MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29919
Scored
2112
Verified
16953
Complete

Last updated 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
951
mgriffen
tapsite Claim 1
An MCP server for web intelligence extraction that provides 55 tools for extrac…
B 81 44 71 61 95 94
952
netmexmedia
Netmex MCP Claim
A lightweight and extendable MCP server toolkit that allows developers to build…
B 81 55 78 87 N/A 31 95 100
953
hqtrung
Enables AI assistants to interact with the Finizi B4B platform through 15 compr…
B 81 55 88 82 44 81 100
954
dockergiant
RollDev MCP Server Claim 2
An MCP server for RollDev and Magento 2 development environments that enables L…
B 81 55 77 100 N/A 68 95 58
955
Pantheon-LadderWorks
omni-scanner Claim
Codebase observatory with 56+ scanners for git health, architecture, and docume…
B 81 54 96 56 N/A 63 90 97
956
prashantgupta123
AWS FinOps MCP Server Claim 2
Provides a comprehensive suite of 76 tools for AWS cloud resource optimization,…
B 81 55 92 82 51 78 92
957
mochammadshenna
Enables AI assistants to greet users in 7 different languages including English…
B 81 55 96 57 65 83 100
958
ibarrajo
Analyzes genealogy trees to detect errors, duplicates, and timeline inconsisten…
B 81 54 90 66 N/A 52 95 94
959
feedoracle
7-signal stablecoin risk scoring. 13 tools, 28+ tokens, SAFE/CAUTION/AVOID verd…
B 81 66 90 96 64 45 81 99
960
n3wth
r3 (Recall) Claim
An intelligent memory MCP server that provides AI applications with semantic se…
B 81 55 86 65 82 76 100
961
Ansvar-Systems
maltese-law-mcp Claim
Maltese legislation via MCP — full-text search across statutes and provisions
B 81 54 71 93 N/A 49 95 91
962
PaulieB14
graph-aave-mcp Claim
AAVE V2/V3 lending & governance MCP — 7 chains via The Graph subgraphs
B 81 54 88 61 N/A 74 80 100
963
TheRealAshik
Jules MCP Server Claim 1
Enables orchestration of multiple Jules AI workers for tasks like code generati…
B 81 55 88 70 72 76 96
964
ziad-hsn
code-mode-toon Claim 1
A lightweight Model Context Protocol (MCP) orchestrator designed for efficiency…
B 81 54 96 60 N/A 67 90 86
965
fasuizu-br
Pronunciation scoring, speech-to-text, and text-to-speech for AI agents.
B 81 66 96 100 55 45 82 97
966
mimeCam
DevBrain Claim
Quickly search indexed indie devs blog posts and articles. It is like chatting…
B 81 66 90 76 87 45 81 95
967
oathe-ai
oathe-mcp Claim 1
MCP server for https://oathe.ai security audits. Runtime behavioral analysis an…
B 81 55 69 100 68 81 84
968
schwarztim
cimc-mcp Claim 2
An MCP server for managing standalone Cisco C-Series rack servers through the C…
B 81 55 73 100 48 81 98
969
cyanheads
mcp-ts-template Claim 1
TypeScript template for building MCP servers with declarative tooling, observab…
B 81 54 71 100 N/A 46 83 98
970
zakblacki
A Model Context Protocol (MCP) server for integrating with the SATIM payment ga…
B 81 55 92 83 48 81 89
971
mikusnuz
agent-link-mcp Claim 1
MCP server for bidirectional AI agent collaboration — 5 tools for spawning and …
B 81 44 57 N/A N/A 79 95 98
972
OffleashXYZ
Enables AI assistants to access and search Google Contacts through per-user OAu…
B 81 55 100 72 42 81 96
973
devinvenable
MCP Talk Claim
A lightweight messaging system that enables real-time communication between dif…
B 81 55 86 91 N/A 22 95 94
974
Azure
TypeScript MCP server for AI-powered containerization workflows with Docker and…
