MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 4 hours, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20301 |
Connect AI agents to MATLAB — execute code, run async jobs with progress report…
|
B 76 3⁄3 | ||||||||
| 20302 |
|
B 76 3⁄3 | ||||||||
| 20303 |
Enables AI agents to read, write, and edit Office documents via LibreOffice wit…
|
B 76 3⁄3 | ||||||||
| 20304 |
graph-tool-call
Claim
When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%…
|
B 76 4⁄3 | ||||||||
| 20305 |
cadre-ai
Claim
Voice-driven AI professional agent. Real-time conversations powered by Gemini L…
|
B 76 4⁄3 | ||||||||
| 20306 |
An MCP server for stealth browser automation that uses human-like interaction p…
|
B 76 3⁄3 | ||||||||
| 20307 |
Architectural memory layer for AI coding.
Automatically extracts decisions, det…
|
B 76 3⁄3 | ||||||||
| 20308 |
Enables AI assistants to interact with local Obsidian vaults through direct fil…
|
B 76 4⁄3 | ||||||||
| 20309 |
AgentFlow is a next-generation, premium agentic workflow system built on the Mo…
|
B 76 3⁄3 | ||||||||
| 20310 |
MCP server that saves Claude Code tokens by delegating bounded tasks to local o…
|
B 76 4⁄3 | ||||||||
| 20311 |
UML-MCP
Claim
Generates UML and other diagrams (30+ types) via the Model Context Protocol, su…
|
B 76 4⁄3 | ||||||||
| 20312 |
Enables AI assistants to manage Todoist tasks, projects, sections, and labels t…
|
B 76 4⁄4 | ||||||||
| 20313 |
Provides semantic search and a tag-based knowledge graph for any project, auto-…
|
B 76 3⁄3 | ||||||||
| 20314 |
StarTree MCP Server for Apache Pinot
|
B 76 4⁄4 | ||||||||
| 20315 |
MCP server for Shopify Admin API with a ComfyUI bridge for AI product image gen…
|
B 76 3⁄3 | ||||||||
| 20316 |
Domscribe is a pixel-to-code development tool that bridges the gap between runn…
|
B 76 3⁄3 | ||||||||
| 20317 |
Dokploy MCP server: manage apps, Docker Compose, databases, domains, backups, a…
|
B 76 3⁄3 | ||||||||
| 20318 |
kmcp
Claim
CLI tool and Kubernetes Controller for building, testing and deploying MCP serv…
|
B 76 4⁄3 | ||||||||
| 20319 |
paperless-mcp
|
B 76 4⁄4 | ||||||||
| 20320 |
Enables AI assistants to render 3D models from OpenSCAD code, generating single…
|
B 76 4⁄4 | ||||||||
| 20321 |
picocalc-mcp
Claim
AI assistant access to PicoCalc MicroPython hardware over USB.
|
B 76 3⁄3 | ||||||||
| 20322 |
bnbchain-mcp
|
B 76 4⁄4 | ||||||||
| 20323 |
TaskFlow AI is a premium MCP Server designed for AI editors, offering 40+ built…
|
B 76 3⁄3 | ||||||||
| 20324 |
Connects MCP clients directly to a live Godot editor, enabling AI assistants to…
|
B 76 3⁄3 | ||||||||
| 20325 |
Embody
Claim
MCP server for TouchDesigner — build, wire, and debug networks with AI. Plus gi…
|
B 75 3⁄3 | ||||||||
| 20326 |
MCP server for interacting with ConfigCat feature flag platform. Supports manag…
|
B 75 4⁄3 | ||||||||
| 20327 |
Scans markdown vaults to identify concepts mentioned but not defined, ranks gap…
|
B 75 3⁄3 | ||||||||
| 20328 |
mcp-whatsapp
Claim
Single-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp …
|
B 75 3⁄3 | ||||||||
| 20329 |
Enables AI assistants to interact with ProjectHub for comprehensive project man…
|
B 75 4⁄3 | ||||||||
| 20330 |
Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temp…
|
B 75 3⁄3 | ||||||||
| 20331 |
Dotenv parser, ports, system info for AI agents
|
B 75 3⁄3 | ||||||||
| 20332 |
MCP server that integrates with Freshdesk, enabling AI models to interact with …
|
B 75 4⁄4 | ||||||||
| 20333 |
Oracle Cloud Infrastructure MCP server
|
B 75 4⁄3 | ||||||||
| 20334 |
auto-browser
Claim
Open-source MCP-native browser agent with human takeover via noVNC, reusable au…
|
B 75 3⁄3 | ||||||||
| 20335 |
|
B 75 3⁄3 | ||||||||
| 20336 |
Provides global internet resource intelligence by querying RIRs for IP and ASN …
|
B 75 4⁄4 | ||||||||
| 20337 |
Enables LLMs to query and analyze PostgreSQL databases through a controlled int…
|
B 75 4⁄4 | ||||||||
| 20338 |
Code linting and style checking tools for AI agents, exposed as an MCP server. …
|
B 75 3⁄3 | ||||||||
| 20339 |
Perplexity MCP server backed by the Polza.ai chat completions API.
|
B 75 3⁄3 | ||||||||
| 20340 |
magicslide-mcp-testing
Claim
|
B 75 3⁄3 | ||||||||
| 20341 |
Enables Claude to access and manage YouTube channel data through the YouTube Da…
|
B 75 3⁄3 | ||||||||
| 20342 |
Enables AI agents to create, run, and manage HTTP requests using the Invoker AP…
|
B 75 3⁄3 | ||||||||
| 20343 |
MCP server for Bambu Lab 3D printers — STL manipulation, BambuStudio slicing, a…
|
B 75 4⁄3 | ||||||||
| 20344 |
A Model Context Protocol server implementation that enables AI assistants like …
|
B 75 4⁄3 | ||||||||
| 20345 |
Teamfight Tactics champion, trait, item, and augment reference. 8 tools with fu…
|
B 75 3⁄3 | ||||||||
| 20346 |
Wireshark MCP
Claim
Exposes Wireshark/tshark packet capture, analysis, threat detection, and report…
|
B 75 3⁄3 | ||||||||
| 20347 |
Most database MCP servers make you run one query at a time, repeat connection d…
|
B 75 3⁄3 | ||||||||
| 20348 |
A Python-based MCP server that enables querying Cisco's Meraki Dashboard API to…
|
B 75 4⁄3 | ||||||||
| 20349 |
Five-level AI collaboration system with persistent memory and anticipatory capa…
|
B 75 4⁄3 | ||||||||
| 20350 |
oh-my-codex
Claim
oh-my-codex (omx) — Orchestration layer for OpenAI Codex CLI. Async Claude Code…
|
B 75 3⁄3 | ||||||||