Tested tools

107 tools evaluated. MCP servers and agent skills, sorted by overall score.

mcp-server-time

MCP
8.2

A Model Context Protocol server providing tools for time queries and timezone conversions for LLMs

mcp-fetch-server

MCP
7.6

An MCP server offering simple HTTP fetch functionality

@modelcontextprotocol/server-filesystem

MCP
7.6

MCP server for filesystem access

@perplexity-ai/mcp-server

MCP
7.6

Real-time web search, reasoning, and research through Perplexity's API

@antv/mcp-server-chart

MCP
7.5

A Model Context Protocol server for generating charts using AntV. This is a TypeScript-based MCP server that provides chart generation capabilities. It allows you to create various types of charts through MCP tools.

@notionhq/notion-mcp-server

MCP
7.5

Official MCP server for Notion API

tavily-mcp

MCP
7.5

MCP server for advanced web search using Tavily

chrome-devtools-mcp

MCP
7.3

MCP server for Chrome DevTools

@circleci/mcp-server-circleci

MCP
7.3

A Model Context Protocol (MCP) server implementation for CircleCI, enabling natural language interactions with CircleCI functionality through MCP-enabled clients

@modelcontextprotocol/server-sequential-thinking

MCP
7.2

MCP server for sequential thinking and problem solving

@postman/postman-mcp-server

MCP
7.2

A simple MCP server to operate on the Postman API

mcp-server-qdrant

MCP
7.1

MCP server for retrieving context from a Qdrant vector database

mcp-server-fetch

MCP
7.0

A Model Context Protocol server providing tools to fetch and convert web content for usage by LLMs

@modelcontextprotocol/server-memory

MCP
7.0

MCP server for enabling memory for Claude through a knowledge graph

exa-mcp-server

MCP
6.9

A Model Context Protocol server with Exa for web search and web crawling. Provides real-time web searches with configurable tool selection, allowing users to enable or disable specific search capabilities. Supports customizable result counts, live crawling options, and returns content from the most relevant websites.

FastAPI MCP

MCP
6.7

Automatic MCP server generator for FastAPI applications — converts FastAPI endpoints to MCP tools for LLM integration.

fastapipythonframework

redis-mcp-server

MCP
6.7

Redis MCP Server - Model Context Protocol server for Redis

buildkite-mcp-server

MCP
6.6

[![Build status](https://badge.buildkite.com/79fefd75bc7f1898fb35249f7ebd8541a99beef6776e7da1b4.svg?branch=main)](https://buildkite.com/buildkite/buildkite-mcp-server)

@twilio-alpha/mcp-monorepo

MCP
6.6

Twilio's Model Context Protocol monorepo

excel-mcp-server

MCP
6.4

Excel MCP Server for manipulating Excel files

apify-mcp-evals

MCP
6.2

Python evaluations for Apify MCP Server using Arize Phoenix

mcp-neo4j

MCP
6.2

These MCP servers are a part of the [Neo4j Labs](https://neo4j.com/labs/) program. They are developed and maintained by the Neo4j Field GenAI team and welcome contributions from the larger developer

next-devtools-mcp

MCP
6.2

Next.js development tools MCP server with stdio transport

playwright-mcp-internal

MCP
6.2

A Model Context Protocol (MCP) server that provides browser automation capabilities using [Playwright](https://playwright.dev). This server enables LLMs to interact with web pages through structured a

@ergut/mcp-bigquery-server

MCP
5.8

MCP server for interacting with BigQuery databases

@google-cloud/cloud-run-mcp

MCP
5.7

Cloud Run MCP deployment tool

mcp-use

MCP
5.7

<div align="center"> &nbsp; <div align="center"> <a href="https://mcp-use.com"> <picture> <source media="(prefers-color-scheme: dark)" srcset="./static/logo_white.svg"> <source media

