Discover Awesome MCP Servers

imscc-mcp

An MCP server that enables the creation of Canvas Common Cartridge (.imscc) packages from structured course data using the canvas_cc Ruby gem. It allows users to programmatically build course content including modules, assignments, and rubrics for import into compatible Learning Management Systems.

Spec Forge MCP

A NestJS MCP server that extracts tables from documents (PDF, etc.) into a single JSON file using OpenRouter's Claude Haiku model.

Crypto News51 MCP Server

Provides cryptocurrency news, prices, sentiment analysis, and market data through the Crypto News51 API.

wherewent

Zero-config SQL profiler for slow Python/SQLAlchemy jobs, built for agents: returns the exact call site, query count, and fix as compact machine-readable fields instead of raw query logs~55× fewer tokens per diagnosis (≈10k → ≈180) and the matching drop in API cost.

MCP Filesystem Python

这个服务器通过 MCP 提供对目录文件的安全只读访问，支持文件搜索、.gitignore 兼容、路径遍历保护，以及使用 'file://' URI 方案进行 MIME 类型检测。

figma-mcp-poor

AI assistants can read and inspect Figma design context locally via a plugin, without external API keys or rate limits.

pin-the-protocol

A verifying MCP gateway that pins approved tool manifests and skill files to content addresses, blocking tampered descriptions before they reach model context.

MCP-Wait

一个简单的 MCP 服务器，提供等待功能，可以暂停直到其他任务完成，并提供进度报告，支持 CLI 或带有 SSE 的 HTTP 服务器。

DeepSeek Harness Plugin MCP

MCP server that lets AI agents discover, inspect, install, and run DeepSeek Harness plugins via MCP, bridging the gap between the MCP protocol and Cordis-based plugin bundles.

AppTweak MCP Server

Empowers users to search and analyze mobile apps via the AppTweak API, providing insights into app store data, reviews, ratings, and keyword performance on iOS and Android platforms.

Kelivo File Maker MCP

Enables Kelivo to generate text files (TXT, HTML, etc.) from code and return HTTPS download links, with files stored temporarily for 24 hours.

mcp-server-github-actions

MCP server for GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.

mcp-slim-proxy

A proxy that reduces context token waste by exposing meta-tools (search_tools, load_tool, unload_tool) so the agent loads only needed tool schemas instead of all upstream tools.

ShopSignal

DTC competitor intelligence: catalog snapshots, price history, cross-brand product comparison, and drop/restock detection for 84 Shopify-powered brands. Pay-per-call via Apify.

Mermaid Grammar Inspector

A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities

Banana

A simple MCP server that provides tools for adding numbers, creating text files, and logging entries.

provenance-mcp

Answers why code exists by tracing file:line or natural-language questions through git blame, commits, PRs, and linked issues, providing cited evidence from history.

mcp-upbank

Enables querying Up Bank account transactions and spending habits through natural language, using the Up Bank API in read-only mode.

Node.js Sandbox MCP Server

Enables running arbitrary JavaScript code in isolated Docker containers with on-the-fly npm dependency installation, supporting both ephemeral one-shot executions and persistent sandbox environments.

Local Library MCP

Local MCP server that provides verified answers about Jimmer and internal libraries using a SQLite FTS5 knowledge base.

Axon

Axon is an MCP server that provides root-cause debugging and vulnerability detection for AI coding agents. It enables agents to localize bugs, verify fixes, and find security vulnerabilities with high precision, requiring zero configuration.

grocery-mcp

MCP server for grocery-related web automation using Playwright, enabling AI assistants to interact with grocery websites.

Code Sandbox MCP

Creates short-lived, offline JavaScript sandbox containers for safe code execution via MCP, with no network access and strict resource limits.

datacore-mcp

MCP server exposing Datacore's knowledge base, GTD, and engram memory to any AI assistant.

LG Washer MCP Server

Enables an AI assistant to monitor and control an LG ThinQ washing machine, including retrieving live status, profiles, and sending start/stop commands via LG's ThinQ Connect API.

Mycelia

Provides a persistent, cross-tool memory layer for AI coding agents via MCP, enabling storage and retrieval of decisions, preferences, and context across different tools and models.

taxbrainai-mcp

A standalone MCP server for Indian personal income-tax work (ITR-1/2/3/4 + post-filing notices) with 8 deterministic tools, running fully offline with no API keys.

MCP Atlassian

An MCP server that integrates with Jira and Confluence to enable AI-powered issue management, content search, and document creation. It supports both Cloud and on-premise deployments, allowing users to automate workspace tasks through natural language.

simplenote-mcp

Enables AI tools to read and optionally write Simplenote notes via local database or API, supporting offline use on macOS.