.

Perform regression analysis using Stata with the help of an LLM. Requires a local Stata installation and an external LLM API key.

Your AI's memory shouldn't live on someone else's server — 12 MCP tools that give it persistent context from your local markdown, no cloud, no API keys, single binary.

A TypeScript proxy that connects stdio MCP clients to HTTP SSE MCP servers, handling OAuth authentication.

Captures and manages stdout logs from multiple processes via a named pipe system for real-time debugging and analysis.

Provides real-time US stock market data and company financial information using the Alpha Vantage API.

Provides comprehensive offline store information queries, including enterprise restaurant brand store search, offline store search, and restaurant brand store statistics.

A universal MCP server that connects to any Storybook site and extracts documentation in real-time using Playwright. Use it with any AI or client that supports MCP (Model Context Protocol)—Cursor, Claude Desktop, Windsurf, or other MCP hosts.

An MCP server for Strapi CMS, providing access to content types and entries through the MCP protocol.

Integrates with the Strateegia API, allowing AI assistants to access and interact with Strateegia projects.

A server that connects to the Strava API, allowing language models to access Strava data and features.

MCP server for burnout risk scoring across 3 dimensions (physical, emotional, effectiveness) via the StressZero Intelligence API. Provides AI agents with burnout analysis, personalized recommendations, and detailed reports for coaches and HR platforms.

Comprehensive MCP server for managing self-hosted Supabase on Coolify with full deployment, migrations, edge functions, and rollback support.

A gateway to run MCP stdio servers over various transports like SSE, WebSockets, and Streamable HTTP.

Universal, local-first persistent memory for AI assistants. SQLite-based knowledge graph with zero cloud dependencies. Works with 17+ tools (Claude, Cursor, Windsurf, VS Code, etc.). 100% free forever.

Provides access to supOS open APIs for querying topic structures, real-time and historical data, and executing SQL queries.

Provides knowledge base search and dialogue completion using the Volcengine Knowledge Base service. Requires external credential configuration.

Convert SVG files to PNG, ICO, and JPG formats with high-quality rendering using the Cairo C library.

Explore and interact with Swagger/OpenAPI specifications, allowing for browsing endpoints and retrieving details on API operations.

Settlement protocol that validates agent actions before execution. Guards destructive operations with hash-chained ledger receipts, trust tiers, and 31 workflow blueprints.

Manage sweepstakes, participants, and winner drawings with legal compliance in the US and Canada directly from your AI agent. Access requires an active Sweeppea subscription and API Key.

Control SwitchBot smart home devices through its official API, enabling automation and integration with AI assistants.

Live dependency graph and impact analysis MCP server for AI coding agents. Runs PASS/WARN/FAIL build gates before code changes to prevent cascade failures. Supports TS, Python, Dart, Go, Rust, Java, C++, Ruby.

A scientific computing server for symbolic math, data analysis, and visualization using popular Python libraries like NumPy, SciPy, and Pandas.

Access financial data like stock prices, currency info, and insider trading data using the Synth Finance API.

Give your self-hosted agents 'situational awareness.' This MCP server provides a direct interface for agents to query Linux system telemetry, enabling autonomous resource monitoring, proactive alerting, and interactive troubleshooting via any MCP-compatible client.

Provides real-time system information and metrics, including CPU, memory, disk, network, and process status.

An MCP server for interacting with the T-Invest API, providing access to investment and financial data.

An MCP server for local Tabular Models like PowerBI. It allows LLM clients to debug, analyze, and compose DAX queries by connecting to a local Tabular model instance.

Provides Taiwan national holidays and compensatory workday information. Data is fetched and cached automatically.

A collection of demo files for MCP servers and clients, illustrating various transport protocols and server capabilities using Python.

Provides market research and business analysis by integrating with multiple economic data sources like Alpha Vantage, BLS, and the World Bank.

Manages Infrastructure as Code (IaC) operations using Ansible and Terraform. Requires external tools and manual setup.

AI-powered task orchestration and workflow automation with specialized agent roles, intelligent task decomposition, and seamless integration across Claude Desktop, Cursor IDE, Windsurf, and VS Code.

Converts Cursor agent plans into structured markdown task lists and organizes them in your repository.