@modelcontextprotocol/inspector

MCP
5.7

Model Context Protocol inspector

apple-hig

SKILL
5.6

Expert guide for designing iOS, macOS, watchOS, tvOS, and visionOS apps following Apple Human Interface Guidelines. Use when building Apple platform apps or interfaces, implementing SF Symbols, designing with iOS components, following accessibility guidelines, or creating native Apple experiences. Covers design principles, patterns, components, typography, color, layout, navigation, and platform-specific conventions.

kubernetes-mcp-server

MCP
5.6

[![GitHub License](https://img.shields.io/github/license/containers/kubernetes-mcp-server)](https://github.com/containers/kubernetes-mcp-server/blob/main/LICENSE) [![npm](https://img.shields.io/npm/v/

pptx

SKILL
5.6

Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx file (even if the extracted content will be used elsewhere, like in an email or summary); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates, layouts, speaker notes, or comments. Trigger whenever the user mentions "deck," "slides," "presentation," or references a .pptx filename, regardless of what they plan to do with the content afterward. If a .pptx file needs to be opened, created, or touched, use this skill.

figma-developer-mcp

MCP
5.5

Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.

mcp-cli

MCP
5.5

A cli for the Model Context Provider

Firecrawl MCP Server

MCP
5.3

MCP server for Firecrawl web scraping integration. Supports both cloud and self-hosted instances. Features include web scraping, search, batch processing, structured data extraction, and LLM-powered content analysis.

web-scrapingsearch

Context7 MCP Server

MCP
4.8

Up-to-date documentation and code examples for any library, fetched on demand via MCP protocol.

documentationlibraries

goose

MCP
4.4

_a local, extensible, open source AI agent that automates engineering tasks_

agentlens

SKILL
4.3

Navigate and understand codebases using agentlens hierarchical documentation. Use when exploring new projects, finding modules, locating symbols in large files, finding TODOs/warnings, or understanding code structure.

cc-godmode

SKILL
4.3

Self-orchestrating multi-agent development workflows. You say WHAT, the AI decides HOW.

@modelcontextprotocol/create-server

MCP
4.3

CLI tool to create new MCP servers

create-mcp-server

MCP
4.2

Create an Model Context Protocol server project from a template.

code-mentor

SKILL
4.1

Comprehensive AI programming tutor for all levels. Teaches programming through interactive lessons, code review, debugging guidance, algorithm practice, project mentoring, and design pattern exploration. Use when the user wants to: learn a programming language, debug code, understand algorithms, review their code, learn design patterns, practice data structures, prepare for coding interviews, understand best practices, build projects, or get help with homework. Supports Python and JavaScript.

AWS MCP Servers

MCP
3.9

Suite of specialized MCP servers for AWS services — S3, DynamoDB, Lambda, CloudWatch, and more.

awscloud

doc-coauthoring

SKILL
3.9

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.

claude-optimised

SKILL
3.8

Guide for writing and optimizing CLAUDE.md files for maximum Claude Code performance. Use when creating new CLAUDE.md, reviewing existing ones, or when user asks about CLAUDE.md best practices. Covers structure, content, pruning, and common mistakes.

cto-advisor

SKILL
3.8

Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech debt analyzer, team scaling calculator, engineering metrics frameworks, technology evaluation tools, and ADR templates. Use when assessing technical debt, scaling engineering teams, evaluating technologies, making architecture decisions, establishing engineering metrics, or when user mentions CTO, tech debt, technical debt, team scaling, architecture decisions, technology evaluation, engineering metrics, DORA metrics, or technology strategy.

zapier-mcp

MCP
3.8

**Connect your AI to thousands of apps with the Model Context Protocol**

backend-patterns

SKILL
3.7

Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.

browse

SKILL
3.6

Complete guide for creating and deploying browser automation functions using the stagehand CLI

Essence Distiller

SKILL
3.6

Find what actually matters in your content — the ideas that survive any rephrasing.

mcp

MCP
3.6

This repository contains a list of Google's official Model Context Protocol (MCP) servers, guidance on how to deploy MCP servers to Google Cloud, and examples to get started.

atlassian-mcp-server

MCP
3.4

<p align="center"> <img src="images/atlassian_logo_brand_RGB.svg"> </p>

cursor-agent

SKILL
3.4

A comprehensive skill for using the Cursor CLI agent for various software engineering tasks (updated for 2026 features, includes tmux automation guide).

