MCP Servers for agents

Unified Context Layer (UCL) is a multi-tenant Model Context Protocol (MCP) server that enables AI agents, automation platforms, and applications to connect to over 1,000 SaaS tools—such as Slack, Jira, Gmail, Shopify, Notion, and more—via a single standardized /command endpoint.

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Give coding agents the ability to understand dependencies.

Software Pricing Intelligence

Rube is a Model‑Context‑Protocol (MCP) server built on the Composio integration platform. It connects AI chat tools to more than 500 business and productivity applications – things like Gmail, Slack, Notion, GitHub, Linear, Airtable, and many others. Once installed, you can ask your AI tool to perform everyday tasks (e.g. “send an email to the latest customer,” “create a Linear issue,” “update my Notion database,” or “post an update to Slack”) and Rube will securely talk to the relevant apps on your behalf. Instead of writing complex API integrations yourself, you just tell your AI assistant what you want to do.

GoWeb3 Data MCP Server provides events and news curated by GoWeb3.fyi

Make Coding Assistant able to access errors and performance data directly from your monitoring tool.

mcp-whoisxmlapi bridges the gap between AI assistants and comprehensive domain intelligence by providing several specialized tools for domain, IP, and DNS analysis, secure token-based authentication for API access, multiple usage options including Docker and native binaries, and flexible integration supporting both stdio and Server-Sent Events (SSE) modes.

Build and Deploy Agentic Browser Workflows at Scale

Enable code assistant LLMs such as Claude Code and Cursor to interact with Xcode, building your project the same way you do, and returning build results or errors back to the LLM, to greatly increase productivity whenever you are working with an iOS, macOS, tvOS, watchOS or visionOS project or Swift Package - or any time you'd normally be using Xcode.

AI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The Winston AI MCP server also offers a robust plagiarism checker to help maintain integrity.

Smart AI Assistant For Development - Code Researcher And Generation

Maestro MCP allows you to control emulators, interact with apps, write and automatically debug UI tests on Claude Code, Cursor or Windsurf.

MCPX is a remote-first MCP aggregator that enables zero-code integration and dynamic dispatch to multiple MCP servers through simple JSON configuration.

Connect any bitcoin lightning wallet to agents to send and receive payments instantly at low cost.

Agents speak Markdown. Humans prefer PDF. We bridge the gap for the final stage of your agentic workflow. No sign-ups, no credit cards, just sats for bytes.

An open source Model Context Protocol (MCP) for Salesforce

Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ blokchain networks and 8M+ tokens.

Access your personal health data, sleep stats, location, calendar, and more securely through Context by Fulcra!

Alpaca MCP Servers deliver Alpaca’s Trading API best practices straight into your development and trading workflows.

About Zero-Config, Fully AI-Managed End-to-End Testing for all code gen platforms

Enables ai agent payment, digital id, decision logging and discoverability (i.e. via Sokosumi makretplace). Auto generates a Cardano blockchain wallet for agent-to-agent payments and transactions. No blockchain coding required.

Paperless-NGX Document Management Server

Next-generation ORM for Node.js & TypeScript | PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.

Convex’s MCP server lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity. Perfect for AI automation, real-time apps, and dynamic data access.

A minimal Rails API template for creating MCP (Model Context Protocol) servers with robust tool execution capabilities and examples.

A working pattern for SSE-based MCP clients and servers

A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.

A minimalistic async Rust implementation of the Model Context Protocol (MCP).

MCP server for graph representation of a codebase

Chat with any codebase with a single command

Compiler-driven MCP framework for Kotlin Multiplatform

An MCP generator for OpenAPIs 🫳🎤💥

A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.