MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2001
idoru
Run queries against InfluxDB OSS API v2.
B 79 55 84 68 75 76 92
2002
vbiff
RendrKit Claim 1
Generate production-ready images from text prompts. AI-powered design API with …
B 79 55 84 72 59 82 92
2003
Haervwe
Helps LLMs maintain coherent timelines, track events, and manage characters acr…
B 79 55 66 82 N/A 52 95 98
2004
sureshdotariya
MCP Accessibility Auditor is a powerful tool that brings professional web acces…
B 79 55 88 100 N/A 50 90 54
2005
Ophir-Protocol
ophir Claim
Ophir protocol tools for AI agent discovery, negotiation, and settlement
B 79 54 96 57 N/A 48 90 95
2006
septapod
Generates entertaining stories told entirely through emojis with adjustable cha…
B 79 55 94 83 N/A 24 95 82
2007
idoyudha
mcp-keycloak Claim
Managing Keycloak identity and access management
B 79 55 76 82 60 81 93
2008
gregario
Godot Forge Claim
Godot 4 MCP server — test runner, API docs, script analysis, scene parsing, LSP.
B 79 54 72 62 N/A 76 92 97
2009
adenot
MCP Google Server Claim 1
Provides web search capabilities using Google Custom Search API, enabling users…
B 79 55 78 70 69 80 100
2010
aws-powertools
Enables LLMs to search through AWS Lambda Powertools documentation across multi…
B 79 55 80 82 67 81 82
2011
SethGame
FlexSim MCP Server Claim
Control and automate FlexSim simulations through AI assistants like Claude, ena…
B 79 54 86 62 N/A 48 95 99
2012
sjalq
Trello MCP Lite Claim
Enables interaction with Trello through direct API passthrough with multi-accou…
B 79 55 96 68 52 80 91
2013
globodai-group
Enables AI assistants to manage Google Cloud DNS zones and records, supporting …
B 79 55 90 68 48 81 100
2014
vinaybhosle
Ocean shipping intelligence: D&D, freight rates, vessel schedules, port data. 2…
B 79 66 96 92 69 26 81 90
2015
Contextable-me
@contextable/mcp Claim
A persistent AI memory server that enables storage and retrieval of context and…
B 79 55 94 65 57 82 91
2016
chrismo
SuperDB MCP Server Claim
Enables AI assistants to execute SuperSQL queries on data files and SuperDB dat…
B 79 54 86 56 N/A 63 95 91
2017
todo-for-ai
Provides AI assistants with a standardized interface to interact with the Todo …
B 79 55 94 63 55 80 99
2018
openSVM
zig-mcp-server Claim
A Model Context Protocol (MCP) server that provides Zig language tooling, code …
B 79 54 100 40 N/A 69 95 89
2019
nieperdragon
MCP Login Server Claim
Provides automated login functionality for localhost web applications using pre…
B 79 55 66 100 N/A 22 95 96
2020
whitebirchio
Enables integration with Monarch Money to query financial data, analyze spendin…
B 79 54 84 68 N/A 46 90 99
2021
vladkarpman
screen-buffer-mcp Claim 1
MCP server for fast Android screenshots via scrcpy frame buffer (~50ms latency).
