MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32341
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60201
senoj100-alt
FitnessMCP Claim
A unified MCP server that connects AI assistants to multiple fitness services (…
81
60202
untitledfinancial
dpx-mcp Claim
Settlement protocol MCP server for institutional cross-border USDC transactions…
60203
liuweihongliuxinyu
Enables AI assistants to access professional Traditional Chinese Medicine knowl…
60204 N/A N/A 95
60205 N/A N/A 95
60206
Plutor-05
gems-mcp Claim
MCP server wrapping xGEMS for thermodynamic equilibrium calculations, offering …
N/A N/A
60207
chrischall
Extended Google Docs for Claude via gogcli — auth + full Docs and comments supp…
N/A N/A
60208
Search and compare products from Singapore, SEA, and US markets via MCP.
N/A N/A 81
60209
socar-edwin
A Python-based MCP server that acts as a bridge between MCP-compatible clients …
60210
jeff-dev-1
Enables querying and managing AI logs through tools like listing logs, retrievi…
60211
MSNP1381
Enables searching, reading, and appending change notes in an Obsidian vault thr…
N/A N/A
60212
my13each
Enables image generation and transformation using Google Gemini AI, with automa…
N/A N/A
60213
F1LT3R
agent-notify Claim
Enables AI agents and applications to send audio notifications with text-to-spe…
N/A N/A
60214
jdc94
Enables security researchers to interact with Intigriti's bug bounty platform t…
60215
mrchris2000
Enables automated deployments, environment management, snapshots, and deploymen…
N/A N/A
60216
evan108108
eyebrowse Claim
Eyebrowse is an MCP server that gives AI agents eyes and hands in your real Chr…
N/A N/A
60217
GNARC0TICS
Provides real-time TypeScript diagnostics with intelligent caching for AI agent…
N/A N/A
60218
xneyder
dialfetch Claim
Give your AI agent a phone: place calls, navigate IVRs, wait on hold, get struc…
60219
ayemish
stitch-mcp Claim
A CLI and MCP server to preview, build, and integrate AI-generated UI designs f…
60220
TrueNorthIT
bigmac-mcp Claim
A small MCP server that turns a shared Ollama box into a team resource for Clau…
60221
homecastr Claim 1
Home price forecasts for any US address or neighborhood. P10/P50/P90 bands acro…
N/A N/A 81
60222
devfellowship
skills-mcp Claim
Enables Claude/MCP agents to search, list, get details, and generate install co…
60223
byBasiliosP
Enables scientific literature research through multi-agent search, analysis, an…
N/A N/A
60224
lorecraft-io
Refero MCP Claim
Enables searching the Refero design catalog in plain English and generates DESI…
60225
ilyajob05
Provides strategic dialogue management and emotional de-escalation for customer…
N/A N/A
60226
Dellety
Provides vision capabilities to Reasonix, enabling analysis of images/videos, O…
N/A N/A
60227
helbertparanhos
A comprehensive MCP server with 70 tools covering the entire Vercel REST API, e…
60228
pipeworx-io
MCP server to access Barcelona events data via Pipeworx gateway.
60229
mcph Claim 1
mcp.hosting — one install, all your MCP servers, managed from the cloud
N/A N/A 81
60230
ldco
Provides 26 tools for Puppet Master framework operations including initializati…
N/A N/A
60231
Academic peer-review, research-gap finding, journal recommender, and article wr…
N/A N/A 69
60232
mexican75
Enables users to manage email accounts via IMAP/SMTP, including reading, search…
N/A N/A
60233
salwks
Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubM…
N/A N/A
60234
MikeyBeez
Manages continuation notes for projects, enabling session handoff and historica…
N/A N/A
60235
jbmurphy
Provides safe, controlled access to network and system diagnostic tools includi…
81
60236
stxkxs
relay Claim
Enables AI agents to operate a US power-grid data pipeline – ingest, plan, run,…
60237
juanma-wp
Enables searching, downloading, extracting, and comparing WordPress.org plugins…
N/A N/A
60238
rabi-siddique
This MCP server provides authentication via wallet sign-in (SIWE) and authoriza…
60239
lockwood-launch
zxoar Claim
Agent-first trading on the ZXOAR launchpad (Uniswap V4): scan, vet, guarded buy…
N/A N/A
60240
cloudflare
Browser rendering service. Fetch web pages, convert to markdown, and capture sc…
81
60241
vibefix-tech
vibefix Claim
Bug bounty platform for vibe coders. Post bugs, find fixes, run diagnostics.
N/A N/A 83
60242
enkiEng
Enables AI models to write, format, compile, lint, and structure modern Fortran…
N/A N/A
60243
aws-mcp Claim 1
AWS MCP server — call any AWS API from AI assistants, with first-class SSO re-l…
N/A N/A 81
60244
zachforrest
Scannd Claim
Trigger security scans and read reports/vulnerabilities via the hosted Scannd A…
N/A N/A
60245
MCP-Mirror
MCP SysOperator Claim 1
An MCP server for Infrastructure as Code that enables AI assistants to manage c…
81
60246
HuiDiHu
Deploys a Model Context Protocol server on Cloudflare Workers that enables AI m…
N/A N/A 95
60247
bpzx
A Model Context Protocol server for web scraping and searching, with automatic …
60248
SaltfishSheep
Enables AI agents to search Minecraft obfuscated name mappings (class, method, …
N/A N/A
60249
covariance-network
ProductClank Claim
Boost posts and launch community growth campaigns from your AI assistant. OAuth…
60250
lauripiispanen
game-mcp Claim
Bridges AI assistants to running game instances for testing, debugging, and ver…
N/A N/A
Showing 60201–60250 of 67286 servers