MCP Server Quality Scores
Independent quality analysis of 59993 public MCP servers
Last updated 36 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22601 |
Measure whether your AI agrees with itself using statistical consensus metrics.
|
C 64 3⁄3 | ||||||||
| 22602 |
Extracts branded ingredients and kitchen tools from recipes, matches them to af…
|
C 64 3⁄3 | ||||||||
| 22603 |
Maestro
Claim
Maestro is the simplest and most effective UI testing framework for Mobile and …
|
C 64 4⁄3 | ||||||||
| 22604 |
Bringing the debugging we know and love as human programmers to our AI agents –…
|
C 64 4⁄3 | ||||||||
| 22605 |
Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and…
|
C 64 4⁄4 | ||||||||
| 22606 |
Learn how to build Java-based MCP Servers and Clients with LangChain4J and Quar…
|
C 64 3⁄3 | ||||||||
| 22607 |
Okta MCP Server by CData
Claim
This project builds a read-only MCP server. For full read, write, update, delet…
|
C 64 3⁄3 | ||||||||
| 22608 |
Phoenix MCP Server by CData
|
C 64 3⁄3 | ||||||||
| 22609 |
Avro MCP Server by CData
Claim
This project builds a read-only MCP server. For full read, write, update, delet…
|
C 64 3⁄3 | ||||||||
| 22610 |
A2V
Claim
A2V: Next-Gen AI Value Compute Protocol. …
|
C 64 4⁄3 | ||||||||
| 22611 |
This read-only MCP Server allows you to connect to BigCommerce data from Claude…
|
C 64 3⁄3 | ||||||||
| 22612 |
Persistent knowledge graph for AI workflows with context tiers and .kin inherit…
|
C 64 4⁄3 | ||||||||
| 22613 |
Microsoft Excel MCP Server by CData
|
C 64 3⁄3 | ||||||||
| 22614 |
GEO audit for Shopify: AI readiness score, recommendations, and 15 vertical che…
|
C 64 3⁄3 | ||||||||
| 22615 |
Hyperlane MCP Server
Claim
Enables LLM assistants to interact with the Hyperlane cross-chain protocol for …
|
C 64 4⁄4 | ||||||||
| 22616 |
This project builds a read-only MCP server. For full read, write, update, delet…
|
C 64 3⁄3 | ||||||||
| 22617 |
MCP Gateway is a reverse proxy and management layer for MCP servers, enabling s…
|
C 64 4⁄3 | ||||||||
| 22618 |
An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manag…
|
C 64 4⁄4 | ||||||||
| 22619 |
SQL Server Analysis Services MCP Server by CData
|
C 64 3⁄3 | ||||||||
| 22620 |
authensor-mcp-server
Claim
Policy enforcement gateway for MCP tool calls, evaluating every tool invocation…
|
C 64 4⁄4 | ||||||||
| 22621 |
A Next.js-based MCP server that provides basic utility tools including echo, cu…
|
C 64 4⁄4 | ||||||||
| 22622 |
Prisma MCP Server
Claim
Manage Prisma Postgres databases with ease
|
C 64 4⁄3 | ||||||||
| 22623 |
mcp-ecosystem
Claim
MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS
|
C 64 3⁄3 | ||||||||
| 22624 |
AI-controlled algorithmic trading engine exposing 40 MCP tools across 9 namespa…
|
C 64 3⁄3 | ||||||||
| 22625 |
MCP server for NetApp AI Data Engine
|
C 64 3⁄3 | ||||||||
| 22626 |
claude-plugins
Claim
Official Claude Code plugin marketplace for Brainrot Creations
|
C 64 3⁄3 | ||||||||
| 22627 |
Help coding agents and developers to keep track of a project's backlog by stori…
|
C 64 4⁄3 | ||||||||
| 22628 |
An MCP server for capturing screen regions directly into Claude Code conversati…
|
C 64 3⁄3 | ||||||||
| 22629 |
MCP server for Pancake POS — 23 tools across orders, inventory, CRM, multi-chan…
|
C 64 3⁄3 | ||||||||
| 22630 |
microsandbox
Claim
microsandbox
|
C 64 4⁄4 | ||||||||
| 22631 |
MCP server for DECIMER image-to-SMILES chemical structure recognition
|
C 64 3⁄3 | ||||||||
| 22632 |
An MCP server that provides access to the Zoo API for various CAD operations an…
|
C 64 4⁄3 | ||||||||
| 22633 |
This project builds a read-only MCP server. For full read, write, update, delet…
|
C 64 3⁄3 | ||||||||
| 22634 |
spotdb
Claim
Ephemeral data sandbox for AI workflows with guardrails and security
|
C 64 4⁄3 | ||||||||
| 22635 |
Enables AI agents to programmatically access self-hosted Penpot instances to re…
|
C 64 4⁄4 | ||||||||
| 22636 |
Local first codebase intelligence
|
C 64 4⁄3 | ||||||||
| 22637 |
director
Claim
MCP Playbooks for AI agents
|
C 64 4⁄3 | ||||||||
| 22638 |
An MCP Server for Android running on the phone, optmized for token usage, suppo…
|
C 64 3⁄3 | ||||||||
| 22639 |
An MCP server that provides persistent project context, workflow management, an…
|
C 64 4⁄3 | ||||||||
| 22640 |
A Chrome extension-based Model Context Protocol server that enables AI assistan…
|
C 64 4⁄3 | ||||||||
| 22641 |
A modern desktop application for managing Model Context Protocol (MCP) servers …
|
C 64 4⁄3 | ||||||||
| 22642 |
mcp-plexus
|
C 64 4⁄4 | ||||||||
| 22643 |
|
C 64 3⁄3 | ||||||||
| 22644 |
Enables comprehensive access to Obsidian vaults through MCP, supporting multi-v…
|
C 64 4⁄4 | ||||||||
| 22645 |
An MCP server for Microsoft Dynamics 365 Finance & Operations that enables the …
|
C 64 4⁄3 | ||||||||
| 22646 |
Tally MCP Server by CData
|
C 64 3⁄3 | ||||||||
| 22647 |
V-Sekai-fire's Sympy
Claim
Solve symbolic mathematics problems using SymPy.
|
C 64 3⁄3 | ||||||||
| 22648 |
This read-only MCP Server allows you to connect to Highrise data from Claude De…
|
C 64 3⁄3 | ||||||||
| 22649 |
HDFS MCP Server by CData
Claim
HDFS MCP Server by CData
|
C 64 3⁄3 | ||||||||
| 22650 |
This server provides tools for interacting with the NOAA Tides and Currents API…
|
C 64 4⁄4 | ||||||||