MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14901
wizd
A ModelContextProtocol server providing high-quality translation services with …
F 30 5⁄5 ◉ ⏳ 66 71 — 28 76 70
14902
Stig-Johnny
Enables interaction with Slack channels including checking Xcode Cloud build st…
F 30 5⁄5 ◉ ⏳ 94 61 — 59 80 93
14903
CaullenOmdahl
Enables AI assistants to search YouTube Music, manage playlists, and create sma…
F 30 5⁄5 ◉ ⏳ 94 68 — 34 77 92
14904
enemyrr
MCP-MySQL Server ⚡ Claim 1
Enables AI models to perform MySQL database operations through a standardized i…
F 30 5⁄5 ◉ ⏳ 84 63 — 56 80 94
14905
Hajime-Y
An agent-based tool that provides web search and advanced research capabilities…
F 30 5⁄5 ◉ ⏳ 60 55 — 43 80 75
14906
unmodeled-tyler
vessel-browser ⚡ Claim 1
Built from the ground-up for agents, Vessel Browser is an open source AI browse…
F 30 5⁄4 ◉ ⏳ 96 0 N/A 83 85 96
14907
PRIYADHARSANK
MCP Weather Project ⚡ Claim 1 2
An MCP server that provides real-time weather alerts for US states using the Na…
F 30 5⁄5 ◉ ⏳ 45 31 — 27 80 97
14908
Anansitrading
Sprite MCP Server ⚡ Claim 1
Enables management of Sprite VMs through interactive dashboards and terminal in…
F 30 6⁄6 ◉ ⏳ 94 56 0 32 71 99
14909
Rev4nchist
A hybrid Python and Node.js MCP server that integrates Playwright browser autom…
F 30 5⁄5 ◉ ⏳ 76 41 — 30 80 90
14910
karthikingithub
Enables interaction with the Pagila sample PostgreSQL database through natural …
F 30 5⁄5 ◉ ⏳ 68 32 — 28 76 100
14911
toby
mirror-mcp ⚡ Claim 1 2
A Model Context Protocol (MCP) server that provides a reflect tool, enabling LL…
F 30 5⁄5 ◉ ⏳ 92 100 — 52 90 43
14912 F 30 5⁄4 ◉ ⏳ 60 68 N/A 59 90 73
14913
funtuan
Integrates Dify's external knowledge base API with the Model Context Protocol t…
F 30 5⁄5 ◉ ⏳ 60 73 — 55 80 44
14914
limouren01
A lightweight and modular framework for building MCP-based file management syst…
F 30 5⁄5 ◉ ⏳ 54 25 — 36 76 82
14915
genieincodebottle
generative-ai Claim 1
Comprehensive resources on Generative AI, including a detailed roadmap, project…
F 30 6⁄6 ◉ ⏳ 84 22 0 58 76 88 JU
14916
OwlTing
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
F 30 6⁄6 ◉ ⏳ 92 80 57 55 80 93
14917
brownrl
ECL MCP Server Claim 1
Provides comprehensive access to the Europa Component Library (ECL) design syst…
F 30 5⁄4 ◉ ⏳ 78 58 N/A 34 89 100
14918
immber
A remote MCP server providing a tool for searching and querying ATprotocol docu…
F 30 5⁄5 ◉ ⏳ 64 61 — 51 80 94
14919
ESnark
Vite MCP Server ⚡ Claim 1
Integrates Cursor AI with Vite Dev server, allowing AI agents to modify code an…
F 30 5⁄4 ◉ ⏳ 84 61 N/A 53 87 89
14920
Avik-creator
MCP Manim Server ⚡ Claim 1
A server-based tool that enables the generation of mathematical animations from…
F 30 5⁄5 ◉ ⏳ 48 25 — 23 71 86
14921
9527wow
Enables visual understanding and image description capabilities for iFlow CLI a…
F 30 5⁄5 ◉ ⏳ 54 51 — 38 80 80
14922
jjdelorme
SQL Analysis MCP Server ⚡ Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 5⁄4 ◉ ⏳ 45 25 N/A 21 90 93
14923
MrNitro360
React Native MCP Server ⚡ Claim 1 4
Provides comprehensive React Native development assistance with expert-level au…
F 30 5⁄5 ◉ ⏳ 90 100 N/A 67 80 45
14924
wd041216-bit
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
F 30 5⁄5 ◉ ⏳ 88 0 — 73 78 96
14925
Manish-Awase
An MCP server that enables users to book, cancel, reschedule, and list appointm…
F 30 5⁄4 ◉ ⏳ 27 20 N/A 45 90 90
14926
willFreed1
NOMIK Claim 1
AI-native code intelligence graph that builds a persistent knowledge graph of y…
F 30 6⁄4 ◉ ⏳ 94 68 0 40 88 95
14927
virajsamarasinghe
