MCP Essentials
Must-have Model Context Protocol servers and tools
Showing 841–900 of 2,414 skills · Page 15 of 41
hashgraph-online / review-work
1.1kQuality gate: verify each acceptance criterion of a completed task/work unit, run quality checks, and create follow-up tasks for gaps. Use before merging or to audit delivered work. Invoked as /agiflow:review-work <work-unit-or-task>.
hashgraph-online / deep-research
1.1kMulti-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited reports with source attribution
spencermarx / swarm-advanced
368Advanced swarm orchestration patterns for research, development, testing, and complex distributed workflows
google / alloydb-basics
20.3kManages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB Model Context Protocol (MCP) tools for automated database operations
google / detection-engineering-coverage-evaluation
20.3kAutomates the end-to-end detection engineering workflow in Google SecOps using MCP tools
aden-hive / hive.browser-automation
11.1kRequired before any hive-browser CLI command. The browser is driven from the terminal by running `hive-browser <command> ... --json` via terminal_exec — not via MCP tools.
dotnet / binlog-failure-analysis
5.5kAnalyze MSBuild binary logs to diagnose build failures. USE FOR: build errors that are unclear from console output, diagnosing cascading failures across multi-project builds, tracing MSBuild target execution order, and generally any MSBuild build issues. Requires an existing .binlog file.
inkeep / open-knowledge
4.3kAuthoritative agent-runtime contract for working inside an OpenKnowledge project — a markdown-CRDT knowledge base exposed over MCP
NVIDIA / doca-dma
3.4kUse this skill when the user is doing hands-on DOCA DMA programming — bringing up a doca_dma context, configuring the single doca_dma_task_memcpy task type, sizing buffers via the doca_dma_cap_task_memcpy_* queries, setting LOCAL_READ_ONLY / LOCAL_READ_WRITE permissions on source / destination doca_…
cloudflare / cloudflare-one
2.9kDesign, configure, troubleshoot, or review Cloudflare One Zero Trust and SASE deployments. Use cloudflare-one-migrations for migration planning from other vendors.
LeoYeAI / agent-comm-hub
2.1k多智能体协同通信基础设施——基于 MCP+SSE 的实时消息、任务调度、记忆共享与进化引擎。支持 WorkBuddy、Hermes、QClaw 及任意 MCP 兼容 Agent 接入。53 个 MCP 工具、4 级权限、零外部依赖 Python SDK。触发词：agent通信、智能体通信、hub通信、多智能体、跨agent通信、任务调度、assign_task、send_message、hermes通信、workbuddy通信、agent hub、通信hub、mcp通信、记忆共享、进化引擎、策略共享、经验分享、共享记忆，共同进化
LeoYeAI / ai-learning-journal
2.1kAI 学习记录与成长追踪工具。用于记录 AI/LLM 学习笔记、使用心得、Prompt 技巧、工具体验等，并提供学习指导和规划。当用户提到以下任何话题时都应使用此 skill：AI 学习记录、学习笔记、AI 使用心得、Prompt 工程学习、模型对比体验、AI 工具使用记录、LLM 学习、RAG 学习、Agent 学习、MCP 学习、AI 微调实践、AI 学习规划、怎么学 AI、AI 入门、学习路线推荐、从零学 AI、推荐学习资源、AI 学习方向、如何系统学习 AI、学习方法建议、回顾学习记录、学习总结、AI 知识整理。即使用户只是随口提了一句"今天试了一下 Claude"或"学了个新的 pr…
BagelHole / mcp-server-security
1.1kSecure Model Context Protocol (MCP) servers with transport encryption, tool authorization, input validation, and audit logging for safe AI agent integrations.
matlab / matlab-modernize-code
1.1kModernize removed or discouraged MATLAB functions and patterns
getsentry / triage-frontend-issues
1.0kTriage new issues in the Sentry `javascript` project by archiving non-actionable noise
rampstackco / seo-keyword-gap-audit
902Find keywords competitors rank for that the target property does not, and prioritize them by opportunity. Uses Ahrefs MCP for keyword and competitor data.
bitwize-music-studio / lyric-reviewer
512Reviews lyrics against a quality checklist before Suno generation. Use before generating tracks to catch rhyme, prosody, pronunciation, and structural issues.
bitwize-music-studio / pre-generation-check
512Validates all pre-generation gates before sending tracks to Suno. Checks sources verified, lyrics reviewed, pronunciation resolved, explicit flag set, style prompt complete, and artist names cleared. Use before generating tracks on Suno or when the user says "pre-gen check" or "ready to generate".
bitwize-music-studio / session-start
512Runs the session startup procedure - verifies setup, loads config and state, checks skill models, and reports project status. Use at the beginning of a fresh session.
bitwize-music-studio / sheet-music-publisher
512Converts mastered audio to sheet music and creates printable songbooks. Use after mastering when the user wants sheet music or a songbook for their album.
aiskillstore / govcon-growth-workflow
428Trigger for: finding federal opportunities; capture and bid screening; competitor or incumbent intelligence; recompete pipelines; teaming partner research; agency, customer, or market intelligence; federal labor-rate or pricing context; or refreshing prior GovCon research.
browser-use / browser-harness
18.6kLet Claude Code, Codex or Cursor use your real Chrome, logged in as you. One prompt to set up. Open source, MIT.
