MCP Server Quality Scores
Independent quality analysis of 59573 public MCP servers
Last updated 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20901 |
Recession probability, capital rotation scoring, and economic data API
|
B 72 3⁄3 | ||||||||
| 20902 |
MCP server that teaches any AI agent the AIDE methodology via progressive discl…
|
B 72 3⁄3 | ||||||||
| 20903 |
agent-recall
Claim
Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 …
|
B 72 3⁄3 | ||||||||
| 20904 |
studiomeyer-crm
Claim
AI-native CRM with 33 tools. Pipeline, leads, health scores, revenue analytics,…
|
B 72 3⁄3 | ||||||||
| 20905 |
|
B 72 3⁄3 | ||||||||
| 20906 |
Provides tools to connect, query, and manage Microsoft SQL Server databases thr…
|
B 72 3⁄3 | ||||||||
| 20907 |
An open-source server that enables AI agents to interact with Azure DevOps proj…
|
B 72 4⁄4 | ||||||||
| 20908 |
Sound
Claim
Apple Music playback control, library search, playlist management, and queue op…
|
B 72 3⁄3 | ||||||||
| 20909 |
An MCP (Model Context Protocol) server that provides access to Bing Webmaster T…
|
B 72 4⁄4 | ||||||||
| 20910 |
MCP server for Duplicacy — monitor backup status and Prometheus metrics
|
B 72 3⁄3 | ||||||||
| 20911 |
nodebench
Claim
260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scra…
|
B 72 4⁄3 | ||||||||
| 20912 |
Leverage advanced analytical thinking capabilities to break down complex proble…
|
B 72 3⁄3 | ||||||||
| 20913 |
Read Project Gutenberg books via MCP. Search, fetch metadata, and retrieve text…
|
B 72 3⁄3 | ||||||||
| 20914 |
MCP server for IBM Watson Orchestrate (WXO). Manage tools, agents, connections,…
|
B 72 4⁄3 | ||||||||
| 20915 |
Local system monitoring — CPU, memory, swap, disk, network, and process managem…
|
B 72 3⁄3 | ||||||||
| 20916 |
MCP server for full control of Apple Keynote through AppleScript automation. Cr…
|
B 72 4⁄3 | ||||||||
| 20917 |
MCP server for managing Apidog test cases, scenarios, suites, and test data
|
B 72 4⁄3 | ||||||||
| 20918 |
AI platform for short-form video creators (TikTok, Instagram Reels, YouTube Sho…
|
B 72 3⁄3 | ||||||||
| 20919 |
Filesystem-first MCP for Obsidian — an LLM-maintained wiki inspired by Karpathy…
|
B 72 3⁄3 | ||||||||
| 20920 |
MCP server for code structure analysis using tree-sitter.
|
B 72 3⁄3 | ||||||||
| 20921 |
Provision SaaS services from YAML and inject .env. Supports Clerk, Stripe, Rese…
|
B 72 3⁄3 | ||||||||
| 20922 |
para
Claim
The Para MCP server exposes Para's backend services over the Model Context Prot…
|
B 72 3⁄3 | ||||||||
| 20923 |
Access institutional-grade alternative financial data directly in your LLM work…
|
B 72 4⁄4 | ||||||||
| 20924 |
Enables AI assistants to interact with Planning Center Online accounts across m…
|
B 72 4⁄4 | ||||||||
| 20925 |
39 tax tools for US taxpayers: federal/state tax, credits, deductions, retireme…
|
B 72 4⁄3 | ||||||||
| 20926 |
Boyce
Claim
Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.
|
B 72 3⁄3 | ||||||||
| 20927 |
MCP server for Shopify api, usable on mcp hosts such as Claude and Cursor
|
B 72 4⁄4 | ||||||||
| 20928 |
Enables AI assistants to play interactive fiction games (Glulx and Z-machine) t…
|
B 72 3⁄3 | ||||||||
| 20929 |
Interact with Metabase seamlessly. Access dashboards, execute queries, and retr…
|
B 72 4⁄4 | ||||||||
| 20930 |
Enables AI agents to launch, monitor, and manage long-running terminal processe…
|
B 72 3⁄3 | ||||||||
| 20931 |
Enables merchant integration with payware payment APIs for creating transaction…
|
B 72 4⁄4 | ||||||||
| 20932 |
Index source code into a local knowledge base, search with keyword + semantic +…
|
B 72 3⁄3 | ||||||||
| 20933 |
MCP Server Trello
Claim
Enables seamless integration with Trello boards, allowing users to manage cards…
|
B 72 4⁄4 | ||||||||
| 20934 |
|
B 72 4⁄3 | ||||||||
| 20935 |
just-mcp
Claim
Share the same project justfile tasks with your AI Coding Agent.
|
B 72 4⁄3 | ||||||||
| 20936 |
Wick
Claim
Native C# MCP server for Godot Engine — 53 tools across 5 pillars: Roslyn-enric…
|
B 72 3⁄3 | ||||||||
| 20937 |
calculator-server
Claim
A comprehensive Go-based MCP server for mathematical computations, implementing…
|
B 72 4⁄3 | ||||||||
| 20938 |
Enables users to manage Hetzner Cloud resources including servers, load balance…
|
B 72 4⁄4 | ||||||||
| 20939 |
Enables LLMs to search and retrieve exam problems, solutions, and answers from …
|
B 72 4⁄4 | ||||||||
| 20940 |
Claude Talk to Figma MCP
Claim
Enables AI assistants like Claude Desktop to interact directly with Figma, allo…
|
B 72 4⁄3 | ||||||||
| 20941 |
Preview release of FusionAuth API MCP server
|
B 72 4⁄3 | ||||||||
| 20942 |
MCP server to integrate with Juniper Routing Director
|
B 72 3⁄3 | ||||||||
| 20943 |
mcp-mcpmarket
Claim
Enables discovery and automatic installation of MCP servers via mcpmarket.com i…
|
B 72 3⁄3 | ||||||||
| 20944 |
sei-mcp-server
Claim
|
B 72 4⁄3 | ||||||||
| 20945 |
MCP server for the GitLab REST API providing tools to manage projects, merge re…
|
B 72 4⁄3 | ||||||||
| 20946 |
Local research agent that verifies its own answers. Runs on Gemma 3 4B + Ollama…
|
B 72 3⁄3 | ||||||||
| 20947 |
Multi-agent orchestration for Claude Code — consensus review, adaptive dispatch…
|
B 72 3⁄3 | ||||||||
| 20948 |
Enterprise PostgreSQL MCP server with 63 tools, 10 resources, 10 prompts for AI…
|
B 72 4⁄3 | ||||||||
| 20949 |
|
B 72 4⁄3 | ||||||||
| 20950 |
Codevira MCP provides persistent memory and project context for AI coding agent…
|
B 72 4⁄3 | ||||||||