MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13151
abhijeetka
A server that enables LLMs to manage Kubernetes clusters through natural langua…
C 59 55 68 25 23 81 94
13152
harishsg993010
An educational project that deliberately implements vulnerable MCP servers to d…
C 59 55 68 15 33 81 95
13153
HyunjunJeon
All-Search MCP Server Claim 1
An MCP server that enables web search and document retrieval capabilities throu…
C 59 55 63 43 24 81 78
13154
mackenzienolan
Enables Claude to read, create, and update Google Docs through OAuth authentica…
C 59 66 78 65 0 26 82 97
13155
evimeyer
A deployable MCP server on Cloudflare Workers that enables using custom tools w…
C 59 55 54 58 28 69 82
13156
csrdltte
Provide a streamlined and extensible MCP server implementation that enables sea…
C 59 54 30 60 N/A 4 95 100
13157
Lumif-ai
Provides technical analysis tools for cryptocurrency trading data, calculating …
C 59 55 66 31 17 78 94
13158
Aifornorms
Excel MCP Server Claim 1
A Model Context Protocol server that enables AI agents to create, read, and mod…
C 59 55 57 31 42 69 97
13159
AmeyMedewar
Automates cold email outreach for job applications by parsing job postings, gen…
C 59 54 60 27 N/A 21 95 87
13160
choec77
NCP MCP Server Claim
Enables conversational management of Naver Cloud Platform infrastructure throug…
C 59 55 72 63 24 81 42
13161
JonaFly
RednoteMCP Claim
Enables automated interaction with Xiaohongshu (Little Red Book) to search for …
C 59 54 56 36 N/A 27 87 87
13162
Sallvainian
Search and retrieve NGSS standards by code, domain, or topic. Explore three-dim…
C 59 66 94 10 0 76 83 100
13163
Richieengineer
A Cloudflare Workers-based MCP server that enables AI models to use custom tool…
C 59 55 48 58 21 81 83
13164
Brokk-Sindre
Exposes Denmark's Statistical Bureau API as programmable resources, making it e…
C 59 55 56 36 35 82 82
13165
Kim-soung-won
mcp-example Claim
C 59 54 30 45 N/A 26 94 100
13166
ZaharGusyatin
An MCP server designed for React Native and Expo development that provides spec…
C 59 64 57 68 0 42 92 96
13167
VlaadislavKr
Enables seamless interaction with MySQL, PostgreSQL, and SQLite databases throu…
C 59 55 54 53 26 71 86
13168
cnosdb
An MCP server that enables interacting with CnosDB databases through Claude, su…
C 59 55 41 47 33 78 98
13169
inErrataAI
Enables AI agents to search for answers, log unresolved questions, and automati…
C 59 55 76 0 35 81 99
13170
namiraprita
Polyglot Claim 1
An MCP server that provides standardized translation services across six langua…
C 59 55 39 62 41 81 72
13171
chrisvin-jabamani
Lotus MCP Claim
Enables creation of reusable browser automation skills through demonstration by…
C 59 66 80 63 0 29 81 95
13172
celestialdust
A LangGraph-powered research agent that performs iterative web searches using G…
C 59 66 82 53 0 42 82 91
13173
ampcome-mcps
Allows AI assistants to interact with Square's connect API, providing access to…
C 59 66 78 66 0 41 81 87
13174
topotal
Waroom MCP Claim
A Model Context Protocol (MCP) server that enables interaction with Waroom API …
C 59 55 54 100 31 81 13
13175
tarakomasu
Accurately counts Japanese text characters using grapheme clusters, properly ha…
C 59 66 66 71 0 54 81 88
13176
13888285815
Windows-MCP Claim
A lightweight server that enables AI agents to interact natively with the Windo…
C 59 55 72 0 52 81 92
13177
fabricatorsltd
Provides AI agents with comprehensive documentation and code patterns for the F…
C 59 55 78 0 30 83 99
13178
Prooflie
An MCP server that provides deepfake detection capabilities, allowing clients t…
C 59 66 65 71 0 36 81 99
13179
AlekseiMarchenko
Persistent memory for AI agents. Store, recall, and share knowledge across sess…
C 59 55 72 0 N/A 70 69 94
13180
xiaomayisjh
Enables scientific computing, mathematical problem solving, and step-by-step ma…
C 59 55 62 32 22 81 93
13181
ag2-mcp-servers
An MCP Server that enables interaction with Maharashtra's Motor Vehicle Departm…
C 59 55 45 60 21 81 81
13182
charlielockyer-rice
Provides Claude with access to the tscircuit electronics component registry, en…
C 59 64 68 61 0 41 95 90
13183
sergeiledvanov
Wise MCP Server Claim
Enables access to Wise API functionality for managing recipients and sending mo…
C 59 55 60 38 28 81 83
13184
clappia-dev
clappia-mcp Claim 1
An MCP server that provides Clappia workspace, forms, workflows, submissions, a…
C 59 54 57 48 N/A 29 77 76
13185
yuna0x0
yuna0x0-hackmd-mcp Claim 1
Interact with your HackMD notes and teams seamlessly. Manage your notes, view r…
C 59 66 57 72 0 75 70 94
13186
abutbul
An MCP server that helps AI assistants manage expense-sharing for social events…
C 59 55 55 30 40 81 89
13187
1yhy
OSS MCP Server Claim 1
A Model Context Protocol server that enables large language models to upload fi…
C 59 55 41 60 25 81 83
13188
windsornguyen
gmail-mcp Claim 1
An MCP server that enables management of Gmail messages, threads, labels, and d…
C 59 55 39 35 47 81 99
13189
mircorudolph
Toy MCP Server Claim
A simple reference implementation demonstrating MCP server basics with two toy …
C 59 54 48 27 N/A 24 95 100
13190
tomekkorbak
Strava MCP Server Claim 1
A Model Context Protocol server that provides language models with access to St…
C 59 55 47 37 44 81 89
13191
Utkarshchaudhary009
YtMCP Claim 1
A Model Context Protocol server providing comprehensive read-only access to You…
C 59 55 45 36 40 83 95
13192
vishalmysore
An MCP server that integrates Arduino-based robotics (ESP32 or Arduino Nano) wi…
C 59 55 51 46 44 81 71
13193
andrewkkchan
MCP Fivetran Claim
A server implementation that enables AI assistants to interact with Fivetran's …
C 59 55 60 32 23 78 96
13194
twolven
A Model Context Protocol server that enables LLMs to analyze options chains, ca…
C 59 55 75 23 33 81 77
13195
sideffect263
Enables network scanning and security assessment using Nmap through MCP, allowi…
C 59 55 54 72 29 78 52
13196
jikime
YouTube Toolbox Claim 1
An MCP server that provides AI assistants with powerful tools to interact with …
C 59 55 57 43 22 81 88
13197
hannesrudolph
An MCP server that provides safe access to your iMessage database through Model…
C 59 54 49 33 N/A 30 90 94
13198
greedy52
teleport-docs-mcp Claim
Enables AI assistants to search and retrieve information from Teleport document…
C 59 55 56 22 44 81 94
13199
ToseaAI
mcp-ToseaAI Claim
Official MCP server for ToseaAI that enables document-to-presentation workflows…
C 59 55 54 0 76 81 99
13200
kukapay
rug-check-mcp Claim 1
An MCP server that detects potential risks in Solana meme tokens.
C 59 55 45 32 42 82 95
Showing 13151–13200 of 57160 servers
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