MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20151 |
MCP server providing AI assistants with full control of Neovim instances via ms…
|
B 77 3⁄3 | ||||||||
| 20152 |
Provides a non-custodial USDC wallet on Base for AI agents, with human-in-the-l…
|
B 77 3⁄3 | ||||||||
| 20153 |
MCP server for academic papers, citations, authors, ECOS dossiers, and Federal …
|
B 77 3⁄3 | ||||||||
| 20154 |
Enables AI coding assistants to control and inspect a live Chrome browser for a…
|
B 77 4⁄3 | ||||||||
| 20155 |
Enables users to search, check availability, and book restaurant reservations a…
|
B 77 4⁄3 | ||||||||
| 20156 |
MCP server for AI coding agents. Instead of reading files one by one, your agen…
|
B 77 3⁄3 | ||||||||
| 20157 | B 77 3⁄3 | |||||||||
| 20158 |
Search, request, and manage e-signature contracts effortlessly with [BoldSign](…
|
B 77 4⁄4 | ||||||||
| 20159 |
Builds valid Google Analytics 4 API requests from plain parameters with automat…
|
B 77 3⁄3 | ||||||||
| 20160 |
SSH automation MCP server that enables Claude and ChatGPT to execute
commands, …
|
B 77 3⁄3 | ||||||||
| 20161 |
ast-editor
Claim
A robust, language-agnostic Model Context Protocol (MCP) server that provides A…
|
B 77 3⁄3 | ||||||||
| 20162 |
Stdio-to-HTTP gateway — connects MCP clients to remote HTTP MCP servers
|
B 77 3⁄3 | ||||||||
| 20163 |
Enables AI assistants to run, manage, and debug BSD/Illumos VMs through natural…
|
B 77 3⁄3 | ||||||||
| 20164 |
Enables multi-agent cognitive processing for complex tasks using a pipeline of …
|
B 77 3⁄3 | ||||||||
| 20165 |
An implementation of the Model Context Protocol that connects AI agents to Kaka…
|
B 77 4⁄3 | ||||||||
| 20166 |
MCP server to control Gemini web interface via CDP for AI image generation, cha…
|
B 77 3⁄3 | ||||||||
| 20167 |
Enables interaction with LaunchDarkly's feature flag platform through AI client…
|
B 77 4⁄4 | ||||||||
| 20168 |
Website health checker MCP server - SEO audit, accessibility scan, broken link …
|
B 77 3⁄3 | ||||||||
| 20169 |
A Python-based MCP server that automates WhatsApp Web using Playwright to manag…
|
B 77 3⁄3 | ||||||||
| 20170 |
Attaches to your existing Chrome browser to allow Claude to see the active tab,…
|
B 77 3⁄3 | ||||||||
| 20171 |
An unofficial Model Context Protocol server that enables AI assistants to manag…
|
B 77 4⁄4 | ||||||||
| 20172 |
Amazon catalog auditing tool. 13 quality checks for your listings.
|
B 77 3⁄3 | ||||||||
| 20173 |
LinkedIn-native AI content creation, scheduling & analytics via MCP.
|
B 76 4⁄3 | ||||||||
| 20174 |
Provides comprehensive integration with the Clockify time tracking API, enablin…
|
B 76 4⁄4 | ||||||||
| 20175 |
MCP server for Prometheus metrics and observability. Give Claude (or any MCP-ca…
|
B 76 3⁄3 | ||||||||
| 20176 |
🧠 High-performance persistent memory system for Model Context Protocol (MCP) po…
|
B 76 4⁄3 | ||||||||
| 20177 |
Enables AI assistants to control Blender 3D modeling software through a stable,…
|
B 76 3⁄3 | ||||||||
| 20178 |
Enables Claude to interact with Super Productivity's local REST API for task, p…
|
B 76 3⁄3 | ||||||||
| 20179 |
Search 800 000+ Polish public tenders (BZP + TED). Profiles of procuring entiti…
|
B 76 3⁄3 | ||||||||
| 20180 |
Manage Authentik through AI assistants
|
B 76 4⁄3 | ||||||||
| 20181 |
mcp-marketplace
Claim
OpenSource MCP Marketplace | MCP Servers Tools Meta Dataset | Web API | Web Cli…
|
B 76 3⁄3 | ||||||||
| 20182 |
MCP server for Alembica validation, extraction, cost estimation, and schema que…
|
B 76 3⁄3 | ||||||||
| 20183 |
Generate professional PDF reports from LLM output — cover, TOC, tables, charts,…
|
B 76 3⁄3 | ||||||||
| 20184 |
A TypeScript-aware MCP server that provides coding agents with repository disco…
|
B 76 3⁄3 | ||||||||
| 20185 |
Connects AI coding assistants to Gaffer test history and coverage data to analy…
|
B 76 4⁄4 | ||||||||
| 20186 |
Independent AI certification authority. Trust scores, search, comparison, and v…
|
B 76 3⁄3 | ||||||||
| 20187 |
Enables AI assistants to interact with Roblox Studio in real-time, allowing cre…
|
B 76 4⁄3 | ||||||||
| 20188 |
Arpe.io MCP server for FastBCP, FastTransfer, LakeXpress, MigratorXpress
|
B 76 4⁄3 | ||||||||
| 20189 |
cadre-ai
Claim
Voice-driven AI professional agent. Real-time conversations powered by Gemini L…
|
B 76 4⁄3 | ||||||||
| 20190 |
GitHub MCP Server - List PRs, issues, repo info, and search code
|
B 76 3⁄3 | ||||||||
| 20191 |
Connects MCP clients directly to a live Godot editor, enabling AI assistants to…
|
B 76 3⁄3 | ||||||||
| 20192 |
Architectural memory layer for AI coding.
Automatically extracts decisions, det…
|
B 76 3⁄3 | ||||||||
| 20193 |
McpMux
Claim
McpMux — configure MCP servers once, connect every AI client through one local …
|
B 76 4⁄3 | ||||||||
| 20194 |
MCP server for Zitadel identity management — manage users, projects, OIDC apps,…
|
B 76 4⁄4 | ||||||||
| 20195 |
Equilibrium-aware primitives for AI agents — negotiation, auctions, mechanism d…
|
B 76 3⁄3 | ||||||||
| 20196 |
MCP server that exposes all functionality of sigrok-cli as MCP tools, enabling …
|
B 76 3⁄3 | ||||||||
| 20197 |
Enables natural language control of NVIDIA Isaac Sim through the Model Context …
|
B 76 3⁄3 | ||||||||
| 20198 |
Memento
Claim
Persistent memory for AI tools. Local-first knowledge graph with hybrid search.
|
B 76 4⁄3 | ||||||||
| 20199 |
Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle teleme…
|
B 76 3⁄3 | ||||||||
| 20200 |
attest-mcp
Claim
Credential enforcement middleware for MCP servers — verifies scoped tokens on e…
|
B 76 3⁄3 | ||||||||