A server for testing and interacting with Tauri v2 applications, providing tools for process management, window manipulation, and debugging.

A comprehensive search agent powered by the Tavily API for in-depth and reliable search results across various topics.

An official MCP server for Tencent Cloud Code Analysis (TCA) to quickly start code analysis and obtain reports.

Automatically generates MCP servers from OpenAPI specifications, enabling conversational AI agents to interact with existing web systems.

Integrates with PSG College of Technology's e-campus portal to provide AI assistants access to student academic data like marks, attendance, and timetables.

A simple gateway to interact with Telegram bots using MCP and a REST API, enabling integration with LLMs.

A secure telnet client for LLM applications, designed for defensive security analysis of network devices.

A CLI template for quickly bootstrapping an MCP server with FastMCP, supporting both stdio and HTTP transport.

An MCP server for managing Tempo worklogs in Jira. It connects to Jira and Tempo services using API tokens and environment variables.

Provides user geolocation data via Tencent EdgeOne Pages Functions, enabling large language models to access location information.

Offline MCP server that ranks & summarizes code using BM25, TF-IDF, embeddings & git signals; integrates with Cursor, Claude Desktop and Windsurf; privacy preserving.

A Slack integration server that allows natural language interaction with the Slack API within the Cursor IDE.

Integrates with Terraform Registry APIs for Infrastructure as Code development, supporting provider and module discovery.

An MCP server client for the Agent-to-Agent (A2A) protocol, enabling LLMs to interact with A2A agents.

Provides natural language access to Brazilian treasury bond data from the Tesouro Direto API, allowing users to query market data and bond details.

A Rust template for creating MCP CLI servers, with support for JSON-based prompts, resources, and tools.

Prevents AI coding agents from drifting off your architecture — blocks wrong dependencies, enforces file structure, and gives agents persistent memory of your project's rules.

Extracts text and performs OCR on various documents like IDs and invoices, with support for Markdown conversion.

An AI-powered system for analyzing and predicting domestic energy consumption. It offers precise forecasts, historical pattern analysis, and personalized optimization recommendations through a conversational interface.

Interface with SIEMENS PLC S7-1500/1200 using their JSON-RPC 2.0 API, exposing PLC functionalities as MCP tools for programmatic interaction.

Privacy-first screen capture MCP server for AI coding agents. Let Claude, Cursor, or any MCP-compatible AI see your screen with full control.

Provides threat intelligence queries for IPs, domains, files, URLs, and vulnerabilities using the ThreatBook API.

Scheduled scans across all Binance spot and perpetual pairs using CEL rules (RSI, volume, MAs, price action). Runs server-side 24/7, fires webhooks on match, with delivery proof and alert explainability.

Personalized music recommendations and playlist management for TIDAL, powered by its API and LLM filtering.

Search, browse, and manage your Tidal music library with AI. Discover artists, albums, and tracks. Create and curate playlists. Add favorites to your library. Get personalized recommendations. 32 tools powered by the official Tidal API with OAuth authentication.

Tilt MCP is a Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments

Time and timezone conversion capabilities

An MCP server for the tip.md platform that enables AI agents to facilitate crypto tipping using x402 payment collection and CDP automatic disbursement.

Interact with your Tmux sessions, windows and pane, execute commands in tmux panes and retrieve result.

Accesses optimized documentation from the TrueNAS middleware repository to understand its codebase and APIs.

LangChain integration provider for Together

An MCP server that allows LLMs to dynamically create new tools through MCP clients like Claude Desktop.

A toolkit for enhancing LLM capabilities by providing tools to interact with external services and APIs via the Model Context Protocol (MCP).

Provides system utilities and tools like IP geolocation, network diagnostics, system monitoring, crypto operations, and QR code generation.

A modular trading automation project using the Zerodha Kite Connect API for tool-based and resource-based automation.

Provides comprehensive trademark information, including search, profile statistics, and status tracking.

Provides AI assistants with intelligent access to ML textbook content for creating accurate, source-grounded documentation.

MCP server for the Transkribus REST API — manage collections, documents, HTR/OCR recognition, models, and more. 290 tools across 22 resource domains.

Context injection for AI agents via MCP. Define path-based policies in YAML — when an agent reads a matching file, relevant knowledge is auto-injected. Prevents mistakes before they happen. Works with Claude Code, Cursor, and any MCP client.

