MCP Server Quality Scores
Independent quality analysis of 48850 public MCP servers
Last updated 1 hour, 50 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20651 |
A Model Context Protocol (MCP) server for exploring, analyzing, and decompiling…
|
B 74 3⁄3 | ||||||||
| 20652 |
A minimal MCP server providing basic calculator operations (add, echo) and Andr…
|
B 74 4⁄3 | ||||||||
| 20653 |
MCP server for Front: conversations, contacts, messages, tags, and inbox workfl…
|
B 74 3⁄3 | ||||||||
| 20654 |
Intelligent token optimization achieving 95%+ reduction through caching, compre…
|
B 74 4⁄3 | ||||||||
| 20655 |
Enables interaction with Twitter through a Model Context Protocol, allowing lar…
|
B 74 4⁄4 | ||||||||
| 20656 |
USPTO Trademark Watcher MCP server enabling trademark search, watch, and alert …
|
B 74 3⁄3 | ||||||||
| 20657 |
95 MCP tools for iOS — build, test, simulate, automate UI, capture, and diagnos…
|
B 74 3⁄3 | ||||||||
| 20658 |
Read-only MCP server for OpenObserve Community Edition via REST API. Search log…
|
B 74 3⁄3 | ||||||||
| 20659 |
HoneyBook client-portal MCP server for Claude — view contracts and invoices fro…
|
B 74 3⁄3 | ||||||||
| 20660 |
Simulate M/M/1, M/M/c, and manufacturing (MPS) systems to forecast wait times, …
|
B 74 3⁄3 | ||||||||
| 20661 |
Python wrapper for Veo 4 API by Google DeepMind — native 4K AI video with integ…
|
B 74 3⁄3 | ||||||||
| 20662 |
A Model Context Protocol (MCP) server that provides a local-first RAG engine fo…
|
B 74 3⁄3 | ||||||||
| 20663 |
MCP server for LynxPrompt — browse, search, and manage AI configuration bluepri…
|
B 73 3⁄3 | ||||||||
| 20664 |
An MCP server that provides tools for parliamentary research by allowing users …
|
B 73 4⁄4 | ||||||||
| 20665 |
A Model Context Protocol (MCP) server that provides persistent memory and conte…
|
B 73 4⁄4 | ||||||||
| 20666 |
An MCP server that enables AI agents to create, read, edit, and manage Jupyter …
|
B 73 4⁄3 | ||||||||
| 20667 |
MCP server for ComfyUI — text-to-image, variations, img2img refine, upscale, im…
|
B 73 3⁄3 | ||||||||
| 20668 |
AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provide…
|
B 73 3⁄3 | ||||||||
| 20669 |
MCP server providing cognitive memory tools (remember, recall, think, etc.) for…
|
B 73 3⁄3 | ||||||||
| 20670 |
Skylight Calendar for Claude — family events, chores, and rewards.
|
B 73 3⁄3 | ||||||||
| 20671 |
mcptools
Claim
A command-line interface for interacting with MCP (Model Context Protocol) serv…
|
B 73 4⁄3 | ||||||||
| 20672 |
MCP server for any Python command line application
|
B 73 4⁄3 | ||||||||
| 20673 |
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
|
B 73 4⁄3 | ||||||||
| 20674 |
Provides access to Leadpipe's intent and data APIs for topic discovery, audienc…
|
B 73 3⁄3 | ||||||||
| 20675 |
Discover SAP BTP services, browse service catalog, check running instances, que…
|
B 73 3⁄3 | ||||||||
| 20676 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20677 |
Enables interaction with Datadog APIs through automatically generated tools fro…
|
B 73 4⁄4 | ||||||||
| 20678 |
Enables AI assistants to perform comprehensive web research through tiered sear…
|
B 73 3⁄3 | ||||||||
| 20679 |
MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse,…
|
B 73 4⁄3 | ||||||||
| 20680 |
director
Claim
MCP Playbooks for AI agents
|
B 73 3⁄3 | ||||||||
| 20681 |
Provides AI assistants with comprehensive access to n8n workflow automation pla…
|
B 73 4⁄4 | ||||||||
| 20682 |
A Model Context Protocol server for the Colombo Stock Exchange that enables use…
|
B 73 3⁄3 | ||||||||
| 20683 |
Metadata-first fiction editing and reasoning tools for long-form writing projec…
|
B 73 3⁄3 | ||||||||
| 20684 |
|
B 73 4⁄3 | ||||||||
| 20685 |
bamboohr-mcp
Claim
Enables natural language interaction with BambooHR to manage employee records, …
|
B 73 4⁄4 | ||||||||
| 20686 |
ClaudeKit Blender MCP
Claim
Enables comprehensive control of Blender 3D from Claude Desktop, offering 26 to…
|
B 73 4⁄3 | ||||||||
| 20687 |
CONTAM MCP
Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
|
B 73 3⁄3 | ||||||||
| 20688 |
Let AI agents see and interact with terminal/CLI apps via PNG screenshots
|
B 73 3⁄3 | ||||||||
| 20689 |
Connect to VSCode ide and use semantic tools like `find_usages`
|
B 73 4⁄3 | ||||||||
| 20690 |
Enables comprehensive management of CloudStack infrastructure through natural l…
|
B 73 4⁄4 | ||||||||
| 20691 |
A comprehensive MCP server providing access to Open-Meteo weather APIs for Larg…
|
B 73 4⁄4 | ||||||||
| 20692 |
Naver Real Estate MCP
Claim
Enables automated collection of apartment listing data from Naver Real Estate u…
|
B 73 3⁄3 | ||||||||
| 20693 |
Model Context Protocol server for Swell e-commerce platform integration with AI…
|
B 73 4⁄4 | ||||||||
| 20694 |
whmcs-mcp-server
Claim
MCP server to help manage a WHMCS installation.
|
B 73 4⁄4 | ||||||||
| 20695 |
Controls the Stata GUI through Windows Stata Automation COM, enabling do-file m…
|
B 73 3⁄3 | ||||||||
| 20696 |
Sync code to remote servers via SSH/rsync and deploy from any AI IDE.
|
B 73 3⁄3 | ||||||||
| 20697 |
Implementation of MCP server for [Kestra](https://kestra.io) workflow orchestra…
|
B 73 4⁄4 | ||||||||
| 20698 |
A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports bo…
|
B 73 4⁄3 | ||||||||
| 20699 |
Enables multiple MCP clients to share a single Chrome instance while maintainin…
|
B 73 3⁄3 | ||||||||
| 20700 |
MCP server to access Costco warehouse receipts and online orders via their inte…
|
B 73 3⁄3 | ||||||||