MCP servers

Evaluates whether the agent selected appropriate MCP tools instead of shell workarounds.

databricks-solutions/ai-dev-kit

Review many client Odoo databases at once through odoo-mcp's cross-instance tools — fleet-wide accounting health, per-client aging, partial-failure triage — for agencies and partners managing 5–50…

erpipe-org/mcp-odoo

A skill your agent uses when the cardputer MCP tools (notify, ask, confirm, show, progress) are available in the session, or the user mentions their Cardputer / handheld / "buzz me" / "page me".

dakshaymehta/cardputer-claude-os

Set up or fix the Vexa MCP connection for this plugin — where the API key comes from, hosted vs self-hosted URL, and how to check the connection…

Vexa-ai/vexa

Generate and open an interactive visualization of Buddy guard-mode reasoning data using Buddy's local CLI command.

fiorastudio/buddy

QA MCP tool changes with local CLI and real agent clients. An agent skill from getsentry/toolkit.

getsentry/toolkit

A skill your agent uses when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations, help choosing the latest model for a use case, or…

Haohao-end/openagent

A skill your agent uses when working with ComfyUI workflows through FL-MCP or similar MCP tools: inspect, explain, create, edit, debug, compact, validate, queue, screenshot, or organize node graphs…

filliptm/ComfyUI_FL-MCP

Searches a codebase with hybrid semantic and lexical retrieval plus neural reranking through MCP tools, for finding implementations and grounded answers.

Context-Engine-AI/Context-Engine

Search context-mode's persistent FTS5 knowledge base for previously indexed local project content, documentation, or session memory. Trigger…

mksglu/context-mode

Reviews pull requests for the Confluent MCP server. An agent skill from confluentinc/mcp-confluent.

confluentinc/mcp-confluent

Autonomous, spec-driven, multi-agent pipeline that takes an EDT-MCP task or issue end-to-end — research → critics → architect → parallel development → review loop → tests → live-stand check →…

DitriXNew/EDT-MCP

Installs and connects the Forgetful CLI in local or remote mode, sets up token auth for CI, and proves the setup with a real round-trip call.

ScottRBK/forgetful

Automates Accelo tasks through Composio's Accelo toolkit and the Rube MCP server, with a search-first routine so tool schemas are always current.

ComposioHQ/awesome-claude-skills

Build, install, and hot-reload Nimbalyst extensions using MCP tools.

nimbalyst/nimbalyst

Prepare, publish, verify, or recover a cloakbrowser-mcp release only when the user explicitly requests release work.

swimmwatch/cloakbrowser-mcp

Connect to SereinFlow MCP, load its live routing guide, and operate only the requested capability.

fhhyyp/serein-flow

Find worthwhile FastMCP issues to work on in a backlog or release window, verify promising candidates, and present concrete picks with existing PR links.

PrefectHQ/fastmcp

Expert guide for the NotebookLM CLI (nlm) and MCP server - interfaces for Google NotebookLM.

iusztinpaul/ai-research-os-workshop

Keeps an n8n MCP session pointed at the right n8n instance, with rules for discovering, switching and verifying the target before credential writes and for recovering from misroutes.

czlonkowski/n8n-skills

A skill your agent uses when benchmarking rubydex MCP against plain Grep/Glob for Ruby code tasks.

Shopify/rubydex

Deep links in ToolHive Studio. An agent skill from stacklok/toolhive-studio.

stacklok/toolhive-studio

Searches a locally cached, security-graded catalog of agent skills and MCP servers, and returns install commands after checking each one's grade.

zhuyansen/agent-skills-hub

Lightpanda browser, drop-in replacement for Chrome-based browsing in any AI agent - faster and lighter for tasks without graphical rendering like data retrieval.

lightpanda-io/agent-skill

Complete JetBrains MPS workflow guide for DSL projects — models, languages, generators, node JSON blueprints, type queries, validation, MPS MCP tool usage, and the index of companion skills.

JetBrains/MPS

Builds robust Python MCP (Model Context Protocol) servers with FastMCP — tool design, error contracts, event-loop-safe blocking work, subprocess/CLI wrapping, single-file vs packaged distribution…

kajisho5/ffmpeg-skill

Create Model Context Protocol (MCP) servers that expose tools, resources, and prompts to Claude.

glittercowboy/taches-cc-resources

Creates and validates dubbo-go-pixiu MCP gateway conf.yaml. An agent skill from apache/dubbo-go-pixiu.

apache/dubbo-go-pixiu

Use Horosa (星阙) local metaphysics MCP tools correctly — 110 techniques: Western astrology natal chart, solar return, progressions, primary directions, horary, electional 择日, birth-time…

Horace-Maxwell/horosa-skill

Query and write durable debugging memory recorded by MemoryWhale.

wuisabel-gif/MemWhale

Run bot acceptance tests to validate MCP tools work correctly from a real AI agent's perspective.

homeassistant-ai/ha-mcp

Use ProjectAtlas before broad source reads, preferring the installed short atlas CLI for an exact checkout and MCP for registered worktree routing, compact session briefs, or federated graph evidence.

styler-ai/ProjectAtlas

Use the ghchen99/mcp-musescore MCP server to inspect, navigate, compose, and edit an open MuseScore score through its QML WebSocket plugin.

ghchen99/mcp-musescore

Triage a UI Verify build from your coding agent via the UI Verify MCP — bucket a build's changed stories into real regressions vs cosmetic reflow vs rendering noise, summarize the real regressions…

igrlk/storybook-addon-test-codegen

Covers the Tiger Brokers OpenAPI Python SDK for market data, stock, futures and options trading, push subscriptions, a CLI and an MCP server, defaulting to paper trading.

qusong0627/QuantMind

Analyze and resolve APIView review feedback on Azure SDK PRs.

Azure/azure-sdk-for-android

Guidelines for writing and executing Google Apps Script code using ggsrun and finding documentation via workspace-developer.

tanaikech/ggsrun

Orchestration guidance for Joplin note, notebook, and tag management tools

alondmnt/joplin-mcp

Guides scene and world building in Unreal Engine through the Flopperam MCP: placing actors, sculpting landscapes, scattering foliage, editing materials and verifying the level.

flopperam/unreal-engine-mcp

Monitored single-subtask execution workflow. An agent skill from RoboClaw-Robotics/RoboClaw.

RoboClaw-Robotics/RoboClaw

Build and test MCP tools using direct API calls or MCP Inspector.

tomaspavlin/rohlik-mcp

Guide for using the NeuroLink SDK and CLI. An agent skill from juspay/neurolink.

juspay/neurolink

A skill your agent uses when the user needs academic paper retrieval — searching scientific literature by author/year/journal, finding paper chunks for RAG-style citations, or expanding original…

opendatalab/Sciverse-Agent-Tools

Use trace-mcp tools for code navigation, impact analysis, and framework-aware queries instead of Read/Grep/Glob/Bash.

nikolai-vysotskyi/trace-mcp

Authoritative agent-runtime contract for working inside an OpenKnowledge project — a markdown-CRDT knowledge base exposed over MCP.

inkeep/open-knowledge

Capture reproducible real-use evidence for keep-mcp features and fixes through an MCP client and the Google Keep interface.

feuerdev/keep-mcp

Add or retrofit Tenuo authorization for AI-agent tools and effects.

tenuo-ai/tenuo

Black-box QA audit of slop-guard across MCP, CLI, fit, docs, agent workflows, and writing-effectiveness.

eric-tramel/slop-guard