TypeScript MCP server for AI-powered refactoring. Rename symbols, extract functions, move declarations, inline variables, find references, and fix diagnostics — strictly via the native tsserver

Refactor TypeScript and JavaScript codebases using ts-morph. Supports renaming symbols and files, moving symbols, and searching for references.

An MCP server for the Tulip API, allowing LLMs to interact with the Tulip manufacturing platform's tables, records, machines, and more.

Provides Chinese Tung Shing (almanac) data, including calendar conversions, auspicious activities, and traditional metaphysical elements.

An intelligent tutoring server that uses GitHub documentation repositories to provide structured educational prompts and tools.

Provides Twitter API access without requiring local credential setup. Credentials must be provided at runtime.

API marketplace giving AI agents instant access to 100 services (web search, image gen, code sandbox, TTS, NASA, recipes, Pokemon, and 90+ more) through a single MCP server. One API key, $1.00 free credits, 87 free services.

Universal Code Navigator - a lightweight MCP server that gives AI agents call-graph-level understanding of code. Instead of reading entire files, agents ask structural questions like: "who calls this function", "what breaks if I change it", "what's unused", and get precise, AST-verified answers. UCN parses JS/TS, Python, Go, Rust, Java, and HTML inline scripts with tree-sitter, then exposes 28 navigation commands as a CLI tool, MCP server, or agent skill.

A modern web application prototype built with React, TypeScript, and Material-UI, featuring authentication, internationalization, and Figma integration.

Human-to-AI code review bridge. Review UI prototypes in the browser, then let AI agents fix the code automatically via MCP.

An MCP server for the Unison language, allowing AI assistants to interact with the Unison Codebase Manager (UCM).

A template project demonstrating interaction between a TypeScript-based MCP server and a Unity client.

Powerful tool for the Unity Editor that gives AI Agents ability to perform any action using Unity Editor API, like modification of scripts, scenes, prefabs, assets, configuration and more.

An MCP server for Unity, enabling AI assistants to interact with projects in real-time, access scene data, and execute code.

A goal-agnostic parallel orchestration framework implementing Infinite Agentic Loop patterns as a Model Context Protocol (MCP) server.

Unofficial FortiMonitor v2 API integration exposing 241 tools across 33 modules. Covers server management, outage monitoring, maintenance windows, metrics, notifications, SNMP, cloud monitoring, dashboards, and more. Python, MIT license, Docker deployment.

Search concept relationships in the Unreal Engine official documentation using a Neo4j-powered knowledge graph.

Access market data, manage accounts, and execute trades on the Upbit Cryptocurrency Exchange via its OpenAPI.

An MCP server for the Urlbox Screenshot API. It enables your client to take screenshots, generate PDFs, extract HTML/markdown, and more from websites.

An open-source library to connect any LLM to any MCP server, enabling the creation of custom agents with tool access.

A TypeScript library for integrating MCP with tools like LangChain and Zod, providing helpers for schema conversion and event streaming.

A Python package with utilities and helpers for building MCP-compliant servers, often using Flask and Redis.

Integrate with the Valar API, assisting frontend developers with API documentation and endpoint discovery.

Perform basic video editing operations using natural language commands. Requires ffmpeg to be installed.

Search Android Vehicle Hardware Abstraction Layer (vHAL) documentation and source code from a local repository clone.

Social layer for AI coding — DMs, presence, discovery, and multiplayer games between developers. npm: slashvibe-mcp | Install: npx -y slashvibe-mcp

The definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep

An advanced MCP server for semantic routing, code generation, workflows, and AI-assisted development.

An intelligent security agent that analyzes AI-generated code for vulnerabilities and assists with remediation.

A structured development workflow for LLM-based coding, including feature clarification, planning, phased development, and progress tracking.

MCP server embedded in the VICE Commodore 64/128/VIC-20/PET emulator, giving AI assistants direct access to read/write memory, set breakpoints, inspect VIC-II/SID/CIA registers, and debug 6502 assembly in real time with 63 tools.

Convert video files between various formats using FFmpeg. Requires FFmpeg to be installed on the system.

