Discover Awesome MCP Servers

Trello MCP Server

A Model Context Protocol (MCP) server that provides AI assistants with access to Trello's functionality. This server enables AI models to interact with Trello boards, lists, and cards programmatically.

mcp-repo-graph

Structural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of reading everything.

io.github.resuly/daleads-mcp

Enables querying Australian development applications and address-level property intelligence via the DA Leads API, offering tools for DA search, nearby applications, council/category lookups, SQL analysis, and property samples.

MCP Memory

An MCP server that gives AI assistants the ability to remember user information (preferences, behaviors) across conversations using vector search technology.

Local Testing Agent MCP Server

A multi-language testing automation server that enables AI assistants to discover, plan, and execute tests across six major programming languages. It provides comprehensive tools for repository scanning, automated test execution, and detailed coverage reporting.

agentscore-mcp

Three practical MCP tools to investigate agents, threads, and content trust signals.

sky-spine-mcp

Automates Spine asset pipeline tasks such as export, texture packing, resource validation, and file summarization through the Spine CLI.

glm-vision-mcp-server

Enables understanding local or network images via ZhipuAI's free vision model (glm-4.6v-flash), returning Chinese descriptions or answers to questions. Supports multiple images for comparison and optional model switching.

Arthor-Agent

AI agent for security teams: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base, OpenAI/Ollama. Risks, compliance gaps, remediations. MIT.

Claude Code Manager WAN

Enables ISLI agents and MCP clients to dispatch natural-language coding and terminal tasks to a locally-installed Claude Code CLI, supporting both one-shot execution and persistent sessions with workspace and security controls.

Indexed FP&A MCP Server

Gives Claude full read/write access to the Indexed FP&A portal's data, enabling everything a person can do manually on the portal through conversation.

Pulsar MCP Server

Enables interaction with Apache Pulsar clusters through MCP-compatible clients, supporting publish, consume, topic management, and connector operations.

BuildPulse MCP

MCP server for the BuildPulse Platform API. Lets AI agents surface flaky tests, CI run history, and coverage health.

ows-mcp-wallet

Enables AI agents to check balances and send transactions across multiple blockchains with automatic spending limit protection and policy enforcement.

MySQL MCP Server

A MySQL MCP server for secure database interaction, enabling schema inspection, query execution, and RBAC via AI coding assistants.

mcp-brreg-no

Access Norway's official business register (Brønnøysund Register Centre) via MCP, enabling queries and integration with AI agents.

GLM-4.6 MCP Server

Enables Claude to consult GLM-4.6's architectural intelligence for system design, code analysis, scalability patterns, and technical decision-making. Provides specialized tools for enterprise architecture consultation, distributed systems design, and code review through the Model Context Protocol.

Slack MCP

Enables Slack channel exploration and Salesforce account-to-channel reconciliation through LangSmith Gateway. Supports listing public/private channels, refreshing channel directory, and matching Salesforce accounts to Slack channels.

Semantic Scholar MCP Server

Enables searching academic papers, exploring citation graphs, and looking up authors from Semantic Scholar's database of 200M+ papers.

MCP Server for SAP OData v4

Exposes SAP OData v4 actions as AI-callable tools, enabling natural language scheduling of background jobs.

Agent Module

Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases for autonomous agent consumption via MCP. Ethics modules mapped to EU AI Act articles. Free 24-hour trial.

Chisel

Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted grep/sed instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via

mcp-postgresql

A production-oriented MCP server for PostgreSQL that exposes database operations like query execution, schema introspection, and table metadata to MCP clients such as Claude Desktop and VS Code.

Sauce Labs MCP Server

Enables AI assistants to interact with Sauce Labs testing platform through natural language, providing access to device cloud management, test job analysis, build monitoring, and testing infrastructure insights. Supports both Virtual Device Cloud (VDC) and Real Device Cloud (RDC) with comprehensive test analytics and team collaboration features.

@linklee/mcp-server

MCP server for Linklee that enables creating short links, listing links, getting click analytics, and managing workspace tags.

EdgeBox

A local sandbox that provides AI agents with code execution, filesystem access, and a full GUI desktop environment for 'computer use' capabilities. It exposes tools for shell commands, multi-language code interpretation, and remote desktop automation via the Model Context Protocol.

Dify Management MCP

Allows programmatic management of a Dify instance, including listing and creating datasets, managing applications, and tool providers.

MCP Jira Server

Enables AI assistants to interact with Atlassian Jira via API token authentication, with 46 optimized tools across modular architecture for CRUD, agile, dashboard, and search operations.

santismm-knowledge

Provides a read-only MCP interface to the Santismm Knowledge Platform, offering tools to retrieve curated content on engineering, AI patterns, architectures, governance, and agent taxonomy with structured output in English, Spanish, and Portuguese.

Directus Content MCP Server

Enables Directus users to interact with their data in LLMs, allowing content editors and data analysts to manage content, query collections, and perform data operations using natural language.