MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20201 |
Manage your Plesk hosting server using AI assistants.
|
B 76 3⁄3 | ||||||||
| 20202 |
37-tool MCP server: context health, memory, reasoning, truthfulness & research …
|
B 76 3⁄3 | ||||||||
| 20203 |
Connects AI coding assistants to Gaffer test history and coverage data to analy…
|
B 76 4⁄4 | ||||||||
| 20204 |
Plan fieldwork with location-based weather insights and quick place lookups. Ca…
|
B 76 3⁄3 | ||||||||
| 20205 |
Claude Code extension manager — MCP servers, plugins (skills, hooks, agents), a…
|
B 76 3⁄3 | ||||||||
| 20206 |
MCP server that exposes SymPy's symbolic mathematics functionality
|
B 76 3⁄3 | ||||||||
| 20207 |
Enables CRUD operations on WebDAV file systems with authentication support, all…
|
B 76 4⁄4 | ||||||||
| 20208 |
rootcause
Claim
RootCause is a local-first MCP server that turns natural-language requests into…
|
B 76 4⁄3 | ||||||||
| 20209 |
IBM Cloud CLI MCP server
|
B 76 4⁄3 | ||||||||
| 20210 |
Signed receipts for agent, API, and MCP interactions. Portable and offline-veri…
|
B 76 4⁄3 | ||||||||
| 20211 |
parseflow
Claim
PDF parsing server with text extraction, metadata, search, images, and TOC via …
|
B 76 4⁄3 | ||||||||
| 20212 |
A read-only MCP server connecting AI assistants to Azure DevOps Server (on-prem…
|
B 76 3⁄3 | ||||||||
| 20213 |
MCP server for Artillery 2.x — full flags, Fargate, raw-text parser, project la…
|
B 76 3⁄3 | ||||||||
| 20214 |
Enables AI agents to control the Google Chrome browser through a Node.js WebSoc…
|
B 76 3⁄3 | ||||||||
| 20215 |
Manages UTM virtual machines on macOS via AppleScript, enabling cloning, config…
|
B 76 3⁄3 | ||||||||
| 20216 |
Enables users to manage medical appointments by searching for doctors, checking…
|
B 76 3⁄3 | ||||||||
| 20217 |
Governed AI workflows with human approval gates and audit trails for Claude and…
|
B 76 3⁄3 | ||||||||
| 20218 |
A multi-step academic figure agent harness that enables AI agents to plan, gene…
|
B 76 3⁄3 | ||||||||
| 20219 |
Discover and connect your agents with other agents via A2A protocol. Share res…
|
B 76 3⁄3 | ||||||||
| 20220 |
MCP server for email + calendar via classic Outlook on Windows (COM automation)…
|
B 76 3⁄3 | ||||||||
| 20221 |
devtap
Claim
Bridge build/dev process output to AI coding sessions via MCP — supports Claude…
|
B 76 4⁄3 | ||||||||
| 20222 |
Event-sourced knowledge graph memory for AI coding agents with semantic search
|
B 76 4⁄3 | ||||||||
| 20223 |
An MCP server for Minuet — the relationship layer for ERC-8004 AI agents.
Expo…
|
B 76 3⁄3 | ||||||||
| 20224 |
toolhive
Claim
ToolHive is an enterprise-grade platform for running and managing Model Context…
|
B 76 4⁄3 | ||||||||
| 20225 |
Annotate elements, draw regions, and ship cleaner UI faster.
|
B 76 3⁄3 | ||||||||
| 20226 |
MCP server for Alembica validation, extraction, cost estimation, and schema que…
|
B 76 3⁄3 | ||||||||
| 20227 |
Enables AI assistants to interact with Roblox Studio in real-time, allowing cre…
|
B 76 4⁄3 | ||||||||
| 20228 |
Persistent, local memory for AI coding agents that learns how you work, not jus…
|
B 76 3⁄3 | ||||||||
| 20229 |
MCP server for Shopify Admin API with a ComfyUI bridge for AI product image gen…
|
B 76 3⁄3 | ||||||||
| 20230 |
Enables AI assistants to interact with Twenty CRM for managing contacts, compan…
|
B 76 4⁄4 | ||||||||
| 20231 |
AgentFlow is a next-generation, premium agentic workflow system built on the Mo…
|
B 76 3⁄3 | ||||||||
| 20232 |
Enables AI agents to access affiliate marketing capabilities through AgentFuse'…
|
B 76 3⁄3 | ||||||||
| 20233 |
Clipboard MCP
Claim
Cross-platform MCP server for system clipboard access (read, write, watch)
|
B 76 3⁄3 | ||||||||
| 20234 |
MCP server for Zitadel identity management — manage users, projects, OIDC apps,…
|
B 76 4⁄4 | ||||||||
| 20235 |
MCP server for Prometheus metrics and observability. Give Claude (or any MCP-ca…
|
B 76 3⁄3 | ||||||||
| 20236 |
bnbchain-mcp
|
B 76 4⁄4 | ||||||||
| 20237 |
McpMux
Claim
McpMux — configure MCP servers once, connect every AI client through one local …
|
B 76 4⁄3 | ||||||||
| 20238 |
Connects Claude directly to Godot 4 projects to read and manipulate scenes, nod…
|
B 76 4⁄3 | ||||||||
| 20239 |
Enables AI assistants to manage Todoist tasks, projects, sections, and labels t…
|
B 76 4⁄4 | ||||||||
| 20240 |
Evidence-first PDF MCP. Agent Document Twin with citeable page+bbox evidence.
|
B 76 4⁄3 | ||||||||
| 20241 |
MCP server that exposes the PARI/GP number theory library, enabling advanced ma…
|
B 76 3⁄3 | ||||||||
| 20242 |
Local-first AI memory for developers. Watches your files, dreams while you code…
|
B 76 3⁄3 | ||||||||
| 20243 |
On-device documentation search for agents
|
B 76 3⁄3 | ||||||||
| 20244 |
|
B 76 3⁄3 | ||||||||
| 20245 |
AI agent orchestrator with Architect AI. Multi-team, web dashboard, 35+ MCP too…
|
B 76 3⁄3 | ||||||||
| 20246 |
Technitium MCP Secure
Claim
A security-hardened MCP server for managing Technitium DNS Server via its HTTP …
|
B 76 4⁄4 | ||||||||
| 20247 |
picocalc-mcp
Claim
AI assistant access to PicoCalc MicroPython hardware over USB.
|
B 76 3⁄3 | ||||||||
| 20248 |
StarTree MCP Server for Apache Pinot
|
B 76 4⁄4 | ||||||||
| 20249 |
UML-MCP
Claim
Generates UML and other diagrams (30+ types) via the Model Context Protocol, su…
|
B 76 4⁄3 | ||||||||
| 20250 |
Domscribe is a pixel-to-code development tool that bridges the gap between runn…
|
B 76 3⁄3 | ||||||||