Add, analyze, search, and edit videos using the Video Jungle API. Also supports local video search on macOS.

Security scanner for MCP servers and agent skills — query trust scores, check for vulnerabilities, and search the Vigile trust registry

Identify US visa-sponsoring opportunities on LinkedIn and access the right contacts to accelerate your outreach.

Provides local access to Cursor chat history for AI analysis and insights, with no external services or API keys required.

Integrates Volatility 3 memory analysis with FastAPI and MCP, exposing memory forensics plugins via REST APIs.

Perform advanced memory forensics analysis using Volatility3 via a conversational interface. Requires user-specified memory dump files.

Enables AI agents and assistants to interact with Visual Studio Code through the Model Context Protocol.

The most comprehensive MCP server for VS Code — 100+ tools across 25 categories. File ops, terminal, git, LSP providers (hover, completion, definition, references), and more. Free core + premium features.

A VS Code extension to connect and interact with Siemens TIA Portal projects directly from the editor.

MCP server for the Waitlister API. Manage your waitlist subscribers, track signups, and log views through AI assistants like Claude, Cursor, and Windsurf.

MCP server for WCAG practices found at https://github.com/karanshah229/wcag-aria-practices-mcp-skill/tree/main

Provides weather data using the US National Weather Service (NWS) API. Built with pure JavaScript ES Modules.

Fetches and converts website content to Markdown with AI-powered cleanup, OpenAPI support, and stealth browsing.

Manage local Whistle proxy servers through AI assistants, simplifying network debugging, API testing, and rule management.

Open-source AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization

AI-powered Windows crash dump analysis platform that provides structured access to Microsoft debugging tools through the Model Context Protocol, making complex crash investigation accessible to AI systems

MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.

An MCP server for interacting with the native Windows API, enabling control over system functions and resources.

A Model Context Protocol (MCP) server that provides screenshot capture functionality on Windows systems.

Provides programmatic access to the Windows terminal, enabling AI models to interact with the command line interface.

Fetches the Wordle solution for a specific date, available from 2021-05-19 up to 23 days in the future.

Interact with GitHub repositories, issues, pull requests, and more. Requires a GitHub personal access token.

Interact with the open World Bank data API to list and analyze economic and development indicators for various countries.

Logs file edits, decisions, and commands so agents stay in sync, avoid conflicts, and pick up where others left off.

Manage WordPress sites via the REST API. Enables AI assistants to handle content, posts, and site configurations.

Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.

An MCP server that connects LLMs with the x64dbg debugger, enabling natural language control over debugging functions.

⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source.

LangChain integration provider for Xai

Tools for Xcode project management, building, testing, archiving, code signing, and iOS development utilities.

Popular MCP server that enables AI agents to scaffold, build, run and test iOS, macOS, visionOS and watchOS apps or simulators and wired and wireless devices. It has powerful UI-automation capabilities like controlling the simulator, capturing run-time logs, as well as taking screenshots and viewing the accessibility hierarchy.

An MCP server for manipulating Xcode project files (.xcodeproj) using Swift. Requires Docker and macOS.

Translation quality evaluation using xCOMET models. Provides quality scoring (0-1), error detection with severity levels, and optimized batch processing with 25x speedup.

Interact with Odoo instances using the XML-RPC API. Requires configuration via environment variables or config files.

MCP (Model Context Protocol) Server implementation that provides AI tools to search using YaCy web search API.

An MCP server for the YApi interface management platform, enabling direct operation and full lifecycle management within AI editors.

Interact with Yahoo Finance to get stock data, market news, and financial information using the yfinance Python library.

MCP server for YNAB. Reconcile bank statements, itemize receipts, manage transactions — all through natural language.

Get YouTube transcripts, search videos, browse channels, and extract playlists from any AI agent — powered by TranscriptAPI.com with no API key required.

Upload videos to YouTube using OAuth2 authentication. Requires a Google OAuth 2.0 client secret file.

A server template for interacting with APIs that require an API key, using the Zaim API as an example.

Exposes OWASP ZAP as an MCP server, enabling AI agents to orchestrate security scans, import OpenAPI specs, and generate reports.

Integrates Zeek network analysis with conversational AI clients. Requires an external Zeek installation.

An AI-powered server providing access to multiple models for code analysis, problem-solving, and collaborative development with guided workflows.

