MCP (Model Context Protocol) servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol — so the agent can actually take action, not just write code.
1062 servers
Spatio-Temporal Transfer Protocol (STTP) is a typed intermediate representation that encodes conversational state into a compressed, confidence-weighted structure any model can reconstruct. This is the MCP server that exposes that capability as tools. Licensed under Apache-2.0. See LICENSE. Every AI conversation dies when the session ends. The context, the reasoning state, the accumulated understa
A Model Context Protocol (MCP) server for LinkedIn API integration, enabling LLMs to interact with LinkedIn's professional network. - Profile Management: Get your own profile, view other profiles - Connection Management: List connections, send connection requests, check connection status - Posts & Content: Create posts, get feed, like and comment on posts - Job Search: Search and view job listings
Instead of manually checking the Rybbit dashboard, let your AI assistant query analytics data directly: - "How many users visited the site today?" - "Show me the top pages by bounce rate this week" - "What errors occurred in the last hour?" - "Show user journey from homepage to checkout" - "Compare browser usage between mobile and desktop" Or clone and build: Add to your ~/.claude/settings.json or
Scaffolds a new WebMCP tool component using useMcpTool with Zod schema, handler, annotations, and wires it into the WebMCPProvider tree. Use when the user wants to expose functionality as an MCP tool, make something callable by AI, add a new tool, or create an AI-accessible action.
Ditempa Bukan Diberi — Forged, Not Given [ΔΩΨ | ARIF] → QUICKSTART | → 7-Organ Canon | → 13 Floors Constitution | → npm @arifos/mcp In the 1970s, the internet had a routing problem: IP could deliver packets, but nothing guaranteed they would arrive in order, intact, or at all. The solution was TCP — a reliability layer that made the chaotic network trustworthy. AI agents have the same problem toda
Persistent project intelligence that converts conversation into structured decisions, constraints, and artifacts. A builder talks. The product thinks. The system evolves. Every conversational turn flows through a pipeline: 1. Classify — Is this a decision, constraint, rejection, exploration, goal, correction, or noise? 2. Extract — Pull structured data: statement, rationale, category, certainty, a
13 production-ready tools for AI agents — one API key, zero complexity. Docs · Playground · OpenAPI Spec · npm Building AI agents that interact with the real world? You'd normally need: No credit card. No setup. 13 endpoints ready to use. Use Agent Toolbox as an MCP server in Claude Desktop, Cursor, or Windsurf: Add to Claude Desktop config: See MCP Quickstart Guide for full setup instructions. Al
MCP skill for airtable. Provides 8 tools: ping, list_bases, search_bases, list_tables_for_base, get_table_schema, list_records_for_table, create_records_for_table, update_records_for_table
Model Context Protocol server for OriginSelect — search ethical, origin-verified products and brands via AI agents. Works with Claude Desktop, Cursor, Windsurf, and any MCP-compatible client. No install needed — just add to your Claude Desktop config: Then add to Claude Desktop config: Add to your MCP settings: Once connected, ask your AI assistant: - "Find organic baby products from Canada under
An MCP (Model Context Protocol) server that connects AI agents like Cursor and Claude Code to your ElmapiCMS instance. Manage collections, fields, content entries, and assets programmatically through natural language. Or install locally: The server requires three environment variables: Add this to your Cursor MCP settings (~/.cursor/mcp.json): Add the MCP server using the Claude Code CLI: If your
한국어 | English 1969년 Ken Thompson이 Unix를 만들 때, 그는 출력 대상이 사람이라고 가정했다. 정확히 말하면 터미널 앞에 앉아 있는, 눈이 달린 생물. 반세기가 지났다. 이제 터미널을 읽는 것은 사람만이 아니다. AI 에이전트는 ls -la를 실행하고, 그 출력을 받는다. 그리고 거기서 진짜 작업이 시작된다. 공백을 기준으로 분리하고, 첫 번째 열이 권한이고, 세 번째가 소유자이고, 파일명이 어디서 시작하는지를 토큰을 태워가며 추론한다. 인간의 눈이 0.1초에 처리하는 것을. 이것은 번역이 아니다. 암호화된 적도 없는 메시지를 해독하는 일이다. 세 번의 번역이 일어난다. 첫 번째: 커널이 파일시스템 메타데이터를 stat 구조체로 관리한다. inode, mode, uid, gid,
A Model Context Protocol (MCP) server that provides intelligent search capabilities for discovering relevant Claude Agent Skills using vector embeddings and semantic similarity. This server implements the same progressive disclosure architecture that Anthropic describes in their Agent Skills engineering blog, making specialized skills available to any MCP-compatible AI application. An open-source
