MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 1 hour, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19501 |
Verifiable action logs for AI agents. Every action is recorded in a SHA-256 has…
|
B 82 3⁄3 | ||||||||
| 19502 |
Causal graph memory engine for AI agents. Scores memories using relevance × con…
|
B 82 3⁄3 | ||||||||
| 19503 |
Cloaked headless browser for AI agents — stealth TLS, smart extraction, SPA fal…
|
B 82 3⁄3 | ||||||||
| 19504 |
Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, a…
|
B 82 3⁄3 | ||||||||
| 19505 |
Explore the Star Wars universe with fast search across characters, planets, fil…
|
B 82 3⁄3 | ||||||||
| 19506 |
Enables users to define and run MCP tools using declarative YAML configs with b…
|
B 82 3⁄3 | ||||||||
| 19507 |
Open-source MCP server that gives any LLM long-term memory using a knowledge gr…
|
B 82 3⁄3 | ||||||||
| 19508 |
MCP server that audits other MCP servers. Run MCPWatch security scans from insi…
|
B 82 3⁄3 | ||||||||
| 19509 |
x402 micropayments for AI agents — credits-based, no wallets, no blockchain.
|
B 82 3⁄3 | ||||||||
| 19510 |
Manages Google Play Store listing text through the official Android Publisher A…
|
B 82 3⁄3 | ||||||||
| 19511 |
🚀 Active Fork of executeautomation/mcp-playwright
This repository is an activel…
|
B 82 4⁄3 | ||||||||
| 19512 |
greenlake-workspaces-mcp
Claim
HPE GreenLake workspaces MCP Server
|
B 82 3⁄3 | ||||||||
| 19513 |
MCP server for Reddit Ads API v3 enabling campaign management, ad creation, per…
|
B 82 3⁄3 | ||||||||
| 19514 |
The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate…
|
B 82 4⁄3 | ||||||||
| 19515 |
WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit D…
|
B 82 3⁄3 | ||||||||
| 19516 |
An MCP server that gives AI agents persistent, narrative memory: concepts as no…
|
B 82 3⁄3 | ||||||||
| 19517 |
Turn 40+ data sources into a daily Wall Street-style market briefing, delivered…
|
B 82 3⁄3 | ||||||||
| 19518 |
|
B 82 3⁄3 | ||||||||
| 19519 |
RunAutomation MCP Server
Claim
Enables AI assistants to execute browser automation, perform QA tasks, and gene…
|
B 82 3⁄3 | ||||||||
| 19520 |
Exposes Sourcegraph Zoekt code search to MCP-capable AI agents, enabling fast, …
|
B 82 3⁄3 | ||||||||
| 19521 |
Playwright E2E test runner with deep debugging— action capture, DOM snapshots, …
|
B 82 3⁄3 | ||||||||
| 19522 |
Enables AI assistants to capture screenshots and control desktop input (mouse, …
|
B 82 3⁄3 | ||||||||
| 19523 |
coding cli claude code/github copilot will be able to see context of browser/op…
|
B 82 3⁄3 | ||||||||
| 19524 |
MCP server for dbatools — exposes SQL Server management commands as MCP tools
|
B 82 3⁄3 | ||||||||
| 19525 |
Structured-output enforcer: extract and validate JSON from messy LLM text.
|
B 82 3⁄3 | ||||||||
| 19526 |
Local-first reusable implementation registry for AI agents and versioned widget…
|
B 82 3⁄3 | ||||||||
| 19527 |
Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, …
|
B 82 3⁄3 | ||||||||
| 19528 |
A lightweight MCP server that exposes IDA Pro's disassembly, decompilation, and…
|
B 82 3⁄3 | ||||||||
| 19529 |
A fully local persistent memory layer for LLM coding agents (Claude Code, Codex…
|
B 82 3⁄3 | ||||||||
| 19530 |
PublishReady helps AI agents turn drafts into cleaner, publish-ready writing us…
|
B 82 3⁄3 | ||||||||
| 19531 |
MCP server that gives Claude and other MCP hosts full access to Mail.app on mac…
|
B 82 3⁄3 | ||||||||
| 19532 |
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
|
B 82 3⁄3 | ||||||||
| 19533 |
Governed memory for coding agents. Trust lifecycle, conflict detection, health …
|
B 82 3⁄3 | ||||||||
| 19534 |
Enables comprehensive Microsoft Dataverse schema management through the Dataver…
|
B 82 4⁄4 | ||||||||
| 19535 |
A Model Context Protocol server that provides secure access to N Lobby school p…
|
B 82 3⁄3 | ||||||||
| 19536 |
Persistent project memory + architectural decisions + pre-execution safety hook…
|
B 82 3⁄3 | ||||||||
| 19537 |
Enables AI assistants to interact with QuickFile UK accounting software, provid…
|
B 82 4⁄4 | ||||||||
| 19538 |
A Python MCP server that lets MCP hosts call OpenRouter models for chat, image …
|
B 82 3⁄3 | ||||||||
| 19539 |
Indexes Kotlin/Native platform klibs to enable fast symbol lookup for iOS APIs.…
|
B 82 3⁄3 | ||||||||
| 19540 |
Project memory for Claude: decisions, pipelines, and constraints across convers…
|
B 82 3⁄3 | ||||||||
| 19541 |
MCP server for Holded — invoicing, accounting, CRM, projects, and team
|
B 82 3⁄3 | ||||||||
| 19542 |
Snapshot tests for AI tool-call traces: diff, validate, and catch silent regres…
|
B 82 3⁄3 | ||||||||
| 19543 |
Hosted Playwright browser automation for AI agents. Returns accessibility trees…
|
B 82 3⁄3 | ||||||||
| 19544 |
Longevity medicine MCP: medication dosing, labs, monitoring, drug interactions …
|
B 82 3⁄3 | ||||||||
| 19545 |
MCP server exposing rpcbind/RPC portmapper functionality
|
B 82 3⁄3 | ||||||||
| 19546 |
Provides comprehensive Discord bot automation with 71 tools for messaging, chan…
|
B 82 4⁄4 | ||||||||
| 19547 |
PentestThinkingMCP: AI-Driven Multi-Stage Penetration Testing Framework
Part of…
|
B 82 3⁄3 | ||||||||
| 19548 |
MCP server for Apple's Icon Composer: programmatically create .icon bundles wit…
|
B 82 3⁄3 | ||||||||
| 19549 |
Local task scheduler and worker manager with MCP integration for Claude Desktop.
|
B 82 3⁄3 | ||||||||
| 19550 |
PentestThinkingMCP: AI-Driven Multi-Stage Penetration Testing Framework
Part of…
|
B 82 3⁄3 | ||||||||