A development tools server for Git management, file operations, AI-assisted editing, and terminal execution, integrable with AI assistants and code editors.

MCP server for Zig that connects AI coding assistants to ZLS (Zig Language Server) via LSP — 16 tools for code intelligence, build, and test.

A read-only MCP server by CData for querying live data from Zoho Books. Requires an external CData JDBC Driver.

Enables Claude, ChatGPT, and other MCP-compatible AI assistants to directly query 900+ datasets, geodata, parliamentary proceedings, tourism data, linked data, and real-time environmental and mobility information from the City of Zurich. 20 Tools, 6 Resources, 6 APIs.

A demonstration on setting up and using MCP servers within Cursor, with Docker examples.

Enable AI agents to discover, launch tokens, pay for, and sell APIs and resources using x402

A toolkit for enhancing the fundamental capabilities of large language models.

A customizable MCP service with flexible tool selection and configuration. Requires a 302AI API key.

Parses various file formats using the 302.AI API, requiring a 302AI_API_KEY.

MCP server for 402 Index: discover 15,000+ paid API endpoints across L402, x402, and MPP

Manage content databases in Notion using the Notion API.

Test web pages and HTML for accessibility issues and WCAG compliance using Axe-core and Puppeteer.

Execute terminal commands for malware analysis. Requires Node.js 18 or higher.

A read-only MCP server for Act! CRM, enabling LLMs to query live data using the CData JDBC Driver.

Access and manage ActiveCampaign data through the CData JDBC Driver.

Provides structured access to ActivityWatch time tracking data for AI assistants.

A read-only MCP server for querying live Acumatica data using the CData JDBC Driver.

Interact with over 60 blockchain networks using any MCP client. Requires an Adamik API key.

Interact with Android devices using the Android Debug Bridge (ADB).

A CLI tool for developers to manage Android devices via ADB.

A read-only MCP server for querying live ADP data, powered by the CData JDBC Driver.

Manage digital advertising campaigns with AI-powered insights from Adspirer.com.

Access the Model Context Protocol specification through prompts and resources.

An MCP server that serves ads to developers in clients like Cursor and Claude.

Auth0, but for agents. Identity and authentication service for AI agents.

A planning and orchestration system for AI-driven software development.

MCP server to dynamically load Claude Code skills into AI agents

Official MCP Server from Atlan which enables you to bring the power of metadata to your AI tools

AgentTrust is a pure MCP-only reputation and trust scoring server for AI agents.

A secure, Docker-based server providing core execution capabilities for AI agents.

An MCP server that wraps the OpenAI Codex CLI, exposing its functionality through the MCP API.

A multi-client AI agent monitoring and control system with automatic task completion detection.

Discover public A2A agents on the Agently platform using its public API.

A state-based agent orchestration system using the Model Context Protocol (MCP).

Connects AI clients to the Agile Luminary project management system via its REST API.

A high-performance JavaScript server for the Alliance of Genome Resources (AGR) MCP.

AI-powered tools for code review, brainstorming, performance analysis, and security review in Ruby.

An MCP server integrating WhatsApp messaging and ElevenLabs AI voice capabilities into VS Code.

Provides emotional support and mental health tools for AI agents.

Creates commit messages from staged files in a local git repository.

Control Apache Airflow via its API using JWT authentication.

Integrates with Google AI Studio/Gemini API for PDF to Markdown conversion and content generation.

Automate Akamai resource actions using a conversational AI client. Requires Akamai API credentials.

Enables AI assistants to interact with Azure Kubernetes Service (AKS) clusters.

ALAPI MCP Tools,Call hundreds of API interfaces via MCP

Interact with Alchemy's blockchain APIs to query data without writing code.

Disambiguate authors and resolve institutions using the OpenAlex.org API.

Access the Binance Futures API for trading, account management, and market data.

A server for searching an Algolia index using the Algolia Search API.

Yunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform.

Integrates with Alibaba Cloud APIs to manage resources like ECS, Cloud Monitor, and OOS.

Manage Alibaba Cloud Relational Database Service (RDS) using the OpenAPI.

Interact with Alpaca's market data and brokerage services via its API.

Provides real-time financial market data using the Alpha Vantage API.

