MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4051
evilbuck
Extracts and manages job postings from HackerNews 'Who's Hiring' threads, enabl…
B 75 54 90 56 N/A 16 95 100
4052
jgordini
Provides AI assistants with access to University of Alabama at Birmingham's Res…
B 75 55 72 71 50 81 97
4053
laxmimerit
Build MCP servers & clients with Python, Streamlit, ChromaDB, LangChain, LangGr…
B 75 54 78 66 N/A 33 90 96 HT
4054
aaronfeingold
A persistent memory layer for Claude Code that maintains project information, t…
B 75 54 78 58 N/A 44 95 96
4055
Aguantar
vibescan-mcp-server Claim 2
MCP server for VibeScan — scan projects for leaked secrets and security issues
B 75 44 57 N/A N/A 47 95 97
4056
leonardsellem
Artifact-first sub-agent delegation for Codex CLI, enabling multi-step parallel…
B 75 55 84 82 N/A 63 95 44
4057
Touchpoint-Labs
Touchpoint Claim
Give your AI agent eyes and hands on any desktop — cross-platform accessibility…
B 75 44 57 N/A N/A 49 95 98
4058
anthony-maio
Cartograph Claim
Repo analysis for coding agents with ranked files, dependency maps, and task-sc…
B 75 54 60 57 N/A 81 90 96
4059
UtakataKyosui
Enables management of GitHub pull request review threads through natural langua…
B 75 55 80 91 69 81 45
4060
LuisRincon23
SEC MCP Claim
A Server-Sent Events Model Context Protocol server that enables both remote and…
B 75 55 94 50 45 81 97
4061
sdlbp
swagger-mcp-tool Claim
A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documenta…
B 75 55 88 52 50 81 100
4062
jmonsellier
Gmail MCP Server Claim 1
Integrates with Gmail to enable sending, reading, drafting, and managing emails…
B 75 54 78 67 N/A 38 95 88
4063
opanel-mc
OPanel MCP Claim 1
A MCP server integrated with the OPanel server management panel, enabling LLM-a…
B 75 54 71 68 54 87 94
4064
matipojo
Enables managing personal information with dynamic topic-based organization (ta…
B 75 55 80 73 30 82 97
4065
gradion-ai
ipybox Claim 2
An MCP server for sandboxed Python code execution with IPython and Docker, and …
B 75 54 65 65 N/A 83 87 78
4066
lebrodus
Playwright MCP Server Claim 1
A server that enables browser automation using Playwright, allowing interaction…
B 75 54 90 58 N/A 20 95 99
4067
SonAIengine
ku-portal-mcp Claim 2
Enables Korea University students to query their KUPID portal and Canvas LMS us…
B 75 55 63 82 52 95 78
4068
tech-curator
korean-patent-mcp Claim
Search Korean patents by applicant, retrieve detailed records by application nu…
B 75 55 66 82 N/A 50 92 80
4069
geobio
Provides access to the National Park Service API to search for U.S. national pa…
B 75 55 78 72 48 82 90
4070
getplatform
Enables sending transactional emails through GetMailer from AI assistants. Supp…
B 75 55 90 66 30 81 96
4071
hillaryTse
HackerNews MCP Server Claim 1
Enables AI agents and developers to search, retrieve, and analyze HackerNews co…
B 75 55 84 67 35 83 95
4072
leependu
Enables AI assistants to automatically identify which machine they're working w…
B 75 54 78 52 N/A 44 94 100
4073
Lee-SiHyeon
mcp-server-3gpp Claim 2
Enables AI assistants to search and retrieve information from 3GPP specificatio…
B 75 55 72 100 50 76 68
4074
nyxn-ai
NyxDocs Claim
Specialized MCP server for cryptocurrency project documentation management with…
B 75 55 88 62 41 82 94
4075
my-mcp-hub
mcp-kit Claim
A CLI tool to create MCP (Model Context Protocol) applications with ease.
B 75 54 88 50 N/A 76 91 67 HA
4076
flrngel
Create and manipulate drawings with a simple canvas interface. Enhance your AI …
B 75 55 74 100 N/A 27 81 76
4077
BurtTheCoder
mcp-maigret Claim 2
MCP server for maigret, a powerful OSINT tool that collects user account inform…
B 75 55 75 65 61 82 92
4078
vincentf305
Deepseek MCP Server Claim 1
A Model Control Protocol server implementation that allows Claude Desktop to us…
B 75 55 90 67 34 80 92
4079
morahan
Provides fast, multilingual spell-checking for text and files, featuring syntax…
B 75 54 78 52 N/A 46 92 100
4080
baryhuang
A headless MCP server that provides Twitter API access without requiring local …
B 75 55 84 68 38 80 95
4081
munch-group
Ensembl MCP Server Claim 1
Provides access to the Ensembl genomics REST API with 30+ tools for genomic dat…
B 75 55 92 100 42 81 42
4082
fshamim
mcp-server-zep-cloud Claim 1
mcp-server-zep-cloud
B 75 55 94 91 45 81 46
4083
gr3enarr0w
Intelligently engineers and optimizes prompts for Claude Code with automatic la…
B 75 55 86 100 N/A 38 95 36
4084
1Dark134
arXiv MCP Server Client 🐙 enables AI assistants to search, retrieve, analyze, a…
B 75 55 80 62 N/A 50 80 100
4085
dumyCq
Time MCP Server Claim 1
Provides time and timezone functionality for LLMs, enabling them to get current…
B 75 54 78 68 N/A 23 94 97
4086
onlitec
VPS MCP Server Claim 2
Enables AI models to manage Docker containers, images, networks, and volumes th…
B 75 55 72 100 31 80 79
4087
ayoubzeroual
Enables web search functionality through Perplexity AI's API with time-based fi…
B 75 55 78 65 43 81 100
4088
yangjeep
Provides implementation guidance, code validation, and troubleshooting tools fo…
B 75 55 92 60 29 82 98
4089
robbyczgw-cla
web-search-plus-mcp Claim 1
Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). …
B 75 55 79 57 62 80 96
4090
aircodelabs
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
B 75 54 84 46 N/A 56 95 89
4091
Raphaelren
MinIO MCP Server Claim
Provides tools for interacting with MinIO and S3-compatible object storage thro…
B 75 55 78 91 27 81 86
4092
davehenke
rekordbox-mcp Claim 1
MCP server for rekordbox DJ database access. Provides read-only querying of tra…
B 75 55 53 82 N/A 46 95 99
4093
masseater
Enables creation and querying of knowledge bases using Google's Gemini API File…
B 75 55 72 72 57 81 92
4094
sanyambassi
MCP server for Thales CipherTrust Manager RestFul Data Protection service.
B 75 55 81 73 41 82 91
4095
neriousy
Gemini MCP Server Claim
Integrates Google's Gemini AI with Claude Code to provide advanced development …
B 75 55 80 60 62 82 87
4096
yellowcandle
Provides comprehensive access to Hong Kong Legislative Council data including v…
B 75 55 94 57 32 83 94
4097
olamide-olaniyan
Query social media data from Instagram, TikTok, Twitter/X, Threads, YouTube, Fa…
B 75 55 78 65 44 81 100
4098
KyrieTangSheng
National Park Service API integration providing latest information of park deta…
B 75 55 78 71 49 82 91
4099
dbsectrainer
Universal data connector for CSV, Postgres, and REST APIs via DuckDB
B 75 44 63 N/A N/A 62 83 92
4100
GaloisHLee
Enables execution of SageMath mathematical computations through a local SageMat…
B 75 55 60 82 N/A 46 95 85
Showing 4051–4100 of 67197 servers
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