PrefectHQ / fastmcp
28.2k🚀 The fast, Pythonic way to build MCP servers and clients.
bethington / ghidra-mcp
5.9kGhidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker deployment.
nanbingxyz / 5ire
5.4k5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .
IBM / mcp-context-forge
4.7kAn AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
IvanMurzak / Unity-MCP
4.5kAI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a single line. Works with Claude Code, Gemini, Copilot, Cursor and any other absolutely for free.
Appllama / appllama-skills
3.0kA builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens.
metatool-ai / metamcp
2.7kMCP Aggregator, Orchestrator, Middleware, Gateway in one docker
NVIDIA-AI-Blueprints / video-search-and-summarization
1.9kNVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting.
awslabs / cli-agent-orchestrator
1.5kMulti-agent orchestration for AI coding CLIs — Claude Code, Kiro, Codex, and more, coordinated in isolated tmux sessions
mcpjungle / MCPJungle
1.3kOne place to manage & connect to all your MCP servers
uvwt / agentdock
1.3kSecure MCP runtime for AI agents to operate local machines, servers, and containers with multi-device orchestration.
i365dev / free4chat
1.2kTemporary rooms for Humans and AI Agents — run, supervise and steer Agent Tasks without a permanent workspace.
ZSeven-W / openpencil
6.5kThe world's first open-source AI-native vector design tool and the first to feature concurrent Agent Teams. Design-as-Code. Turn prompts into UI directly on the live canvas. A modern alternative to Pencil.
Galaxy-Dawn / claude-scholar
5.9kSemi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.
AI-QL / tuui
1.2kA desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Model Context Protocol (MCP) and enabling cross-vendor LLM API orchestration.
yasewang1337-svg / winutil-cn
1.1k面向 Windows 11 的中文软件管理与系统维护工具，支持 Windows 10 / 11 x64 镜像制作与默认只读的 MCP 接口。基于 Chris Titus Tech Windows Utility。
sbroenne / mcp-server-excel
834Automate real Microsoft Excel with AI via MCP Server or CLI — Power Query, DAX, VBA, PivotTables, charts, and 412 operations.
spences10 / mcp-sequentialthinking-tools
586🧠 An adaptation of the MCP Sequential Thinking Server to guide tool usage. This server provides recommendations for which MCP tools would be most effective at each stage.
makafeli / n8n-workflow-builder
549AI assistant integration for n8n workflow automation through Model Context Protocol (MCP). Connect Claude Desktop, ChatGPT, and other AI assistants to n8n for natural language workflow management.
koki7o / claude-code-for-beginners
467Your Complete Beginner's Course to Mastering AI-Powered Development with Claude Code
SepineTam / mcp-for-stata
270Stata-MCP: A MCP server for integrating Stata into your agent loop with a safety-first design.
elithril / blender-kiln
56Claude Code plugin that turns a text brief or a photo into a production-ready 3D asset through Blender: rebuilt by script, textured from CC0 scans, graded against the real object, optimized to GLB/FBX/USDZ, rigged and animated by subject. Runs on both Blender MCP servers.
Open-Dev-Society / kitbash
51Tells your AI agent which parts of your idea already exist on GitHub, which to adapt, and which to just write — every repo verified live. MCP server, Claude Code plugin, and agent skill.
nicolasmelo1 / logion
40"Does this actually work with my agent?" An open, versioned registry of AI-agent artifacts: skills, plugins, MCP servers, models, etc. with provenance and evidence attached, published over open protocols.
kochetkov-ma / claude-brewcode
38Claude Code plugin suite: brewcode (skill/agent/rule authoring, semble semantic search, superreview and teams setups), brewdoc (doc sync, PDF, publish), brewtools (text optimization, secrets scan, deploy, SSH, subagent guards)
aaif-goose / goose
55.6kan open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
can1357 / oh-my-pi
36.4k⌥ Coding agent with the IDE wired in. Built by Stencil Labs.
nukeop / nuclear
18.8kStreaming music player that finds free music for you
RightNow-AI / openfang
18.2kOpen-source Agent Operating System
xpzouying / xiaohongshu-mcp
16.5kMCP for xiaohongshu.com
GLips / Figma-Context-MCP
16.1kMCP server to provide Figma layout information to AI coding agents like Cursor
modelcontextprotocol / inspector
11.1kVisual testing tool for MCP servers
KKKKhazix / AIHOT
8.5k一个自己找热点、自己写日报的网站框架。把信源和精选标准换成你的，它就是你的行业热点站。
azrtydxb / procoder
210Senior-developer discipline for AI coding agents. A commit gate that counts unchecked as failing, quality controllers that refuse to call unfinished work done, and a lessons loop that closes each escaped bug's class. One Go binary, no runtime deps, works with 20+ agents.
michaljach / opencode-browser
107Browser automation plugin for OpenCode AI editor - Control Chrome/Edge with AI, automate web testing, scraping & form filling via MCP integration
roampal-ai / roampal-core
54Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
phuetz / code-buddy
48Local-first AI coding agent for the terminal. 64 LLM providers, 30 of them free or local $0, with auto-failover. 220+ tools, a peer-to-peer fleet, and a desktop app. No API bill required.
boringSQL / dryrun
36PostgreSQL schema intelligence MCP server with offline linting, migration safety, query validation for AI coding assistants.