Search for flight offers using the Amadeus Flight Offers Search API.

Query live Amazon Marketplace data using CData's read-only MCP server.

Integrates with the Amazon Product Advertising API to search for products.

A remote MCP server with GitHub OAuth authentication and built-in analytics tracking.

Control Android devices using the Android Debug Bridge (ADB).

Automate Android devices using the uiautomator2 library, requiring adb and a connected device.

An MCP server for accessing the official Angular documentation.

Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more

A server that dynamically creates MCP endpoints from any OpenAPI specification URL.

Interact with the Anytype API using natural language.

Interact with your Anytype data through its API, enabling AI assistants to access your information.

Interact with the Advent of Code website. Requires a session cookie for authentication.

Official Hostinger API MCP server for services managment.

A server that bridges Google Sheets, Azure AI, and MQTT APIs.

Exposes API-Market's endpoints as MCP resources, requiring an API key for access.

MCP server for Apify Com Nexgendata Google Maps

A universal bridge to convert any web API into an MCP server, supporting multiple transport types.

Interact with the App Store Connect API to manage apps, sales, and reports.

An experimental MCP server providing access to the Autodesk Platform Services (APS) API.

A MCP server for interacting with Aptos NPM packages.

Manage and query custom knowledge bases using webhook endpoints.

Convert ARC-56 smart contract specifications to MCP servers.

An MCP server for the Arduino CLI, offering tools to manage sketches, boards, libraries, and files.

Manage ArgoCD applications and resources using natural language through its API integration.

An unofficial MCP server for the Artificial Analysis API

A command-line interface to prompt users for their next plan or confirmation.

Interact with AskTable SaaS or local deployments to query data sources using natural language.

Provides real-time prices for assets like precious metals and cryptocurrencies.

An MCP interface for Atlassian products, including Jira and Bitbucket.

Interact with Atlassian Bitbucket Cloud to manage repositories, pull requests, workspaces, and code.

An MCP server for interacting with the AtomGit API for version control and code hosting.

Provides audio input and output capabilities for AI assistants.

Access the Audius music platform via LLMs, with 105 tools covering most of the Audius Protocol API.

A read-only MCP server by CData for querying live Authorize.Net data.

A .NET MCP server for interacting with the Autodesk AEC Data Model API and Viewer.

A platform-agnostic code analysis library with semantic search capabilities and MCP server support.

A command-line tool to automate the deployment of MCP servers to AWS ECS.

Connects Claude to WordPress sites to create posts and manage sites using the WordPress REST API.

A read-only MCP server for querying live Avalara AvaTax data. Powered by the CData JDBC Driver.

Provides aviation weather information for flight planning from aviationweather.gov.

A read-only MCP server for Avro data sources, powered by the CData JDBC Driver.

A read-only MCP server for Azure Data Catalog, powered by CData's JDBC driver.

An MCP server for Azure DevOps, enabling AI assistants to interact with Azure DevOps APIs.

Manage Azure DevOps projects, work items, builds, and releases.

Query Azure retail pricing information using the Azure Retail Prices API.

Provides comprehensive integration with Azure DevOps services.

An MCP server for interacting with the Backlog API, a project management and collaboration tool.

A simple and efficient MCP server for Base64 encoding and decoding of text and images.

A read-only MCP server by CData that allows LLMs to query live Basecamp data.

An MCP server for accessing Bazi (Chinese astrology) data, requiring an API key.

Manage your Bedrock server with natural language commands using the Bedrock Server Manager API.

Access Berlin's public transport data via the VBB (Verkehrsverbund Berlin-Brandenburg) API.

Provides standardized access to social platform and onchain data using the Neynar API.

BGG MCP enables AI tools to interact with the BoardGameGeek API.

Connect AI tools like Cursor and VS Code to your product documentation using the Biel.ai platform.

Exposes VSCode's development tools and language features to AI tools through an MCP server.

A server for product search, price history tracking, and specification search using the BigGo API.

Search for videos, users, and retrieve danmaku from the Bilibili API.

Access live U.S. congressional data from the Congress.gov API.

A read-only MCP server to query live Bing Ads data using CData's JDBC driver.

An MCP server for Bitbucket that provides pull request context to LLMs for automated code reviews.