MCP-Claude ⚡ Claim 1
TypeScript implementation of the Model Context Protocol that standardizes how L…
F 30 5⁄4 ◉ ⏳ 56 70 N/A 24 87 100
14928
ryoooo
e-Gov Law MCP Server ⚡ Claim 1
Enables intelligent search and retrieval of Japanese legal statutes through the…
F 30 5⁄5 ◉ ⏳ 54 43 — 51 78 88
14929
AdamikHQ
Adamik MCP Server ⚡ Claim 1
Enables read and write interactions with 60+ blockchain networks through Claude…
F 30 5⁄5 ◉ ⏳ 48 82 — 50 80 100
14930
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 5⁄4 ◉ ⏳ 60 62 N/A 17 88 91
14931
LoSinCos
A demo MCP server implementation that provides a single stock search tool which…
F 30 5⁄4 ◉ ⏳ 56 22 N/A 25 90 88
14932
KlausAndrade
codewatch-memory ⚡ Claim 1
An observational memory server that uses LLM agents to capture, compress, and r…
F 30 5⁄4 ◉ ⏳ 78 56 N/A 35 88 91
14933
axliupore
mcp-code-runner Claim 1 2
An MCP server for running code locally via Docker and supporting multiple progr…
F 30 5⁄4 ◉ ⏳ 21 50 N/A 43 84 100
14934
industream
MCP Odoo Server ⚡ Claim 1 2
Enables conversational interaction with Odoo to manage timesheets, expenses, co…
F 30 5⁄5 ◉ ⏳ 84 68 — 24 76 100
14935
polarnego
An MCP server that converts Markdown files containing Mermaid diagrams into PDF…
F 30 5⁄4 ◉ ⏳ 41 57 N/A 28 91 58
14936
mitsuhiko
A code-first MCP server that provides a single tool to execute JavaScript or Ty…
F 30 5⁄4 ◉ ⏳ 84 72 N/A 36 84 90
14937
Akira-Papa
osascript MCP Server ⚡ Claim 1 2
Enables the execution of AppleScript and JavaScript for Automation (JXA) on mac…
F 30 5⁄4 ◉ ⏳ 72 61 N/A 28 87 91
14938
leomessi2140
Enables menu browsing, recommendation requests, and shopping cart management th…
F 30 5⁄5 ◉ ⏳ 54 25 — 25 80 88
14939
amidabuddha
unichat-mcp-server ⚡ Claim 1
Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using…
F 30 5⁄5 ◉ ⏳ 78 65 — 46 76 91
14940
ruixingshi
Provides reasoning content to MCP-enabled AI clients by interfacing with Deepse…
F 30 5⁄5 ◉ ⏳ 94 60 — 29 76 88
14941
equilibrium-team
TweekIT MCP Server ⚡ Claim 1
Normalize and convert more than 400 file types via TweekIT's hosted MCP streama…
F 30 6⁄6 ◉ ⏳ 72 68 0 74 77 98
14942
BlockRunAI
@blockrun/alpha Claim 1 3
An AI-powered crypto trading MCP server providing technical analysis, market se…
F 30 6⁄6 ◉ ⏳ 96 66 95 34 74 81
14943
CortexGuardAI
Enables integration with Cortex Context services through the Model Context Prot…
F 30 5⁄5 ◉ ⏳ 94 71 — 51 76 93
14944
koriyoshi2041
agentify ⚡ Claim 1
Agent Interface Compiler — One command. Every agent speaks your product. Transf…
F 30 5⁄4 ◉ ⏳ 90 65 N/A 63 90 33
14945
kukapay
defi-yields-mcp ⚡ Claim 1 2
An MCP server for AI agents to explore DeFi yield opportunities.
F 30 5⁄5 ◉ ⏳ 51 31 — 41 82 87
14946
Pgarciapg
MCP Nano Banana ⚡ Claim 1 2
Exposes Google Gemini's Nano Banana image generation models to Claude, enabling…
F 30 5⁄5 ◉ ⏳ 78 63 — 45 76 90
14947
geosp
MCP MixSearch ⚡ Claim 1
Enables advanced web search across multiple search engines (Brave, DuckDuckGo, …
F 30 5⁄5 ◉ ⏳ 66 71 — 47 80 92
14948
martinuslee
Oh My KEGG MCP Claim 1 2
An MCP server that provides access to the Kyoto Encyclopedia of Genes and Genom…
F 30 5⁄5 ◉ ⏳ 55 31 — 42 77 94
14949
AnuragRai017
Python Docs Server Claim 1 3
An MCP server that enables users to fetch Python documentation using the Brave …
F 30 5⁄5 ◉ ⏳ 63 100 — 41 80 53
14950
mishkinf
granola-mcp ⚡ Claim 1
Enables semantic search and insight extraction across Granola meeting notes, ca…
F 30 5⁄4 ◉ ⏳ 94 38 N/A 52 87 96
Showing 14901–14950 of 69153 servers
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