Model Context Protocol · For developers

Run this project's verification — the full local CI mirror (ruff, mypy, import contract, pytest with PostgreSQL, coverage floors, dogfood, generated docs and site, the isolated example suites, the…

guardana/guardana

Runs a persistent Ouroboros loop that repeats background evolve_step generations on a lineage until QA passes, evolution converges, or you cancel.

Q00/ouroboros

Modern Python tooling and best practices using uv, ruff, ty, and pytest.

antoinebou12/uml-mcp

使用AgentShield扫描您的Claude代码配置（.claude/目录），以发现安全漏洞、配置错误和注入风险。检查CLAUDE.md、settings.json、MCP服务器、钩子和代理定义。

affaan-m/ECC

研究优先于编码的工作流程。在编写自定义代码之前，搜索现有的工具、库和模式。调用研究员代理. An agent skill from affaan-m/ECC.

affaan-m/ECC

Audit the active repo, MCP servers, plugins, connectors, env surfaces, and harness setup, then recommend the highest-value ECC-native skills, hooks, agents, and operator workflows.

affaan-m/ECC

Adds and tests declarative, behavior-defined agentic engines in GitHub Agentic Workflows, touching Go infrastructure only when the declarative model falls short.

github/gh-aw

Intelligently upgrade claudesidian with new features while preserving user customizations using AI-powered semantic analysis.

heyitsnoah/claudesidian

Author an MCP package for OtoDock: the manifest.json fields and their rules, the package layout, what the installer refuses or drops, credentials and instances, skills bundled with an MCP, and the…

OtoDock/oto-dock

Run the mechanical checks and the by-eye checks, then report what you found with evidence instead of declaring success.

with-pebbly/aseprite-ai-artist

Adds an MCP server to NanoClaw so its container agent can list and prompt local models served by the Atomic Chat desktop app.

nanocoai/nanoclaw

Installs Codex as an agent provider for NanoClaw groups, with streaming, MCP tools, server-side history and vault-only credentials, next to or instead of Claude.

nanocoai/nanoclaw

Adds an MCP server so the NanoClaw container agent can send prompts to local Ollama models, with optional tools to manage the model library.

nanocoai/nanoclaw

Audit a repo's agent context — CLAUDE.md files, codebase docs, skills, and tool/MCP designs — against Anthropic's Claude 5 context-engineering guidance ("unhobbling": Anthropic cut ~80% of Claude…

AI-Builder-Club/skills

Add or edit a feature in a toolkit-configured project using scaffold methods and file-specific design patterns.

AgiFlow/aicode-toolkit

Design a logo, app icon, favicon set, icon set or brand kit with Glif for an app or site you are building, then export every size and wire it into the code.

glifxyz/glif-mcp-server

Find files with code duplications in a SonarQube project and inspect duplication blocks for a file (project key optional when MCP integration already defines the default project)

SonarSource/sonarqube-agent-plugins

Use XcodeBuildMCP to build, run, launch, and debug the current iOS project on a booted simulator.

harperreed/dotfiles

Canonical build → release → tag → publish procedure for the @delorenj/mcp-server-trello repo.

delorenj/mcp-server-trello

Guides the agent in choosing and calling n8n-mcp tools: finding nodes, validating configurations, deploying templates, managing workflows, folders and credentials, and auditing an instance.

czlonkowski/n8n-skills

Dub a video into one or more other languages using Sonilo, translating and re-voicing the speech into a new video per language.

sonilo-ai/skills

Kitaru test layout, CI workflows, and release-workflow behavior.

zenml-io/kitaru

X(Twitter) 推文采集 → 统一 frontmatter Markdown。自动区分图文与视频： 图文下载图片本地嵌入，视频提取直链转成文字稿。无需登录（走官方嵌入端点）。

chubbyguan/chubbyskills

Test that components send correct query parameters or request arguments.

stacklok/toolhive-studio

Sets up a shared repo environment for people and agents: CLAUDE.md, a CONTEXT.md glossary, ADRs, standards and a design-system folder, and audits drift with --check.

Yeachan-Heo/oh-my-claudecode

A skill your agent uses when a Piyaz project exists with a description but few or no tasks, and the user wants it broken into an implementable graph (project-level decomposition).

FrkAk/piyaz

Source-first umbrella for FPF-aware reasoning in a Haft project.

m0n0x41d/haft

Overview of Neon, a complete set of cloud backend primitives for apps and agents, spanning Lakebase Postgres, Auth, the Data API, Object Storage, Compute Functions, and the AI Gateway.

smontlouis/bible-strong

Search your Claude Code session history through the claude-view MCP server, matching summaries, commit messages and project or branch names, and present the most relevant sessions.

tombelieber/claude-view

Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels.

sanjay3290/ai-skills

Teaches the agent to use the WebCrypt MCP server for AES-256-GCM symmetric encryption, RSA-4096 hybrid encryption, key generation, digital signatures, hashing, and post-quantum cryptography.

putervision/state-memory-mcp

Daily digest for an x-use account covering health, metrics, pending drafts, and queued work in one pass, then approve/reject/process per the user's direction.

ihuzaifashoukat/x-use

MCPB (Model Context Protocol Bundle) Packaging and Distribution

adeze/raindrop-mcp

Manage and use MCP servers behind FastLLM — register, patch, delete and list MCP servers on the control plane, and list or call their tools through the gateway.

azrtydxb/Fastllm-proxy

Create or update Patsnap MCP catalog documentation in this repository.

patsnap/mcp

MCP threat-model artifact for a scaffolded harness. An agent skill from ruvnet/metaharness.

ruvnet/metaharness

Creates a Spring Security configuration class with authentication, authorization, and HTTP protection setup.

Amplicode/spring-skills

Inspect a running IntelliJ IDE for freezes or blocked threads via MCP.

JetBrains/intellij-community

A skill your agent uses when Memorix MCP, setup, project binding, HTTP control plane, hooks, skills, or agent integration is missing, stale, or failing.

AVIDS2/memorix

Synchronize MCP server configuration between VS Code (.vscode/mcp.json) and Copilot CLI (~/.copilot/mcp-config.json).

microsoft-foundry/foundry-agent-webapp

Answers questions about agent spend, token use, traces, events, errors and tool usage by running read-only SQL against a local TMA1 observability store.

tma1-ai/tma1

AI Engineering from Scratch 中文版中的 MCPA（Model Context Protocol Associate）AI 原生导师与入门流程。学习者需要备考 MCPA、继续认证路线、 交互式学习下一课、运行并验证实践实验、参加诊断或全真模拟、根据薄弱领域 补弱时使用。适用于 Claude Code、Codex、ChatGPT、Cursor 或其他 agent。

fancyboi999/ai-engineering-from-scratch-zh

Run and verify Flutter desktop behavior on Windows/macOS/Linux native clients.

FNOSP/FlyNarwhal

Authentication, authorization, and multi-tenancy patterns for @cyanheads/mcp-ts-core.

cyanheads/pubmed-mcp-server

Debug the running local stack with traces, logs, and a shared headless browser.

macro-inc/macro

Query the running HydraSRT instance via MCP (routes, logs, stats, control).

streamband/hydra-srt

Design, build, configure, or debug Model Context Protocol servers for codewhale, including stdio and HTTP/SSE transports.

codewhale-hq/Codewhale

A concise feature matrix for deciding which PlanetScale safety, observability, and automation recommendations apply by engine.

planetscale/skills