MCP Server Quality Scores

Independent quality analysis of 64766 public MCP servers

64766
Discovered
30724
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32051
smythmyke
Workflow tools for US federal contractors — go/no-go bid scoring, incumbent int…
32052
vmos-dev
A multi-user AI group chat server via MCP that lets multiple users' AI agents j…
N/A N/A 95
32053
Smartling
A Docker-based MCP server wrapping the Smartling CLI, enabling natural language…
N/A N/A
32054
fastmcp-me
mcp-gotify Claim
MCP server for sending Gotify push notifications to your devices.
32055
noelregis18
A full-stack web application that allows users to upload, view, edit, and delet…
N/A N/A 95
32056
18089280501
yubin1230 Claim
N/A N/A 95
32057
fsaito-github
Enables AI assistants to interact with Azure DevOps projects through natural la…
N/A N/A
32058 N/A N/A 95
32059
Ramneek82810
An MCP server that transforms natural language questions into SQL, executes que…
32060
etheaven
An open-source MCP server that connects your IDE or AI assistant to the Codex C…
N/A N/A
32061
shibing624
Provides current weather and multi-day forecasts for any location worldwide, in…
32062
kuaizhongqiang
Provides CodeBuddy, Claude Code, and other MCP-compatible tools with a 4-layer …
N/A N/A
32063
shantanu-deshmukh
ChunkTuner Claim
Tools to benchmark chunking strategies for your RAG corpus.
N/A N/A
32064
WhileTrueBlackObelizk
Local-first memory, pipelines, learning, feedback, and safe code tools for AI c…
N/A N/A 95
32065
Tasfiul-Hedayet
mcp-checker1 Claim
N/A N/A 95
32066
AbhishantMOE
A Flask-based MCP server designed for testing deployment on Google App Engine. …
81
32067
alexgenovese
Spawn headless OpenCode workers on cheap models to delegate expensive tool-usin…
N/A N/A
32068
AiAgentKarl
MCP server for agent reputation staking — trust through skin-in-the-game. Agent…
N/A N/A
32069
fabrecamimarlik
mimari-ai Claim
Turkey Building Regulations & Architectural Standards AI Assistant. 147 regulat…
81
32070
LunaParker
waveapps-mcp Claim
This MCP server enables AI assistants like Claude to perform Wave Accounting bo…
N/A N/A
32071
aard-ai
Enables natural language discovery, querying, and analysis of Thailand's offici…
32072
tydeck1016
FlowMCP Claim
Cross-model AI memory persistence server that gives every AI tool you use acces…
32073
Easy8com
Easy8 Claim
Connect AI assistants to Easy8 — read and update projects, issues, and comments.
32074
shubhangi115
A cloud-deployed MCP server for managing personal expenses and providing financ…
32075
xiaobenyang-com
arxiv-paper Claim
N/A N/A 95
32076
xaelophone
arena-mcp Claim
Enables interaction with Are.na channels and content through natural language, …
N/A N/A
32077
AdilzhanB
A robust MCP server for real-time sentiment analysis with AI-powered insights, …
32078
JuliusPinsker
mdify-mcp Claim
MCP server that gives LLMs the power to convert PDFs to Markdown on the fly usi…
N/A N/A
32079
louis030195
oura-mcp Claim
Enables users to query their Oura Ring data (sleep, readiness, activity, heart …
32080
DIYORAP
A Model Context Protocol server providing file search and question tools for AI…
N/A N/A
32081
Thaiebu
Lightweight MCP server for adding, reading, and summarizing sticky notes persis…
N/A N/A
32082
luke-fairbanks
Enables AI agents to discover, configure, and manage local development servers.…
N/A N/A
32083
YuanAran
MyMcp Claim
MCP server that counts the number of Chinese characters (excluding punctuation,…
32084
viral-sangani
viral-mcp Claim
MCP server that wraps the last30days research engine, enabling agents to run to…
N/A N/A
32085
uncagedspirit
An MCP server that generates pixel-art PNGs from text prompts, using a free ima…
N/A N/A
32086
lazy-dinosaur
Enables AI models to test and interact with Electron applications using Playwri…
N/A N/A
32087
storybookjs
addon-mcp Claim
Help agents automatically write and test stories for your UI components.
N/A N/A 95
32088
dKosarevsky
Model Context Protocol server for discovering transforms, validating augmentati…
N/A N/A
32089
muhammedehab35
Enables managing internal documentation with search and add capabilities, and f…
N/A N/A
32090
greenfinity
Provides GitLab issue and CI/CD management tools using the glab CLI, with reduc…
N/A N/A
32091
@buihongduc132
mcp-chrome Claim
N/A N/A 95
32092
krmj22
macos-mcp Claim
Enables AI assistants to read, create, update, and delete data in macOS apps (R…
N/A N/A
32093
hectorflores28
A containerized MCP bridge that lets local or cloud LLMs access your filesystem…
N/A N/A
32094
bu5hm4nn
MCP server for Zoho Books integration, enabling AI agents to perform bookkeepin…
32095
patchadams
mcp-server Claim
N/A N/A 95
32096
FeMa42
An intelligent assistant for 3D modeling with OpenSCAD and 3D printing workflow…
N/A N/A
32097
ShawnKyzer
strands-mcp Claim
Scrapes and indexes Strands Agents documentation into Elasticsearch, providing …
32098
puran-water
An advanced MCP server powered by PHREEQC for industrial wastewater treatment m…
N/A N/A
32099
Oscar-Zeng
Enables AI agents to query airport information and calculate Great Circle dista…
N/A N/A
32100
molpass
sajuMCP Claim
Calculates saju (four pillars) for a given birth year, month, day, hour, minute…
N/A N/A
Showing 32051–32100 of 64766 servers
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