MCP Server Quality Scores

Independent quality analysis of 33692 public MCP servers

33692
Discovered
28838
Scored
2087
Verified
16951
Complete

Last updated 1 hour, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11151
stevennevins
MCP Server Template Claim 1
A TypeScript-based template for developing Model Context Protocol servers with …
C 64 55 78 56 22 81 68
11152
LLMBaseAI
Enables fetching and processing web content with advanced features including ba…
C 64 66 90 62 0 59 80 93
11153
whdghk1907
Provides comprehensive statistics and advanced analysis tools for the Korean st…
C 64 55 78 68 21 81 57
11154
Gilfeather
A template for building Model Context Protocol servers that connect to company …
C 64 55 54 41 47 81 100
11155
sfc-gh-tgordonjr
Integrates Snowflake Cortex AI features like Cortex Search and Analyst into the…
C 64 55 78 41 41 77 78
11156
qememe
Enables the deployment of remote Model Context Protocol servers on Cloudflare W…
C 64 55 48 70 27 83 85
11157
Gorvey
A Model Context Protocol server that allows AI development tools like Cursor an…
C 64 55 47 68 50 80 76
11158
zhizhuodemao
Android Proxy MCP Claim 2
An MCP server that enables AI assistants to capture and analyze HTTP/HTTPS traf…
C 64 54 65 31 N/A 51 90 83
11159
kuai0901
iRAG MCP Server Claim 2
A Model Context Protocol server that enables Claude Desktop to generate images …
C 64 55 57 75 22 80 76
11160
etfromchina
Provides tools to fetch random or categorized riddles, verify answers, and view…
C 64 55 72 41 28 82 91
11161
Semutireng22
Monad MCP Server Claim
Enables interaction with the Monad testnet to check balances, examine transacti…
C 64 55 60 42 42 81 94
11162
zachsai
Hevy MCP Claim 1
An MCP server that connects AI clients to the Hevy workout tracking app, allowi…
C 64 55 45 67 30 80 93
11163
quintana1308
MCP MariaDB Server Claim
Enables AI assistants to interact with MariaDB databases through SQL operations…
C 64 55 66 38 39 81 96
11164
correaito
Clerk MCP Server Claim
Enables complete user management for Clerk authentication service through MCP. …
C 64 55 68 82 42 81 37
11165
kukapay
web3-jobs-mcp Claim 1
An MCP server that provides AI agents with real-time access to curated Web3 job…
C 64 55 61 45 38 82 91
11166
j0hanz
PromptTuner MCP Claim
Analyzes, refines, and optimizes prompts for AI assistants by fixing grammar, i…
C 64 55 72 82 35 81 34
11167
vigneshpbmenon
Enables AI agents to interact with AutoCAD through Python automation to draw ge…
C 64 54 48 40 N/A 41 95 100
11168
josephazar
Enables semantic search and natural language product recommendations using Chro…
C 64 55 84 31 19 81 96
11169
landermkerbey
ragmacs-mcp Claim
Provides LLMs with live introspective access to a running Emacs instance to eva…
C 64 54 54 55 N/A 28 82 96
11170
EricLott
Allows Large Language Models to interact with Kroger's grocery services, enabli…
C 64 55 54 46 36 82 99
11171
vinsidious
PostgreSQL MCP Server Claim 2
Provides read-only access to PostgreSQL databases, enabling users to inspect da…
C 64 55 84 45 17 69 91
11172
Nielsen642
Provides real-time and historical cryptocurrency market data using ccxt, enabli…
C 64 55 80 32 25 81 92
11173
ruudmens
Koppla Claim
A Model-Context-Protocol (MCP) Server for Active Directory
C 64 54 78 46 N/A 41 90 57
11174
YoshiSaurus
mcp-otle Claim 1
An MCP server that simulates the Chipotle ordering experience, allowing AI agen…
C 64 55 51 53 35 82 97
11175
SaptaDey
NexusMind Claim 1
