Model Context Protocol · For developers

Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts.

giancarloerra/SocratiCode

Build, test, inspect, install, and deploy MCP servers with FastMCP in Python.

Tommy-yw/RunbookHermes

Audit a documentation site for agent-friendliness: discovery, markdown delivery, crawlability, semantic structure, machine-readable surfaces, and content legibility.

docker/docs

Excalidraw canvas toolkit for creating, editing, and refining diagrams on a live canvas.

yctimlin/mcp_excalidraw

Manage skills, agents, extras, hooks, plugins, and MCP connection settings with the Skillshare CLI.

runkids/skillshare

Platform-neutral guidance for using Open Computer Use, the open-source Computer Use MCP server and CLI for macOS, Linux, and Windows.

iFurySt/open-codex-computer-use

A skill your agent uses when doing ANY task involving Supabase.

curvenote/curvenote

Builds, modifies, debugs, migrates and verifies TypeScript MCP servers and MCP Apps with the mcp-use framework, treating the installed package's types as the source of truth.

mcp-use/mcp-use

AWS serverless and event-driven architecture expert based on Well-Architected Framework.

zxkane/aws-skills

Draw cloud architecture diagrams for AWS, Azure or GCP with the official provider icon sets, using TerraVision.

patrickchugh/terravision

Creates, hands off, claims, executes and closes agent tasks through the MemPalace logstream, with approval of the exact task before it is recorded.

MemPalace/mempalace

Detects which languages a project uses, installs the matching language server, writes its config and checks it with a real call so diagnostics and go-to-definition work.

code-yeongyu/oh-my-openagent

Use the Appllama MCP (mcp.appllama.io) well — research real top-grossing mobile apps, their screens, flows, and UI elements, then build from what you learn.

Appllama/appllama-skills

Review how the lean-ctx ctx MCP tools performed in the current session and file upstream issues for confirmed problems.

yvgude/lean-ctx

Automates websites with Skyvern's AI browser agent to fill forms, extract data, download files, log in and run multi-step workflows through SDKs, REST, MCP or a CLI.

Skyvern-AI/skyvern

A skill your agent uses when designing, generating an MVP blueprint for, auditing, troubleshooting, refactoring, or explaining an agentic harness for any domain.

DenisSergeevitch/agents-best-practices

One-click initialization of a multi-agent repository from the RepoBrain template.

study8677/repobrain

Query and invoke tools on MCP servers using fastmcp list and fastmcp call.

PrefectHQ/fastmcp

Migrate an existing agentic PoC/pilot (Claude Code project files, MCP configs, hooks, local tools, openclaw config, or similar hand-rolled setup artifacts) into an Archestra instance.

archestra-ai/archestra

A skill your agent uses for anything involving the Synalinks neuro-symbolic LM framework (Keras-inspired): DataModel/Field/Input, JSON operators (+ & | ^ ~), synalinks.ops…

SynaLinks/synalinks-skills

Generates images and game sprites through GPT or Grok with guided provider choices, separate saved defaults, automatic cleanup and optional curation.

aldegad/sprite-gen

Interacts with MCP servers from the command line: lists servers and tools, inspects a tool's JSON schema, and calls a tool with JSON arguments from stdin or an argument.

philschmid/mcp-cli

Explains the architecture of a public GitHub repository through GitDiagram: how the code is organized, the main components with paths, and a Mermaid diagram.

ahmedkhaleel2004/gitdiagram

Drive tuios from inside one of its panes. An agent skill from Gaurav-Gosain/tuios.

Gaurav-Gosain/tuios

Guides building on-device multi-agent apps in Swift with the AgentSquad framework: which agent, orchestrator, classifier, storage or voice type fits each situation.

2FastLabs/agent-squad

Looks up library and framework documentation through Context7 first, with bundled Node scripts as a fallback that fetch and analyze llms.txt files.

withkynam/vibecode-pro-max-kit

Shows a question as a modal in the interface to clarify a task, collect a preference or get approval, since the user cannot see terminal output.

MemTensor/MemOS

Triages open herdr GitHub issues into a short decision-first Markdown table with a priority light, recommendation, age, reactions and a reason for each.

herdrdev/herdr

Zod schema validation best practices for type safety, parsing, and error handling.

jasonjgardner/blockbench-mcp-plugin

Navigates a codebase through the code-review-graph MCP tools: architecture overview, symbol search, caller and callee tracing, flows and oversized functions.

tirth8205/code-review-graph

Grounds every implementation decision in official documentation.

shashankswe2020-ux/whoop-mcp

Use CodeGraphContext (CGC) to index a repo into a graph DB and query it via CLI or MCP.

CodeGraphContext/CodeGraphContext

Build and edit Activepieces pieces (integrations) — creating new pieces, adding actions or triggers, or fixing bugs in existing ones.

activepieces/activepieces

A skill your agent uses when working with Foundatio infrastructure abstractions for .NET -- caching, queuing, messaging, file storage, distributed locking, or background jobs.

FoundatioFx/Foundatio

Edits an already-installed workspace capability's manifest to add an MCP server, a skill, an integration or agent guidance, then reinstalls it so the change takes effect on the next run.

holaboss-ai/holaOS

A skill your agent uses whenever the user wants to build, extend, debug, test, validate, locally load, package, or publish an OpenPets plugin; work with the OpenPets Plugin SDK v3, plugin manifest…

OpenPetsHQ/openpets

Autonomous performance optimization: research, PoC, benchmark, implement, review, PR

raullenchai/Rapid-MLX

Search the vault using QMD semantic search. An agent skill from breferrari/obsidian-mind.

breferrari/obsidian-mind

Set up, start, verify, inspect, and stop local development clusters from the current rocketmq-rust checkout.

mxsm/rocketmq-rust

A skill your agent uses when the user wants to brute-force credentials, spray passwords, or enumerate services/subdomains against any network protocol (HTTP, SSH, FTP, SMB, RDP, databases, mail…

evilsocket/legba

Covers developing the LangBot core backend and web UI: dev setup, repo layout, API auth types, adding endpoints, migrations and keeping the MCP server in step.

langbot-app/LangBot

Audits Trigger.dev tasks, schedules and run history for wasteful machine sizes, retries, polling and cron frequency to cut spend.

papermark/papermark

Choose and create the right Neon branch type for testing and development.

Xe/site

A skill your agent uses when using ZeroToken MCP via OpenClaw for browser automation, trajectory recording and low-token replay, especially for recurring or scheduled browser tasks.

AMOS144/ZeroToken

Release and recover first-party Composio CLI binaries through Build CLI Binaries, including automatic beta builds, promote-stable dispatches, beta-tag selection, asset and installation verification…

ComposioHQ/composio

Scans a codebase and suggests which Claude Code hooks, subagents, skills, plugins and MCP servers fit its stack, without changing any files.

anthropics/claude-plugins-official

Answers n8n product, setup, credential, node, hosting, API, and usage questions from current n8n docs.

n8n-io/n8n

Load before calling build-workflow. An agent skill from n8n-io/n8n.

n8n-io/n8n