B 81 54 78 58 N/A 93 92 90
975
mathematic-inc
MCP server that exposes Claude Code's file and shell tools (bash, read, write, …
B 81 54 84 58 N/A 81 90 96
976
ewalid
rosetta-mcp Claim
AI-powered Excel translation preserving formatting, formulas, and data integrit…
B 81 54 96 71 N/A 53 83 92
977
lofcz
Provides LLM-optimized filesystem access with intelligent file pagination for l…
B 81 54 96 62 N/A 46 90 99
978
luvl
Enables AI assistants to securely interact with Salesforce CRM data through SOQ…
B 81 55 94 71 50 81 99
979
tolenonetwork
Enables users to control their Toleno mining account directly from Claude AI us…
B 81 55 90 87 30 83 100
980
TheDigitalNinja
Fitbit MCP Server Claim 1
A Model Context Protocol server that bridges LLMs (like Claude) with the Fitbit…
B 81 54 79 75 N/A 64 95 91
981
amith-vp
Indian Railway MCP Claim 1
Enables searching and tracking Indian Railways trains, checking seat availabili…
B 81 66 79 100 91 31 80 93
982
VoCoufi
Captures and organizes structured markdown notes from Claude Code sessions with…
B 81 54 94 52 N/A 75 95 89
983
twjackysu
TWSEMCPServer Claim
台灣證交所OpenAPI 的 MCP Server 同時整合部分即時報價和櫃檯買賣中心TPEx OpenAPI, 臺灣期貨交易所TAIFEX OpenAPI
B 81 66 86 82 84 54 81 88
984 B 81 54 92 66 N/A 50 95 94
985
cardog-ai
Cardog Claim
Vehicle listings, market analysis, VIN decoding, recalls, and EV charging data
B 81 66 96 78 96 21 81 97
986
CogitatorTech
omni-nli Claim 1
An MCP server for natural language inference
B 81 54 75 72 N/A 75 90 95
987
MausRundung
Provides tools for analyzing project structures, searching through codebases, m…
B 81 54 88 75 N/A 55 88 91
988
gander-tools
MCP server for querying and validating OpenStreetMap tags
B 81 54 85 63 N/A 81 95 81
989
ry-ops
git-steer Claim
An autonomous GitHub management engine that enables control over repositories, …
B 81 54 94 55 N/A 73 90 89
990
ikoskela
precision-desktop Claim
Fixes DPI coordinate scaling for Windows desktop automation MCP servers.
B 81 54 90 68 N/A 47 95 94
991
ravenwits
This is a TypeScript-based MCP server that provides database interaction capabi…
B 81 54 90 66 N/A 51 95 93
992
graphistry
Graphistry MCP Claim 1
GPU-accelerated graph visualization and analytics server for Large Language Mod…
B 81 55 90 82 56 81 90
993
VeriTeknik
Teaching LLMs that Math.random() is so last century
B 81 55 92 72 50 82 100
994
xmuweili
app-screen-mcp Claim 1
An MCP server for reliable iOS Simulator automation that enables agents to cont…
B 81 55 79 100 N/A 30 95 84
995
Pascalrjt
SearXNG MCP Server Claim 1
Enables local LLMs in LM Studio to perform web searches through a privacy-focus…
B 81 55 100 100 N/A 26 95 60
996
Yash-Kavaiya
digipin-mcp Claim 1
B 81 44 78 N/A N/A 47 95 98
997
jezweb
A production-ready template for building MCP servers on Cloudflare Workers with…
B 81 55 96 71 58 82 91
998
nikydobrev
Enables interaction with multiple Azure DevOps organizations simultaneously, pr…
B 81 55 78 100 47 81 88
999
Promptly-Technologies-LLC
A TypeScript Model Context Protocol (MCP) server to allow LLMs to programmatica…
B 81 55 96 100 N/A 48 92 52
1000
angiejones
MCP Selenium Claim
Enables browser automation using the Selenium WebDriver through MCP, supporting…
B 81 54 80 61 N/A 81 88 100
Showing 951–1000 of 59993 servers
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