MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32311
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37101
jsamuel1
An MCP server for programmatically editing Jupyter notebooks, offering 29 tools…
N/A N/A
37102
bolabaden
MCP server for vibe coding with music, enabling format conversion (LilyPond, Mu…
N/A N/A
37103
rishabhsfdc
A local web search MCP server that uses stealth Chromium to bypass CAPTCHAs and…
N/A N/A
37104
tianhuil
MCP server for fetching web content with browser fingerprint camouflage, conver…
37105
lemonchikHere
Unifies multiple Yandex MCP servers (Direct, Metrika, Webmaster, Tracker, Cloud…
N/A N/A
37106
guolisen
Enables interaction with Linux system operations via MCP, including CPU, memory…
N/A N/A
37107
fastmcp-me
Enables querying clinical trial data from the AACT database (ClinicalTrials.gov…
37108
Cronus87
An enterprise-grade management tool that enables Claude Code to securely intera…
81
37109
Muhammad-Sarfaraz
Enables querying DuckDuckGo Instant Answer API for search results.
37110
christian289
Serves WPF Dev Pack knowledge topics to AI agents from a local repo clone.
N/A N/A
37111
oakkaya
Exposes Evan's Debugger (EDB) features as MCP tools, enabling AI-driven debuggi…
N/A N/A
37112
JrJuni
Enables recording and analyzing coding practice attempts, comparing LLM verdict…
N/A N/A
37113
cyanheads
Search US court opinions, federal dockets, judges, citations, and oral argument…
37114
aidalinfo
Relay MCP server enabling synchronous multi-turn communication between Hermes a…
37115
ellenfel
A basic Python implementation of a Model Context Protocol server for educationa…
37116
fellowship-dev
Navvi Claim
Gives your AI agent a persistent browser identity with anti-detection, credenti…
N/A N/A
37117
PTrobe
Enables querying local meeting notes, calendar events, email metadata, and dail…
N/A N/A
37118
SocialAPI-AI
socialapi Claim 1
MCP server for SocialAPI — manage social media comments, DMs, reviews, and ment…
N/A N/A 83
37119
pchawla-a6su
DevDrops Claim
DevDrops is a universal MCP server exposing multiple production data tools acro…
81
37120
mamertofabian
Exposes MAID Runner validation tools (validate, snapshot, test) as MCP tools, r…
N/A N/A
37121
wangguoxi0814
MySQL datasource MCP server for AI clients like Cursor and Claude Desktop, enab…
37122
Deepak31mu
An HTTP-based MCP server that provides filesystem tools and code analysis, enab…
N/A N/A
37123
jim-agent
MCP server enabling Claude to interact with NEAR liquid staking protocols Meta …
N/A N/A
37124
JonusNattapong
Decentralized MCP server enabling AI coding agents to communicate and coordinat…
N/A N/A
37125
dragan-mytime
mytime-mcp Claim
Remote MCP server for MY:TIME's competitive intelligence platform. Enables quer…
37126
AStheTECH
Enables interaction with Polymarket prediction markets through read-only access…
37127
Sarks0
Enables AI assistants to analyze binaries, debug processes, and inspect kernel …
N/A N/A
37128
gracelee087
An unofficial MCP server for Google NotebookLM that enables users to manage not…
N/A N/A
37129
colapsis
transfa Claim
Ephemeral file transfer for AI agents and CI/CD pipelines — upload any file, ge…
37130
dinglebear-ai
UniFi RMCP Claim
Rust MCP server and CLI for UniFi Network controller operations.
N/A N/A
37131
BernhardJackiewicz
An MCP server that adds engineering discipline to AI-assisted development, enfo…
N/A N/A
37132
JNPRAutomate
Enables remote execution of Linux commands via SSH, supporting system monitorin…
37133
lianekai
Provides table structure browsing and read-only query capabilities for DM8 data…
N/A N/A
37134
Qiuerjun
An MCP server for 7-Zip archive operations (list, extract, create) with dual-en…
N/A N/A
37135
Ezzeay
mcp-server Claim
Production-ready TypeScript MCP server exposing utility, GitHub, and Microsoft …
N/A N/A
37136
Abraxas1010
Secure USDC payments for AI agents on Base blockchain with budget controls and …
N/A N/A 83
37137
dmang-dev
mcp-bizhawk Claim
Drive the [BizHawk](https://github.com/TASEmulators/BizHawk) multi-system emula…
N/A N/A
37138
EnrowAPI
Enables AI assistants to find and verify professional emails and phone numbers …
N/A N/A
37139
LoudiliMed
Refract Claim
MCP proxy that compresses tool schemas on the fly. Up to 98% token reduction, 1…
37140
AJSMonty
adobe-mcp Claim
Drive Adobe CC (AE, Photoshop, Illustrator, Premiere, Character Animator) from …
N/A N/A
37141
aos-standard
MCP Blast-Radius Auditor — statically extract what an MCP server can touch and …
N/A N/A
37142
eventtrader
AI prediction market trading — real-time data, CLOB exchange, 30+ tools
N/A N/A
37143
Semsemq
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
37144
JuanCMPDev
Mediabox MCP Claim
Self-hosted media server with AI-powered management via MCP, providing tools fo…
37145
anp2protocol
Economic protocol for AI agents — identity + reputation + credit + Sybil resist…
N/A N/A
37146
pmankineni
Enables AI assistants to interact with SAP Datasphere for data exploration, que…
37147
pipeworx-io
mcp-hash Claim
Provides cryptographic hash and HMAC computation for text, supporting algorithm…
37148
QuangThai
Enables text-only coding agents to analyze local images using a dedicated visio…
N/A N/A
37149
Real-time web search, reasoning, and research through Perplexity's API
N/A N/A 81
37150
AiAgentKarl
MCP server for enterprise authentication and authorization — JWT validation, OI…
Showing 37101–37150 of 67181 servers
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