MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

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50103
Discovered
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29730
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2112
Verified
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16952
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Last updated 1 hour, 48 minutes ago

Grade Distribution

Score Distribution

Newly Added

retro F Crane Ledger F Brandfetch F 3TG Test Generation B teppek F

Biggest Gainers

Wisely x402 Agent-Payment Infrastructure +48 Graffeo Coffee Roasting +46 mkdshare.DEV +45

Biggest Drops

Serverless-DB-Oracle -46 dime-experiment-tools -45 FreelanceOS -44
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49951
matteoantoci
Enables creating, reading, and modifying Google Slides presentations programmat…
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49952
dp-pcs
Provides LLM access to Workflowy's API, enabling agents to create, read, update…
 — ○ ⏳ — N/A N/A — — —
49953
stellarpunk
Control telescopes, cameras, and focusers with AI through natural language, usi…
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49954
olaservo
Enables AI-assisted code review with bias mitigation strategies through cross-m…
 — ○ ⏳ — — — — 81 —
49955
tachibanayu24
This MCP server enables Claude to access and log Fitbit health data, including …
 — ○ ⏳ — — — — — —
49956
chexma
vibeMK Claim
Enables complete management of CheckMK monitoring environments through natural …
 — ○ ⏳ — — — — — —
49957
gwizards
Enables AI assistants to generate 3D models, textures, and images via the Meshy…
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49958
pipeworx-io
Provides access to AlphaFold predicted protein 3D structures from EBI, enabling…
 — ○ ⏳ — — — — — —
49959
the-firmament
claude-sync Claim
Local-first MCP server that enables multiple Claude agents to coordinate throug…
 — ○ ⏳ — N/A N/A — — —
49960
contextium-io
mcp-server Claim
Your team's knowledge, always in context. SOPs, coding standards, and workflows…
 — ○ ⏳ — N/A N/A — 95 —
49961
gomission
Mission MCP Claim
Trust Graduation gate for AI agents: visible approval ceremonies and receipt-ba…
 — ○ ⏳ — — — — — —
49962
v-clinic
Enables AI agents to manage virtual clinic data including patients, visits, dia…
 — ○ ⏳ — N/A N/A — — —
49963
TCMPP-Team
Enables AI assistants to manage TCSAS miniprogram development tasks such as lau…
 — ○ ⏳ — N/A N/A — — —
49964
alexpriest
swarm-mcp Claim
An MCP server that provides access to Foursquare Swarm check-in data, enabling …
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49965
emercoin
Identity + memory layer for AI agents on the Emercoin blockchain — read open, w…
 — ○ ⏳ — — — — — —
49966
vaibhavpandeyvpz
wappmcp Claim
A WhatsApp Web MCP server that enables reading chats, contacts, and messages, a…
 — ○ ⏳ — N/A N/A — — —
49967
PublicDotCom
This MCP server connects AI assistants to a Public.com brokerage account, enabl…
 — ○ ⏳ — — — — — —
49968
echoes-io
Enables AI integration with the Echoes storytelling platform, providing narrati…
 — ○ ⏳ — N/A N/A — — —
49969
geondongkim
Local-first shared memory and coordination layer for AI coding agents: reposito…
 — ○ ⏳ — — — — — —
49970
codingstark-dev
Enables users to check domain name availability across 877 TLDs, generate intel…
 — ○ ⏳ — — — — 81 —
49971
bucketeer-io
Enables AI assistants to search and retrieve content from Bucketeer's feature f…
 — ○ ⏳ — N/A N/A — — —
49972
iamrichardD
AI-optimized MCP server for PineScript v6 development, providing comprehensive …
