MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 2 hours, 6 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19501 |
Playwright E2E test runner with deep debugging— action capture, DOM snapshots, …
|
B 82 3⁄3 | ||||||||
| 19502 |
Persistent project memory + architectural decisions + pre-execution safety hook…
|
B 82 3⁄3 | ||||||||
| 19503 |
MCP server for Apple's Icon Composer: programmatically create .icon bundles wit…
|
B 82 3⁄3 | ||||||||
| 19504 |
Italian e-invoicing: FatturaPA XML/SDI v1.2.3, 27 tools. UBL 2.1 and CII wire f…
|
B 82 3⁄3 | ||||||||
| 19505 |
First-party MCP server for Kaskad Protocol — a DeFi lending protocol on Igra L2…
|
B 82 3⁄3 | ||||||||
| 19506 |
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mne…
|
B 82 3⁄3 | ||||||||
| 19507 |
Connect Claude to QuickBooks Online — query finances, create invoices, run repo…
|
B 82 3⁄3 | ||||||||
| 19508 |
🚀 Active Fork of executeautomation/mcp-playwright
This repository is an activel…
|
B 82 4⁄3 | ||||||||
| 19509 |
MCP server quality scoring and optimization for the agent economy.
|
B 82 3⁄3 | ||||||||
| 19510 |
Governed memory for coding agents. Trust lifecycle, conflict detection, health …
|
B 82 3⁄3 | ||||||||
| 19511 |
Provides a shared context layer for AI agent teams to improve token efficiency …
|
B 82 3⁄3 | ||||||||
| 19512 |
Longevity medicine MCP: medication dosing, labs, monitoring, drug interactions …
|
B 82 3⁄3 | ||||||||
| 19513 |
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
|
B 82 3⁄3 | ||||||||
| 19514 |
Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, a…
|
B 82 3⁄3 | ||||||||
| 19515 |
Multi-chain AML risk scoring and sanctions screening for AI agents. 76+ detecti…
|
B 82 3⁄3 | ||||||||
| 19516 |
A lightweight, powerful local memory server for AI agents supporting text, enti…
|
B 82 3⁄3 | ||||||||
| 19517 |
Causal graph memory engine for AI agents. Scores memories using relevance × con…
|
B 82 3⁄3 | ||||||||
| 19518 |
MCP server that audits other MCP servers. Run MCPWatch security scans from insi…
|
B 82 3⁄3 | ||||||||
| 19519 |
Security scanner for MCP servers. Detects backdoors, exfiltration code, obfusca…
|
B 82 3⁄3 | ||||||||
| 19520 |
x402 micropayments for AI agents — credits-based, no wallets, no blockchain.
|
B 82 3⁄3 | ||||||||
| 19521 |
Enables Git repository interaction and automation via LLMs, providing tools to …
|
B 82 3⁄3 | ||||||||
| 19522 |
The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate…
|
B 82 4⁄3 | ||||||||
| 19523 |
APITier utility APIs as MCP tools: validation, UK/India address lookup, barcode…
|
B 82 3⁄3 | ||||||||
| 19524 |
A Python MCP server that lets MCP hosts call OpenRouter models for chat, image …
|
B 82 3⁄3 | ||||||||
| 19525 |
Project memory for Claude: decisions, pipelines, and constraints across convers…
|
B 82 3⁄3 | ||||||||
| 19526 |
|
B 82 3⁄3 | ||||||||
| 19527 |
envault
Claim
Secure secret management with a Human-In-The-Loop (HITL) interceptor for agent …
|
B 82 3⁄3 | ||||||||
| 19528 |
Paper trading simulator for Polymarket — built for AI agents. MCP server, live …
|
B 82 3⁄3 | ||||||||
| 19529 |
An MCP server for the NinjaOne RMM platform, enabling tools to manage devices, …
|
B 82 3⁄3 | ||||||||
| 19530 |
Structured-output enforcer: extract and validate JSON from messy LLM text.
|
B 82 3⁄3 | ||||||||
| 19531 |
Create presentations, documents, and webpages from any MCP-compatible AI assist…
|
B 82 3⁄3 | ||||||||
| 19532 |
qidi-printer-mcp MCP server by MEOK AI Labs
|
B 82 3⁄3 | ||||||||
| 19533 |
India-first MCP server for NSE/BSE, fundamentals, analytics, and market researc…
|
B 82 3⁄3 | ||||||||
| 19534 |
Answers "why does this code exist?" by tracing any line back through the commit…
|
B 82 3⁄3 | ||||||||
| 19535 |
Indexes Kotlin/Native platform klibs to enable fast symbol lookup for iOS APIs.…
|
B 82 3⁄3 | ||||||||
| 19536 |
WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit D…
|
B 82 3⁄3 | ||||||||
| 19537 |
MCP server for Reddit Ads API v3 enabling campaign management, ad creation, per…
|
B 82 3⁄3 | ||||||||
| 19538 |
Enables Claude and other MCP clients to directly interact with macOS Calendar.a…
|
B 82 3⁄3 | ||||||||
| 19539 |
MCP server that gives Claude and other MCP hosts full access to Mail.app on mac…
|
B 82 3⁄3 | ||||||||
| 19540 |
Apache Superset MCP server — 135+ tools for dashboards, charts, datasets, SQL L…
|
B 82 4⁄3 | ||||||||
| 19541 |
A Model Context Protocol (MCP) server for the Holded Invoice API. This server a…
|
B 82 4⁄3 | ||||||||
| 19542 |
Local task scheduler and worker manager with MCP integration for Claude Desktop.
|
B 82 3⁄3 | ||||||||
| 19543 |
MCP server that connects AI assistants to your reMarkable tablet, enabling read…
|
B 82 3⁄3 | ||||||||
| 19544 |
greenlake-workspaces-mcp
Claim
HPE GreenLake workspaces MCP Server
|
B 82 3⁄3 | ||||||||
| 19545 |
Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, …
|
B 82 3⁄3 | ||||||||
| 19546 |
A Model Context Protocol (MCP) server for Canny feedback management. Enables ma…
|
B 82 4⁄3 | ||||||||
| 19547 |
.
|
B 82 3⁄3 | ||||||||
| 19548 |
PentestThinkingMCP: AI-Driven Multi-Stage Penetration Testing Framework
Part of…
|
B 82 3⁄3 | ||||||||
| 19549 |
SEO analysis - meta tags, keywords, links, page speed
|
B 82 3⁄3 | ||||||||
| 19550 |
Enables secure execution of shell commands via MCP with multiple security layer…
|
B 82 3⁄3 | ||||||||