Puppeteer MCP Server

MCP
3.4

Browser automation for web scraping, screenshots, and page interaction through headless Chrome.

browserofficial

cognitive-memory

SKILL
3.3

Intelligent multi-store memory system with human-like encoding, consolidation, decay, and recall. Use when setting up agent memory, configuring remember/forget triggers, enabling sleep-time reflection, building knowledge graphs, or adding audit trails. Replaces basic flat-file memory with a cognitive architecture featuring episodic, semantic, procedural, and core memory stores. Supports multi-agent systems with shared read, gated write access model. Includes philosophical meta-reflection that deepens understanding over time. Covers MEMORY.md, episode logging, entity graphs, decay scoring, reflection cycles, evolution tracking, and system-wide audit.

debug-pro

SKILL
3.2

GitHub MCP Server

MCP
3.1

GitHub API integration for managing repositories, issues, pull requests, and code search via MCP protocol.

githubapi

agent-toolkit

MCP
3.0

![Hero GIF](https://stripe.dev/images/badges/ai-banner.gif)

airtable-mcp-server

MCP
3.0

A Model Context Protocol server that provides read and write access to Airtable databases. This server enables LLMs to inspect database schemas, then read and write records.

atlas-mcp-server

MCP
3.0

ATLAS (Adaptive Task & Logic Automation System): An MCP server enabling LLM agents to manage projects, tasks, and knowledge via a Neo4j-backed, three-tier architecture. Facilitates complex workflow automation and project management through LLM Agents.

@benborla29/mcp-server-mysql

MCP
3.0

MCP server for interacting with MySQL databases with write operations support

@brightdata/mcp

MCP
3.0

An MCP interface into the Bright Data toolset

Browser Tools MCP

MCP
3.0

Chrome extension + MCP server that gives AI agents browser awareness — console logs, network requests, DOM inspection, screenshots.

browserchrome

@browserbasehq/mcp-server-browserbase

MCP
3.0

MCP server for AI web browser automation using Browserbase and Stagehand

chroma-mcp

MCP
3.0

Chroma MCP Server - Vector Database Integration for LLM Applications

@cloudflare/mcp-server-cloudflare

MCP
3.0

Monorepo for Cloudflare MCP servers

dbt-mcp

MCP
3.0

A MCP (Model Context Protocol) server for interacting with dbt resources.

docx

SKILL
3.0

Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of "Word doc", "word document", ".docx", or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a "report", "memo", "letter", "template", or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation.

elasticsearch-mcp-server

MCP
3.0

MCP Server for interacting with Elasticsearch and OpenSearch

@executeautomation/playwright-mcp-server

MCP
3.0

Model Context Protocol servers for Playwright

IDA Pro MCP Server

MCP
3.0

MCP server for IDA Pro reverse engineering — binary analysis, function decompilation, and disassembly via AI agents.

reverse-engineeringsecurity

jupyter_mcp_server

MCP
3.0

<!-- ~ Copyright (c) 2024- Datalayer, Inc. ~ ~ BSD 3-Clause License -->

mcp-alchemy

MCP
3.0

A MCP server that connects to your database

mcp-clickhouse

MCP
3.0

An MCP server for ClickHouse.

mcp-gateway

MCP
3.0

![build](https://github.com/docker/mcp-gateway/actions/workflows/ci.yml/badge.svg)

mcp-grafana

MCP
3.0

[![Unit Tests](https://github.com/grafana/mcp-grafana/actions/workflows/unit.yml/badge.svg)](https://github.com/grafana/mcp-grafana/actions/workflows/unit.yml) [![Integration Tests](https://github.com

mcp-mongo-server

MCP
3.0

A Model Context Protocol server for MongoDB connections

mcp-obsidian

MCP
3.0

MCP server to work with Obsidian via the remote REST plugin

mcp-server-docker

MCP
3.0

A Docker MCP Server

mcp-server-duckdb

MCP
3.0

A DuckDB MCP server

mcp-server-git

MCP
3.0

A Model Context Protocol server providing tools to read, search, and manipulate Git repositories programmatically via LLMs

mcp-server-linear

MCP
3.0

This is a MCP server that defines tools for interacting with Linear via an MCP client.

