MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31817
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10001
wjlim
Enables users to manage and navigate nf-core bioinformatics pipeline repositori…
C 66 54 54 57 N/A 22 90 99
10002
SunmaiLee
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 66 54 66 70 N/A 26 95 58
10003
Futuretechaiguy
A Model Context Protocol server that helps users create, validate, manage, and …
C 66 55 81 75 43 81 37
10004
designly1
MCP Medium Server Claim
Enables AI assistants to publish posts to Medium with support for drafts, tags,…
C 66 55 56 82 23 81 75
10005
mattiaperi
Provides access to real-time weather data, 5-day forecasts, and air quality inf…
C 66 55 68 38 43 81 100
10006
fabkho
nuxt-i18n-mcp Claim 1
MCP server for managing i18n translations in Nuxt projects.
C 66 54 75 0 N/A 79 90 97
10007
nagarjun226
Sushi MCP Server Claim
Enables AI assistants to control the Sushi audio engine via gRPC for real-time …
C 66 55 72 33 42 82 98
10008
guzyang
A template for deploying an unauthenticated remote MCP server on Cloudflare Wor…
C 66 55 48 68 27 81 100
10009
tponscr-debug
oracle-h-mcp Claim
Mandatory human approval gate for autonomous AI agents. Intercepts critical, ir…
C 66 64 72 73 0 69 95 92
10010
srijanshukla18
xray Claim
Progressive code-intelligence MCP server: map project structure, fuzzy-find sym…
C 66 54 72 31 N/A 43 90 90
10011
BangyiZhang
An MCP server that allows LLMs to create structured Xmind mind maps with hierar…
C 66 55 61 82 N/A 64 87 29
10012
hightemp
A Go-based MCP server that provides comprehensive access to the Serper Google S…
C 66 55 70 45 37 81 92
10013
pr0cf5
GhidraMCP Claim
Enables LLMs to autonomously reverse engineer applications by exposing Ghidra's…
C 66 54 66 33 N/A 40 95 91
10014
xj-bear
Enables querying financial data including stocks, indices, funds, and futures f…
C 66 55 72 46 24 81 98
10015
RecursiveRabbit
AI BBS Claim 1
An MCP server that enables direct AI-to-AI communication through a bulletin boa…
C 66 55 81 37 22 82 97
10016
DigiBugCat
Logpush MCP Claim
Enables reading and analyzing Cloudflare Workers logpush data stored in R2 buck…
C 66 55 66 52 27 80 99
10017
scriptstar
Provides personalized Data Engineering learning updates by fetching recent news…
C 66 55 70 100 21 81 38
10018
kshern
image-tools-mcp Claim 2
Image Tools MCP is a Model Context Protocol (MCP) service that retrieves image …
C 66 55 66 87 50 80 40
10019
smogievogie
Enables generation of detailed Chinese Ziwei Doushu (Purple Star) astrological …
C 66 55 54 71 37 81 83
10020
bobby169
A Model Context Protocol server that provides current weather forecasts for spe…
C 66 54 45 60 N/A 28 94 100
10021
OpalDecisionSciences
Provides intelligent OpenAI API token management with automatic switching betwe…
C 66 55 78 91 21 81 37
10022
keythpiece
Company MCP Server Claim
Enables AI to interact with internal company systems through API integration, s…
C 66 55 80 100 42 81 6
10023
doomdagadiggiedahdah
Enables programmatic access to the IACR Cryptology ePrint Archive, facilitating…
C 66 55 78 82 37 81 39
10024
RadonX
MCP TriliumNext Claim 1
A Model Context Protocol server enabling AI assistants to interact with Trilium…
C 66 55 69 100 25 81 35
10025
onesvat
MCP Beancount Tool Claim
Enables interaction with local Beancount accounting ledgers through structured …
C 66 54 46 65 N/A 24 95 96
10026
hammeiam
Speech MCP Server Claim 1
A Model Context Protocol server that provides text-to-speech capabilities using…
C 66 55 63 75 23 81 77
10027
hummingbot
mcp Claim
MCP server exposing Hummingbot API for automated multi-exchange trading
C 66 54 78 22 N/A 71 81 84
10028
haris-khan-dev
Enables Gemini AI to interact with a FastAPI application through MCP tools for …
C 66 54 66 47 N/A 19 90 99
10029
qitianfeng
Enables reading and processing various document formats including Word, PDF, RT…
C 66 54 72 48 N/A 19 95 84
10030
Quaestor-Technologies
Connects AI clients to the Standard Metrics API for automated analysis of ventu…
C 66 55 62 40 60 81 93
10031
bitbonsai
MCPVault Claim
A universal AI bridge for Obsidian vaults using the MCP standard, enabling any …
C 66 55 94 0 N/A 54 81 99
10032
ishandotsh
Enables users to get expert help with Isaac Sim scripting, USD (Universal Scene…
C 66 55 64 62 22 81 91
10033
samihalawa
EnvMem Claim
Personal environment variable memory with semantic search and project managemen…
C 66 55 94 0 62 80 96
10034
gabguerin
Enables AI agents to interact with the Hooktheory API for chord progression gen…
C 66 55 68 41 47 80 90
10035
fciaf420
A personal MCP server for managing Meteora decentralized liquidity market maker…
C 66 55 60 62 23 81 97
10036
mskim8717
Dooray MCP Server Claim
A server that enables management of schedules through the Dooray API, allowing …
C 66 55 68 60 36 81 79
10037
mateusdata
A TypeScript-based MCP server that enables users to interact with Prometheus me…
C 66 55 66 60 28 80 90
10038
phsphd
A Model Context Protocol server that provides Claude with access to AI-powered …
C 66 55 65 63 16 81 95
10039
danielmiranda
Provides stealthy browser automation capabilities using a custom Firefox build …
C 66 55 60 55 31 80 97
10040
newageflyfish-max
volthq Claim
Compute price oracle for AI agents. Compare inference pricing across 8 provider…
C 66 54 72 37 32 90 91
10041
saifeezibrahim
AWS MCP Server Claim
Enables AI assistants to execute AWS CLI commands and access AWS documentation,…
C 66 55 78 33 44 81 91
10042
v9rt3x
CS2 RCON MCP Server Claim 1
A Model Context Protocol server that allows management of Counter-Strike 2 game…
C 66 55 61 41 48 81 100
10043
ashenoy95
MCP Chat Claim
A command-line interface application that enables interactive chat with AI mode…
C 66 55 66 53 21 81 100
10044
Wajahat-bitsol
Enable seamless integration of Jira issue tracking within your LLM applications…
C 66 54 64 48 N/A 28 87 99
10045
Traia-IO
Provides access to the Nager.Date API through the Model Context Protocol, allow…
C 66 54 68 43 N/A 27 92 95
10046
sammcj
An MCP server that enables users to retrieve information from AWS Knowledge Bas…
C 66 55 63 100 27 80 44
10047
Garblesnarff
Provides 14 comprehensive tools for geocoding, navigation, and visual mapping u…
C 66 55 58 51 46 82 93
10048
AnkitDigitalsherpa
Echo Claim
Echo your input to test workflows and integrations. Validate formatting, prompt…
C 66 54 48 62 N/A 20 95 100
10049
devstacks-software-engineering
ID Generator MCP Claim
Provides AI assistants with capabilities to generate collision-resistant unique…
C 66 55 66 82 N/A 44 95 33
10050
adamd9
Helps users find suitable LinkedIn job opportunities by automatically scraping …
C 66 55 60 58 26 81 99
Showing 10001–10050 of 66484 servers
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