Discover Awesome MCP Servers

Ecosyste.ms Package Data

Enables querying package ecosystem data from ecosyste.ms, including package metadata, versions, security advisories, dependencies, and repository information across 40+ package registries with fast local SQLite lookups and API fallback.

accountinghouse-mcp

MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources in any MCP client.

SnackMachine

Modular snack registry, scheduler, spool, and MCP knowledge conduit that enables AI-ranked search, multi-agent shared memory, and FTS5 indexing across vault layers.

PGSandbox MCP

PGSandbox MCP is a local Rust MCP server for disposable Postgres databases. It creates tracked database/role pairs, returns scoped sandbox credentials, supports bounded SQL and schema tools, and cleans up expired sandboxes with TTLs.

Ratatosk

CNCF release intelligence: typed, quoted facts (security fixes, breaking changes, deprecations) from every graduated/incubating project's release notes, updated daily. check_stack compares running versions locally — versions never leave your process.

HFSS MCP Server

An MCP server for automating ANSYS HFSS simulations, providing persistent connections and a suite of tools for modeling, simulation, and post-processing.

swagger-openapi-mcp

MCP server for querying Swagger/OpenAPI metadata efficiently from AI tools, enabling fast API discovery, search, and schema inspection.

grantguard-mcp

Enables auditing PostgreSQL role write privileges against a policy file, using read-only tools to explain, describe, and check permissions.

Workshop

Enables LLM clients to query current weather and temperature for a city and simulate sending invitations with confirmation and per-item progress.

mad-invoice-mcp

Enables creation and management of invoices with JSON storage and LaTeX-based PDF rendering. Supports draft creation and professional PDF generation through customizable LaTeX templates.

Browser MCP

Enables MCP clients to control a real local browser window for web automation tasks such as clicking, typing, scrolling, and taking screenshots.

personal-notes-assistant

Enables querying, listing, and summarizing personal knowledge base documents using RAG with hybrid search and LLM.

mcpserver-semantickernel-client-demo

Chắc chắn rồi, đây là bản dịch tiếng Việt của câu đó: **Đang trình bày một cách triển khai cực kỳ đơn giản của một máy chủ MCP C# được lưu trữ bằng Aspire và được sử dụng bởi Semantic Kernel.**

AstroFabric

AstroFabric is an agentic AI operating system for growth, revenue and digital operations. Specialist AI agents plan and execute complete missions through metered tools, with enforced budgets, approval-gated writes and full run transcripts. Work runs from the console, REST API, hosted MCP server, schedules, email or chat.

AI-Powered Kubernetes MCP Server

Enables natural-language management of Kubernetes clusters via kubectl-ai and Gemini, providing commands like listing pods, scaling deployments, and retrieving logs through a FastAPI backend.

Firecrawl MCP Server

A Model Context Protocol server that enables web scraping, crawling, and content extraction capabilities through integration with Firecrawl.

MCP2ANP Bridge Server

Enables MCP clients like Claude Desktop to interact with ANP (Agent Network Protocol) agents through three core tools: authentication setup, document fetching, and OpenRPC method invocation. Converts ANP's crawler-style interaction paradigm into MCP-compatible tools for seamless agent communication.

Gardening AI MCP Server

An MCP server for gardeners providing plant identification, climate-adjusted watering schedules, soil analysis, companion planting compatibility, and pest diagnosis with organic treatment plans.

Squarespace MCP Server

A comprehensive MCP server that enables AI assistants to interact with Squarespace sites, providing 67 tools for website management, e-commerce, content creation, and analytics.

MCP Git Manager

An MCP server that gives AI agents git repository access: status, log, diff, branch, commit, push, pull, tag, stash, remotes — 24 tools, zero dependencies, pure Python stdlib (subprocess).

Remote MCP Server Authless

A Cloudflare Workers-based remote Model Context Protocol server that operates without authentication requirements, allowing users to deploy custom AI tools that can be accessed from Claude Desktop or the Cloudflare AI Playground.

x-wing-mcp

An MCP server for X (Twitter) that enables creating posts, threads, likes, follows, and DMs, plus reading posts, timelines, mentions, and search results via a unified OAuth 2.0 connection.

swarm-suite

An AI engineering team for embedded firmware, lab automation, and hardware drivers. It uses 53 specialized experts and a datasheet-to-release pipeline to produce auditable, hardware-aware code.

MCP DataFrame QA

A research-informed MCP server that enables natural language question answering over local dataframes (CSV, Parquet, or Pandas) with safe, read-only execution and typed analysis plans.

Interactive Feedback MCP

Enables AI assistants to request user feedback and confirmation to prevent speculative tool calls and reduce resource usage. It streamlines task completion by consolidating multiple potential steps into a single, feedback-aware process.

Dilix MCP

Open-source MCP server providing real estate regulatory intelligence (zoning, permits, entitlements, deal scoring) for US properties, enabling AI agents to access 10 callable tools.

la-caja-mcp

Enables structured debates with agent-agent-human interaction and access to persistent contextual memory (La Caja) through MCP tools.

trmm-mcp

MCP server that gives AI assistants read-only access to TacticalRMM fleet data (agents, checks, alerts, services, processes, etc.) and, with explicit approval, lets them run commands on managed machines.

claude-code-delegate-local

MCP server that delegates Claude Code subagents to alternative backends such as local models, DeepSeek, or AWS Bedrock, while keeping your Claude Code orchestrator session intact.