 — ○ ⏳ — N/A N/A — — —
49973
Edge-Explorer
Enables AI-powered GitHub interactions including repository analysis, code sear…
 — ○ ⏳ — N/A N/A — — —
49974
shreyyzsh
Integrates the US National Weather Service API with Claude Desktop to provide r…
 — ○ ⏳ — — — — 81 —
49975
GrafeoDB
grafeo-mcp Claim
Enables AI agents to interact with an embedded graph database (GrafeoDB) via th…
 — ○ ⏳ — — — — — —
49976
bitsbound
mcp-server Claim
— ○ ⏳ — N/A N/A — 95 —
49977
FuturixAI-and-Quantum-Works
A Model Context Protocol (MCP) server for ZeroDrive file management. It enables…
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49978
xsg22
Enables querying and editing configuration items in Apollo Config Center using …
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49979
koki-socialgist
decixa-mcp Claim
MCP server for Decixa that helps AI agents find and resolve APIs for tasks usin…
 — ○ ⏳ — — — — — —
49980
agatho
Enterprise-grade MCP server with 107 tools for TrinityCore bot development, gam…
 — ○ ⏳ — N/A N/A — — —
49981
fdslk
Enables crawling WeChat Official Account articles via the mp.weixin.qq.com sear…
 — ○ ⏳ — N/A N/A — — —
49982
guinacio
Enables AI assistants to manage Google Calendar events, check availability, and…
 — ○ ⏳ — N/A N/A — — —
49983
hlpun
Enables users to describe their LLM fine-tuning job once and get the cheapest, …
 — ○ ⏳ — — — — — —
49984
sunnylabtv-crypto
Ontology-driven multi-agent platform that encodes business policy as code, enab…
 — ○ ⏳ — N/A N/A — — —
49985
codelev
An MCP server that enables AI to manage parties (companies and individuals) in …
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49986
sameerbattoo
Bridges AI IDEs with AWS Bedrock AgentCore Gateway using Cognito OAuth and hard…
 — ○ ⏳ — N/A N/A — — —
49987
mohllal
Provides semantic search over markdown documentation using RAG, allowing natura…
 — ○ ⏳ — N/A N/A — — —
49988
KyleAnthonyMcAdam
A simple Model Context Protocol server implemented in TypeScript that enables c…
 — ○ ⏳ — N/A N/A — 95 —
49989
mhue26
Enables reading Figma files via REST API and writing to the Figma canvas via a …
 — ○ ⏳ — — — — — —
49990
HypaSMarty
Enables AI agents to interact with Eclipse SUMO traffic simulations, automating…
 — ○ ⏳ — N/A N/A — — —
49991
arrrnmp
discord-mcp Claim
Control your Discord server with AI. Lets you manage channels, roles, members, …
 — ○ ⏳ — — — — — —
49992
remorses
playwriter Claim
Connects to your running Chrome browser, enabling AI agents to automate it via …
 — ○ ⏳ — — — — — —
49993
JoshNuku
Meducate MCP Claim
A self-aware, AI-powered MCP server that acts as a personal medical education a…
 — ○ ⏳ — N/A N/A — — —
49994
chrisryugj
ArchHub MCP Claim
Enables natural language access to 11 Korean building data tools including buil…
 — ○ ⏳ — — — — — —
49995
m.tavallaeinejad
— ○ ⏳ — N/A N/A — 95 —
49996
giuliolibrando
A comprehensive MCP server for VMware vSphere management, enabling AI agents to…
 — ○ ⏳ — — — — — —
49997
rumbitopi
A self-hosted MCP server for managing email, calendar, and cloud storage across…
 — ○ ⏳ — N/A N/A — — —
49998
DarkRyan721
GitPilot MCP Claim
A lightweight MCP server that enables AI assistants to manage local Git reposit…
 — ○ ⏳ — N/A N/A — 95 —
49999
nikhonit
REST API and MCP server for Zillow property data: Zestimates, rent estimates, t…
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50000
InjectiveLabs
Enables AI agents to trade perpetual futures, manage wallets, transfer tokens, …
 — ○ ⏳ — N/A N/A — — —
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