MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32341
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59801
Sudharsan2618
Enables AI agents to interact with LinkedIn through MCP tools for retrieving co…
59802
OyaAIProd
Enables AI assistants to search and analyze vulnerabilities and exploits from m…
59803
zengwenliang416
A structured problem-solving MCP server that breaks down complex tasks into seq…
59804
jitsucom
Jitsu Claim
Manage Jitsu data pipelines: destinations, streams, connections, functions, liv…
59805
Zhonghao1995
Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workfl…
N/A N/A
59806
creanlab
Measured share of answer for 20 SaaS brands. An open dataset, not an audit of y…
59807
dbrown540
Enables searching hiking trails from AllTrails.com via MCP, with smart caching …
N/A N/A
59808
rom4ik1346
Analyze GitHub repositories with health scores, issue triage, and action items …
59809
anespo
Enables AI agents to query S3 data lakes using natural language, with support f…
59810
GrafeoDB
grafeo-mcp Claim
Enables AI agents to interact with an embedded graph database (GrafeoDB) via th…
59811
lekt9
unbrowse Claim
N/A N/A 95
59812
llyfn
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
59813
maxkle1nz
m1nd Claim
m1nd is a local MCP runtime that gives coding agents graph-native memory of a c…
N/A N/A
59814
phuc-nt
Enables AI assistants to interact with Atlassian Jira via API token authenticat…
N/A N/A
59815
nikhil-bhat
Search coding challenge solutions by keyword and optionally filter by programmi…
N/A N/A 95
59816
TheBlueHouse75
Delegate real-world actions from Claude Code, Codex, and other agents to Hermes…
N/A N/A
59817
hydavinci
Provide accurate and up-to-date weather information for any city or region worl…
N/A N/A 95
59818
nestordemeure
gallica-mcp Claim
Enables searching and accessing OCR text from millions of digitized documents i…
59819
hansyou
A serverless implementation of Model Context Protocol (MCP) on Cloudflare Worke…
N/A N/A 95
59820 N/A N/A 95
59821
ZureJack
A modular Python MCP server providing tools for text echoing, system informatio…
N/A N/A
59822
CommanderTvis
weight-mcp Claim
A personal calorie and protein counter MCP server for use inside claude.ai, ena…
59823
mertadali
AI-powered todo and calendar management using OpenAI and Google Calendar. Suppo…
N/A N/A
59824
Jasuni69
Enables to create print-on-demand products using the Printful API, allowing use…
59825
carainc
A Model Context Protocol (MCP) server for Canvas Medical API/SDK development as…
N/A N/A
59826
Tejas242
arxiv-mcp Claim
A streamlined MCP server that connects AI assistants to arXiv's vast collection…
59827
divulture
Convyy MCP Claim
Enables AI agents to create and manage Convyy boards, including diagrams, kanba…
59828
duriantaco
sshrew Claim
Enables Claude to read files and run allowlisted commands on any Linux machine …
59829
AliRezaBeigy
Enables AI clients to search, browse, inspect, and download 3D models from Sket…
59830
pipeworx-io
Provides access to Cincinnati open data via the Socrata SODA API, allowing user…
59831
librarian-nexus Claim 1
Knowledge synthesis MCP server with vector-deduplicated lessons and x402 microp…
N/A N/A 81
59832
SymbolStar
gmail-mcp Claim
Enables reading Gmail emails through the Model Context Protocol, supporting lis…
N/A N/A
59833
coachleo
Coach Leo is an AI running coach that syncs your real training data from Strava…
81
59834
xiaoyx996
gaode Claim
N/A N/A 95
59835
mcpland
jenkins-mcp Claim
Provides AI assistants with full access to Jenkins CI/CD systems, enabling quer…
59836
senoj100-alt
FitnessMCP Claim
A unified MCP server that connects AI assistants to multiple fitness services (…
81
59837
untitledfinancial
dpx-mcp Claim
Settlement protocol MCP server for institutional cross-border USDC transactions…
59838
liuweihongliuxinyu
Enables AI assistants to access professional Traditional Chinese Medicine knowl…
59839 N/A N/A 95
59840 N/A N/A 95
59841
Plutor-05
gems-mcp Claim
MCP server wrapping xGEMS for thermodynamic equilibrium calculations, offering …
N/A N/A
59842
chrischall
Extended Google Docs for Claude via gogcli — auth + full Docs and comments supp…
N/A N/A
59843
Search and compare products from Singapore, SEA, and US markets via MCP.
N/A N/A 81
59844
socar-edwin
A Python-based MCP server that acts as a bridge between MCP-compatible clients …
59845
jeff-dev-1
Enables querying and managing AI logs through tools like listing logs, retrievi…
59846
MSNP1381
Enables searching, reading, and appending change notes in an Obsidian vault thr…
N/A N/A
59847
my13each
Enables image generation and transformation using Google Gemini AI, with automa…
N/A N/A
59848
F1LT3R
agent-notify Claim
Enables AI agents and applications to send audio notifications with text-to-spe…
N/A N/A
59849
jdc94
Enables security researchers to interact with Intigriti's bug bounty platform t…
59850
mrchris2000
Enables automated deployments, environment management, snapshots, and deploymen…
N/A N/A
Showing 59801–59850 of 67286 servers