MCP (Model Context Protocol) server that exposes TestCollab test management functionality to AI assistants like Claude. - Test Case Management - listtestcases - List test cases with filtering, sorting, and pagination - gettestcase - Fetch a single test case with full details (including steps) - createtestcase - Create test cases with steps and custom fields - updatetestcase - Update existing test
- A minimal server/client application implementation utilizing the Model Context Protocol (MCP) and Azure OpenAI. 1. The MCP server is built with FastMCP. 2. Playwright is an an open source, end to end testing framework by Microsoft for testing your modern web applications. 3. The MCP response about tools will be converted to the OpenAI function calling format. 4. The bridge that converts the MCP
A Model Context Protocol server for the QA Sphere test management system. This integration enables Large Language Models (LLMs) to interact directly with QA Sphere test cases, allowing you to discover, summarize, and chat about test cases. In AI-powered IDEs that support MCP, you can reference specific QA Sphere test cases within your development workflow. - Node.js (recent LTS versions) - QA Sphe
This is a Model Context Protocol (MCP) server that integrates AgentQL's data extraction capabilities. - extract-web-data - extract structured data from a given 'url', using 'prompt' as a description of actual data and its fields to extract. To use AgentQL MCP Server to extract data from web pages, you need to install it via npm, get an API key from our Dev Portal, and configure it in your favorite
remotely attestable MCP server This project contains an MCP Server that is remotely attestable by MCP clients. To achieve this, a trusted execution environment is used, which generates a certificate representing the currently-running code of the attestable-mcp-server. The attestable-mcp-server sends this certificate in the TLS handshake to an MCP client before connecting that proves the code it's
This server provides access to the Shopify Storefront API via MCP, allowing AI assistants to query and interact with your Shopify store data. - Access to product, collection, and inventory data - Cart creation and management - Support for GraphQL queries and mutations - Automatic token handling and validation - Easy integration with MCP-compatible AI assistants 1. Clone this repository 2. Install
IMPORTANT: This project is deprecated. Spacebridge MCP server is now available over HTTPS. See instructions at https://spacebridge.io A Model Context Protocol (MCP) server that integrates with the SpaceBridge REST API (https://spacebridge.io/docs) to automate issue management across connected issue trackers. SpaceBridge-MCP is a Model Context Protocol (MCP) server designed to integrate AI developm
Recently I renamed the tool to runProcess to better reflect that you can run more than just shell commands with it. There are two explicit modes now: 1. mode=executable where you pass argv with argv[0] representing the executable file and then the rest of the array contains args to it. 2. mode=shell where you pass commandline (just like typing into bash/fish/pwsh/etc) which will use your system's
This repository contains an implementation of a Model Context Protocol (MCP) server for the Royal Spanish Academy (RAE) API. It allows language models to interact with RAE's dictionary and linguistic resources. Run the server with stdio transport (for integration with LLMs): Or run it as an SSE server: The MCP server exposes the following tools to LLMs: 1. search - Search RAE API for information -
English | 中文 这是一个基于Model Context Protocol (MCP)构建的YCloud WhatsApp API服务器。它能够自动从YCloud WhatsApp OpenAPI规范中生成工具,让AI模型(如Claude)可以直接与YCloud WhatsApp API交互。 在使用此服务器之前,您需要: 1. 在 YCloud官网 注册一个账户 2. 获取您的API密钥(请参阅下面的说明) 3. 安装必要的软件依赖(请参阅下面的说明) - Node.js v16.0.0 或更高版本 - npm v7.0.0 或更高版本 - Claude 桌面应用(如果要与 Claude 集成) - 自动从OpenAPI规范生成MCP工具 - 支持所有YCloud API端点 - 自动处理参数类型和验证 - 支持HTTP请求和响应处理 要使用YCloud API,您需要一个API
An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP). - Browse latest stories from Hacker News - View top and best-rated stories - Get story details - Read comments for stories - Clean formatting of Hacker News content for better readability - Node.js 16 or higher - Claude Desktop - Internet connection to access Hacker News API 1. Clone or d
MCP server for Pearch.AI: natural-language search over people and companies/leads (B2B). Use it from Cursor, Claude Desktop, VS Code, or any MCP-compatible client. - searchpeople — natural-language search for people (e.g. “software engineers in California with 5+ years Python”); returns candidates with optional insights and profile scoring. - searchcompanyleads — find companies and leads/contacts