MCP Server Quality Scores
Independent quality analysis of 59785 public MCP servers
Last updated 1 hour, 16 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 21101 |
Connecting AI to biomedical data
|
B 71 4⁄3 | ||||||||
| 21102 |
Hardened Scholar MCP for deep academic research (Scopus, OpenAlex, Unpaywall) w…
|
B 71 3⁄3 | ||||||||
| 21103 |
Enables AI agents to interact with email accounts via the Himalaya CLI, support…
|
B 71 3⁄3 | ||||||||
| 21104 |
Enables AI assistants to manage CData Sync operations, including data synchroni…
|
B 71 4⁄4 | ||||||||
| 21105 |
Enables LLMs to discover, understand, and generate Teal R Shiny applications fo…
|
B 71 4⁄3 | ||||||||
| 21106 |
VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate),…
|
B 71 4⁄3 | ||||||||
| 21107 |
Enables AI agents to directly control your real Chrome browser with full contex…
|
B 71 3⁄3 | ||||||||
| 21108 |
Provides programmable access to Ghostfolio portfolio management and financial d…
|
B 71 3⁄3 | ||||||||
| 21109 |
openaccountants
Claim
Open-source AI accounting skills, checked by licensed accountants jurisdiction …
|
B 71 3⁄3 | ||||||||
| 21110 |
vector_mcp
Claim
A server implementation for the Model Context Protocol (MCP) in Ruby.
|
B 71 3⁄3 | ||||||||
| 21111 |
Geospatial tools for AI agents: geocoding, routing, elevation, spatial analysis…
|
B 71 4⁄3 | ||||||||
| 21112 |
A self-evolving engineering playbook system that provides AI assistants with st…
|
B 71 4⁄4 | ||||||||
| 21113 |
Institutional memory for AI agents with real BFT consensus. 4 application valid…
|
B 71 4⁄3 | ||||||||
| 21114 |
Synthetic time-series test data with trend, seasonality, noise, and anomalies, …
|
B 71 3⁄3 | ||||||||
| 21115 |
Discord MCP Server
Claim
Provides 33 tools for managing Discord servers, including channel and role admi…
|
B 71 4⁄4 | ||||||||
| 21116 |
Enables translation management through Smartling's API, supporting project and …
|
B 71 4⁄4 | ||||||||
| 21117 |
adbfriend
Claim
Android ADB CLI tool including integrated MCP Server with common adb actions us…
|
B 71 3⁄3 | ||||||||
| 21118 |
Bench
Claim
USB hardware discovery, device identification, serial communication, and diagno…
|
B 71 3⁄3 | ||||||||
| 21119 |
Roslyn CodeLens
Claim
Roslyn-based MCP server providing semantic code intelligence for .NET codebases.
|
B 71 3⁄3 | ||||||||
| 21120 |
Integrate natural language task management with Todoist. Manage tasks, projects…
|
B 71 4⁄4 | ||||||||
| 21121 |
Provides persistent, decay-aware memory for AI applications by integrating the …
|
B 71 3⁄3 | ||||||||
| 21122 |
WAKE Protocol
Claim
A post-mortem succession protocol for AI agents. Black Box, handoff, time-locks.
|
B 71 3⁄3 | ||||||||
| 21123 |
MCP server which provides utilities to work with time and dates, with natural l…
|
B 71 4⁄3 | ||||||||
| 21124 |
MCP server to query Data Commons indicators and observations (base or custom).
|
B 71 4⁄3 | ||||||||
| 21125 |
LocalSynapse
Claim
Offline AI-powered local file search MCP server for Windows.
Searches inside do…
|
B 71 3⁄3 | ||||||||
| 21126 |
A local-first persistent memory server that provides AI agents with determinist…
|
B 71 4⁄3 | ||||||||
| 21127 |
An MCP server providing curated Swift and SwiftUI best practices from leading i…
|
B 71 4⁄3 | ||||||||
| 21128 |
A Model Context Protocol server that enables AI assistants like Cursor to inter…
|
B 71 4⁄4 | ||||||||
| 21129 |
A Python-based Model Context Protocol server that provides 87 tools for compreh…
|
B 71 4⁄4 | ||||||||
| 21130 |
A drop-in replacement for Anthropic's memory server that utilizes SQLite to ens…
|
B 71 3⁄3 | ||||||||
| 21131 |
7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→…
|
B 71 4⁄3 | ||||||||
| 21132 |
MCPSharp
Claim
MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) se…
|
B 71 3⁄3 | ||||||||
| 21133 |
Enables interaction with BookStack knowledge management systems through the Boo…
|
B 71 4⁄4 | ||||||||
| 21134 |
grantex
Claim
OAuth 2.0 for AI agents — scoped delegation tokens, audit trails, and revocatio…
|
B 71 3⁄3 | ||||||||
| 21135 |
Enables AI agents to interact with NocoDB databases for managing tables, record…
|
B 71 4⁄4 | ||||||||
| 21136 |
Send physical handwritten postcards from any AI agent. Real pen & ink, USPS, $4…
|
B 71 3⁄3 | ||||||||
| 21137 |
Stream Deck MCP lets agents build and reconfigure real Elgato Stream Deck profi…
|
B 71 4⁄3 | ||||||||
| 21138 |
ExcelForge
Claim
A Windows-based MCP server that enables AI assistants to manage Excel files thr…
|
B 71 3⁄3 | ||||||||
| 21139 |
A multi-format MCP server that enables reading and generating Office, PDF, text…
|
B 71 3⁄3 | ||||||||
| 21140 |
robotics-control-mcp MCP server by MEOK AI Labs
|
B 71 3⁄3 | ||||||||
| 21141 |
uploadkit
Claim
|
B 71 3⁄3 | ||||||||
| 21142 |
Enables management of LaunchNotes projects and announcements through natural la…
|
B 71 4⁄4 | ||||||||
| 21143 |
A server that enables AI assistants to create and edit PowerPoint presentations…
|
B 71 4⁄4 | ||||||||
| 21144 |
baserow/baserow
Claim
Baserow database integration with table search, list, and row create, read, upd…
|
B 71 4⁄3 | ||||||||
| 21145 |
Residential proxy MCP server. 175M+ IPs in 195+ countries with anti-bot bypass.
|
B 71 3⁄3 | ||||||||
| 21146 |
MCP server for Thales CipherTrust Manager integration, enabling secure key mana…
|
B 71 4⁄4 | ||||||||
| 21147 |
Agent-MCP
Claim
A framework for creating multi-agent systems using MCP for coordinated AI colla…
|
B 71 4⁄3 | ||||||||
| 21148 |
air
Claim
AI-optimized tool output compression for read, grep, diff, bash, test, web, sea…
|
B 71 3⁄3 | ||||||||
| 21149 |
|
B 71 3⁄3 | ||||||||
| 21150 |
Professional furniture design: specs, validation, cut optimization, BOM, and 3D…
|
B 71 3⁄3 | ||||||||