An MCP server that leverages graph structures to perform sophisticated scientif…
C 64 55 45 65 36 81 92
11176
atimevil
Enables interaction with the Dreamhack wargame platform to fetch problem lists,…
C 64 55 60 62 21 81 89
11177
ysm1026
Cinema Scheduler Claim 1
An MCP server that scrapes movie theater schedules from eiga.com to provide mov…
C 64 54 69 43 N/A 35 95 68
11178
dinek-k
A Model Context Protocol server providing tools for SQLite database operations …
C 64 55 71 91 21 81 40
11179
joesaby
doctree-mcp Claim
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, …
C 64 54 60 18 N/A 66 95 90
11180
harshaneigapula
iOS MCP Server Claim
Allows LLMs to access, scan, and search photos on connected iOS devices via USB…
C 64 54 60 46 N/A 22 90 96
11181
adhinugroho1711
A collection of Model Context Protocol servers for cryptocurrency APIs (CoinGec…
C 64 54 66 40 N/A 18 95 90
11182
kenjihikmatullah
Integrates Productboard API into agentic workflows, allowing interaction with c…
C 64 66 96 62 0 40 81 98
11183
creatorrmode-lead
avp-sdk Claim
Trust, identity (W3C DID), and EigenTrust reputation for AI agents. Attestation…
C 64 55 78 0 67 81 99
11184
y-nihat
Math MCP Server Claim
Provides mathematical operations through MCP, enabling addition and multiplicat…
C 64 55 60 38 36 82 100
11185
testusuke
Enables AI-powered web research using OpenAI's GPT-5.1 with built-in web search…
C 64 55 54 47 47 81 90
11186
Wildebeest
MCP PDF Forms Claim
A server providing PDF form manipulation tools via MCP's API, allowing users to…
C 64 55 72 33 28 80 99
11187
luiox
openocd-mcp Claim
An OpenOCD debug MCP server that manages debugging targets and sessions by reus…
C 64 54 62 33 N/A 49 90 89
11188
flyfox666
A template for deploying authentication-free remote MCP servers on Cloudflare W…
C 64 55 48 70 29 83 83
11189
Chenghao-Wu
MCP LAMMPS Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with LAM…
C 64 55 71 27 51 81 90
11190
ai-dashboad
AI E2E testing bridge — give AI eyes and hands inside any app. 8 platforms, 40+…
C 64 55 72 28 N/A 78 80 68
11191
ShaoRou459
Memos MCP Server Claim
Enables AI agents to interact with Memos instances for personal note-taking and…
C 64 55 60 41 39 81 100
11192
japentaca
Enables secure read-only access to PostgreSQL databases through SELECT queries …
C 64 55 72 82 27 81 42
11193
lucoo01
Enables local image analysis using Ollama AI models with complete privacy prote…
C 64 54 60 33 N/A 40 95 88
11194
muminfarooq190
Provides compassionate mental health support tools including mood tracking, emo…
C 64 54 78 31 N/A 21 92 90
11195
boodrow
Provides AI assistants with searchable access to documentation from 170+ curate…
C 64 55 76 31 36 78 94
11196
beedev
simple-ai-provenance Claim 2
An MCP server that tracks AI prompts in Claude Code and automatically annotates…
C 64 54 57 48 N/A 27 90 90
11197
gomessoaresemmanuel-cpu
Burnout risk scoring across 3 dimensions (physical, emotional, effectiveness)
C 64 55 88 0 N/A 57 81 94
11198
Dollarhyde
GR-MCP Claim 1
An MCP server that enables natural language-driven creation and management of G…
C 64 54 57 31 N/A 45 90 100
11199
marcoaapfortes
Mantic.sh Claim
A structural code search engine for Al agents.
C 64 64 90 58 0 67 88 87
11200
ArjanLig
Strava Training MCP Claim 1
Connect Strava training data to Claude for training load analysis and activity …
C 64 55 90 0 N/A 52 81 96
Showing 11151–11200 of 33692 servers
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