B 79 54 75 58 N/A 78 91 99
2022
leosepulveda
Enables comprehensive integration with Google Analytics 4, allowing users to re…
B 79 55 78 82 64 81 84
2023
yudai-uk
Enables AI assistants to interact with Firebase Firestore databases through ful…
B 79 55 90 65 51 81 100
2024
base76-research-lab
conductor-graph-mcp Claim 1
Exposes a CognOS agent system as a machine-readable graph. Full system snapshot…
B 79 55 90 91 N/A 29 83 85
2025
LNS2905
mcp-beads-village Claim 2
Multi-agent MCP server for task coordination
B 79 55 86 91 N/A 30 90 82
2026
punkpeye
This server offers secure, read-only access to directory files via the MCP, sup…
B 79 54 84 63 N/A 57 95 93
2027
lightos
Interactive Shell MCP Claim 1
Enables LLMs to create and manage persistent, interactive shell sessions with f…
B 79 54 100 56 N/A 48 87 97
2028
ctrlShiftBryan
Enables AI coding assistants to control and inspect a live Chrome browser throu…
B 79 54 80 60 N/A 64 95 94
2029
liliangshan
MCP MGit Server Claim
Enables executing mgit push operations to manage and synchronize multiple Git r…
B 79 54 100 70 N/A 22 95 89
2030
naotaka3
Enables Claude to interact with Google Calendar through natural language, provi…
B 79 55 78 72 73 81 90
2031
TIMBOTGPT
Enables Claude AI to open files and directories with system default application…
B 79 54 90 67 N/A 36 90 99
2032
tjdam007
# 🔥 Firebase Crashlytics MCP Server [![License: MIT](https://img.shields.io/ba…
B 79 55 94 95 N/A 43 95 53
2033
msathiyakeerthi
Provides database access capabilities to Claude with support for both SQLite an…
B 79 55 100 56 47 81 100
2034
electricessence
Bridges AI assistants to a Telegram bot to enable two-way messaging, interactiv…
B 79 55 84 72 64 82 89
2035
ergut
mcp-bigquery-server Claim 1
Server implementation for Google BigQuery integration that enables direct BigQu…
B 79 55 94 57 70 80 90
2036
kwp-lab
Brave Search With Proxy
B 79 55 94 67 48 82 93
2037
mcpdotdirect
evm-mcp-server Claim
Comprehensive blockchain services for 30+ EVM networks, supporting native token…
B 79 55 84 56 77 80 100
2038
ryanmaule
Enable AI assistants to seamlessly interact with your Metabase analytics platfo…
B 79 54 90 71 N/A 23 95 99
2039
testusercar
monarch-mcp-server Claim
B 79 54 84 70 N/A 49 87 99
2040
baryhuang
mcp-openmemory Claim
Simple standalone MCP server giving Claude the ability to remember your convers…
B 79 54 90 61 N/A 50 95 90
2041
neo4j-contrib
mcp-neo4j-memory Claim 1
MCP Neo4j Knowledge Graph Memory Server
B 79 54 80 70 N/A 66 80 99
2042
YonasValentin
Searches top design platforms like Dribbble and Behance to provide UI inspirati…
B 79 54 88 65 58 89 90
2043
wso2
FHIR MCP Server Claim
MCP server providing seamless access to FHIR APIs for AI tools and healthcare a…
B 79 55 84 66 N/A 72 83 91
2044
spyrae
claude-concilium Claim
Multi-agent AI consultation framework for Claude Code. Three MCP servers wrappi…
B 79 54 72 77 N/A 57 95 91
2045
panbanda
omen Claim
Multi-language code analysis for complexity, debt, hotspots, ownership, and def…
B 79 54 90 31 N/A 85 94 99
2046
Robbie1977
VirtualFlyBrain Claim 1
MCP server for Drosophila neuroscience data from VirtualFlyBrain
B 79 66 63 86 86 70 81 90
2047
QuincyMillerDev
Ilograph Claim
Provides access to up-to-date Ilograph documentation and syntax validation capa…
B 79 55 92 55 68 81 99
2048
ZUENS2020
Back-Agent MCP Server Claim 1
Executes development tasks by bridging Claude Desktop with Claude Code CLI, ena…
B 79 55 66 100 N/A 47 95 78
2049
StrawHatAI
Allows Claude to execute terminal commands on your computer and perform file sy…
B 78 55 90 82 N/A 39 95 71
2050
jerryliu816
GlassCloud Claim
A cloud relay server that bridges the GlassBridge smart glasses app with Google…
B 78 55 90 63 50 80 98
Showing 2001–2050 of 30006 servers
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