mcp-server-neon

MCP
3.0

<picture> <source media="(prefers-color-scheme: dark)" srcset="https://neon.com/brand/neon-logo-dark-color.svg"> <source media="(prefers-color-scheme: light)" srcset="https://neon.com/brand/neon-l

mcp-server-openai

MCP
3.0

MCP server for OpenAI API integration

mcp-server-weaviate

MCP
3.0

Build the server: ``` make build ```

@modelcontextprotocol/server-everything

MCP
3.0

MCP server that exercises all the features of the MCP protocol

n8n MCP Server

MCP
3.0

Integration between n8n workflow automation and Model Context Protocol (MCP)

automationworkflows

openapi-mcp-server

MCP
3.0

[![janwilmake/openapi-mcp-server context](https://badge.forgithub.com/janwilmake/openapi-mcp-server?excludePathPatterns=*.yaml)](https://uithub.com/janwilmake/openapi-mcp-server?excludePathPatterns=*.

pdf

SKILL
3.0

Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.

@pyroprompts/any-chat-completions-mcp

MCP
3.0

A Model Context Protocol server for integrating with any OpenAI SDK compatible Chat Completion API

sentry-mcp

MCP
3.0

Sentry MCP Server

serena-agent

MCP
3.0

<p align="center" style="text-align:center"> <img src="resources/serena-logo.svg#gh-light-mode-only" style="width:500px"> <img src="resources/serena-logo-dark-mode.svg#gh-dark-mode-only" style="wi

slack-mcp-server

MCP
3.0

Model Context Protocol (MCP) server for Slack Workspaces. The most powerful MCP Slack server — supports Stdio, SSE and HTTP transports, proxy settings, DMs, Group DMs, Smart History fetch (by date or

snowflake-labs-mcp

MCP
3.0

MCP server for Snowflake

supabase-mcp

MCP
3.0

[![MCP Registry Version](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fregistry.modelcontextprotocol.io%2Fv0.1%2Fservers%2Fcom.supabase%252Fmcp%2Fversions%2Flatest&query=%24.server.versi

terraform-mcp-server

MCP
3.0

The Terraform MCP Server is a [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) server that provides seamless integration with Terraform Registry APIs, enabling advanced aut

workspace-mcp

MCP
3.0

Comprehensive, highly performant Google Workspace Streamable HTTP & SSE MCP Server for Calendar, Gmail, Docs, Sheets, Slides & Drive

xlsx

SKILL
3.0

Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like "the xlsx in my downloads") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.

@zereight/mcp-gitlab

MCP
3.0

MCP server for using the GitLab API

continue

MCP
2.8

![Continue logo](media/readme.png)

PostgreSQL MCP Server

MCP
2.6

Read-only database access with schema inspection and query execution for PostgreSQL databases.

databaseofficial

claude-team

SKILL
2.3

Orchestrate multiple Claude Code workers via iTerm2 using the claude-team MCP server. Spawn workers with git worktrees, assign beads issues, monitor progress, and coordinate parallel development work.

coding-agent

SKILL
2.3

Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.

docker-essentials

SKILL
2.1

Essential Docker commands and workflows for container management, image operations, and debugging.

task-orchestrator

SKILL
2.1

Autonomous multi-agent task orchestration with dependency analysis, parallel tmux/Codex execution, and self-healing heartbeat monitoring. Use for large projects with multiple issues/tasks that need coordinated parallel execution.

buildlog

SKILL
1.7

Record, export, and share your AI coding sessions as replayable buildlogs

docker-sandbox

SKILL
1.7

Create and manage Docker sandboxed VM environments for safe agent execution. Use when running untrusted code, exploring packages, or isolating agent workloads. Supports Claude, Codex, Copilot, Gemini, and Kiro agents with network proxy controls.

codeconductor

SKILL
0.1