MCP Server Quality Scores

Independent quality analysis of 41157 public MCP servers

41157
Discovered
29245
Scored
2095
Verified
16951
Complete

Last updated 2 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40951
jalateras
weather Claim
An MCP server that provides weather alerts and forecasts using the National Wea…
N/A N/A
40952
CSOAI-ORG
compression-ai-mcp MCP server by MEOK AI Labs
N/A N/A
40953
DavidLMS
IPMentor Claim
Provides verified IPv4 subnet calculations, IP analysis, and network diagram ge…
40954
MrSucik
EU261 flight delay compensation: check eligibility, compute EV, track fares. 6 …
40955 N/A N/A 95
40956
dakshp26
Enables MCP clients to list indexed PDF document collections and perform semant…
N/A N/A
40957
lennix1337
Lets AI agents read, edit, analyze, and refactor objects inside a GeneXus 18 Kn…
N/A N/A
40958
cevatkerim
Enables LLMs to safely execute code in isolated Docker containers with resource…
N/A N/A
40959
coderippr
A Model Context Protocol server that runs on Cloudflare Workers with OAuth logi…
81
40960
j0hanz
Gemini-powered MCP server for code analysis.
N/A N/A 95
40961
sevaepsteyn
Enables interaction with Ubiquiti UISP API for managing network devices, sites,…
40962
@juice928
leiga_mcp_smithery Claim
N/A N/A 95
40963
faizan45640
Provides tools to interact with the PostEx Merchant API for order creation, tra…
40964
GregoriSoria
Enables LLMs to interact with Billforward's billing and subscription management…
40965
opsconduit
jobber-mcp Claim
Customer-hosted, read-only MCP server for Jobber operations queries: owner acti…
40966
AutomattaIA
Enables restaurant reservation management and schedule checking through Supabas…
N/A N/A 95
40967
vishaltorc
Local-first semantic memory layer for MCP agents. Recall, remember, forget, sta…
N/A N/A
40968
ApentengJoseph
Provides structured tools for risk classification, SBAR generation, completenes…
N/A N/A
40969
rb58853
A simple MCP server implementation in Python using FastMCP and FastAPI, providi…
40970
neutral-Stage
Enables AI agents to search, read, send, and organize Gmail emails via MCP prot…
N/A N/A
40971
CSOAI-ORG
data-science-ai-mcp MCP server by MEOK AI Labs
N/A N/A
40972
JZ3736
A mock MCP server that exposes protein structure prediction tools (submit, stat…
40973
JayantCBX
Enables querying Google Search Console and Google Analytics 4 data to retrieve …
81
40974
lfnovo
Analyzes codebases from local directories, GitHub, and Azure DevOps, providing …
40975
SFLuv
sfluv-mcp Claim
MCP server for SFLUV that exposes workflows, votes, and wallet data to AI agent…
40976
astein91
StackSherpa Claim
Compare API providers based on real-time pricing, performance benchmarks, and k…
81
40977
ellenfel
A basic Python implementation of a Model Context Protocol server for educationa…
40978
hasdata
Direct access to 40+ scraping and search tools. Extract structured data from Go…
81
40979
lakshyamehta03
MCP server for the Internet Archive's Wayback Machine. Search archived snapshot…
40980
eugene-tarakanov-e8wt
telldone Claim
N/A N/A 95
40981
diecoscai
Hevy MCP Claim
MCP server for the Hevy fitness API — spec-generated schemas, dry-run-safe writ…
N/A N/A
40982
funcion90
Enables interaction with Notion workspaces through the Notion API with health m…
N/A N/A 95
40983
tuskermanshu
vue-mcp-next Claim
Enables real-time debugging and state manipulation of Vue.js applications throu…
N/A N/A
40984
ROHWOOCHUL
test Claim
N/A N/A 95
40985
gabrielekarra
A smart bridge that aggregates multiple MCP servers under a single interface, p…
N/A N/A
40986
rafael-castelo
Enables image processing tasks such as resizing, compressing, converting format…
N/A N/A
40987
daveosterjr
Enables AI assistants to create, design, and send physical postcards directly t…
81
40988 N/A N/A 95
40989
Elraian
mcpvault Claim
Local, encrypted credential vault for AI agents that enables secure multi-accou…
N/A N/A
40990 N/A N/A 95
40991
kioie
Minimal Go wrapper on the official [modelcontextprotocol/go-sdk](https://github…
N/A N/A
40992
pento
Enables real-time AI editing assistance in the WordPress block editor, allowing…
N/A N/A
40993
win8428
Enables cold email marketing automation with campaign management, lead tracking…
40994
MCP-Mirror
bonk-mcp Claim
Enables interaction with the LetsBonk launchpad on Solana blockchain to launch …
81
40995
InfoseekAI
Find the lowest direct and 3P price for your hotel. Contact us for an API key a…
81
40996
Sealjay
mcp-signal Claim
Local Signal MCP server: read via Signal Desktop, send via signal-cli
N/A N/A
40997
OFODevelopment
Supply chain & logistics intelligence — rate shopping across 85+ carriers, inve…
81
40998
RavaniRoshan
WinScript Claim
State-aware Windows automation MCP server for AI agents, enabling app control, …
N/A N/A
40999
Gabrielbief
suno-mcp Claim
Enables AI music generation via Suno AI, allowing users to generate tracks with…
N/A N/A
41000
SOevHTRZ
Provide a basic MCP server implementation for testing purposes. Enable interact…
N/A N/A 95
Showing 40951–41000 of 41157 servers
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