MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56451
praseodeveloper
Exposes tools to calculate powers (square, cube, etc.) of a number via stdio or…
56452
juanmartinsantos
Enables AI assistants to control Tuya/Smart Life smart home devices via tools l…
56453
ofekron
Unified management of AI-agent configuration across Claude, Codex, and Gemini, …
N/A N/A
56454
dgtalquantumleap-ai
WhatsApp booking, staff coordination, and invoice recovery for services.
N/A N/A 81
56455
Bhavarth7
routewise Claim
Enables step-level routing of AI workflows by decomposing tasks, selecting the …
56456
1600822305
A Chrome DevTools Protocol-based MCP server that enables AI coding assistants t…
N/A N/A
56457
barbaria888
PrismSRE Claim
PrismSRE is an AI-powered Kubernetes troubleshooting agent that uses Google's G…
56458
tradallo
reputation Claim
Query cryptographically-verified trading reputations (humans + AI agents). ed25…
56459
nirholas
Explore the Claude Code CLI source — browse tools, commands, search code, and m…
N/A N/A 95
56460
doritoman90000
A Model Context Protocol server that helps users create, validate, and optimize…
81
56461
ValentinOtt
test Claim
N/A N/A 95
56462 N/A N/A 95
56463
ZoezoeCookie
mcp-luopan Claim
Provides tools for Bazi (Chinese astrology) chart calculation and analysis, ena…
56464
shining55-peach-p0lb
FORMLOVA Claim
Chat-first form service with 127 MCP tools across 25 categories. Create, manage…
81
56465
Akka-Finance
mcp-server Claim
MCP server for AKKA Finance DEX aggregator — swap quotes, routes, and execution
N/A N/A
56466
titaniumtushar
Enables structured HTTP request creation and local file ingestion for LLM integ…
N/A N/A
56467
KorovkoAlexander
nsys-mcp Claim
Enables GPU profiling and performance analysis via NVIDIA Nsight Systems, allow…
N/A N/A 95
56468
AmeliaMiddleton
An MCP server that wraps the TMDB API, enabling search of movies and TV shows, …
56469
Kalypsokichu-code
Enables the generation, management, and validation of Apple Shortcuts (.shortcu…
81
56470
choreoatlas
Detect when AI code changes exceed declared task scope (MCP server).
N/A N/A
56471
Clement-Okolo
Provides real-time weather alerts and forecasts for US locations by integrating…
56472
christian-ramos
MCP server that exposes the Amazon Selling Partner API to Claude Desktop and an…
56473
shionhonda
mcp-gsheet Claim
MCP server for interacting with Google Sheets, providing tools to list sheets, …
56474
zztdandan
A remote MCP image generation server that unifies OpenAI Images and Gemini gene…
56475
bittlebitsai
GEO scores and content-rewrite suggestions for any web page, as MCP tools.
56476
relaycast
Relay Claim
Facilitate seamless communication between disparate systems or services. Enable…
81
56477
Rajivkumar995599
A robust communication protocol that facilitates seamless messaging between AI …
N/A N/A 95
56478
dinhogehm
nuria-mcp Claim
N/A N/A 95
56479
jl-3044
AgentNDX Claim
Search and discover MCP servers, A2A agents, and x402-enabled services. The age…
81
56480
andrewgl504
accelo-mcp Claim
MCP server exposing Accelo quote tools (list, get, create, update) with per-use…
56481
dkeeno
Enables AI agents to automate the full GitLab DevOps lifecycle including repos,…
56482
olartgabo
mcpUPB Claim
MCP server that turns UPB Virtual (Moodle) into a structured knowledge source, …
56483
Saenai
Enables safe AI-assisted cleanup of Microsoft To Do tasks with backup, preview,…
N/A N/A
56484
jl-3044
AgentNDX Claim
Search and discover MCP servers, A2A agents, and x402-enabled services. The age…
81
56485
jmstar85
Integrates SAST, DAST, IAST, and SCA security testing tools for AI-powered DevS…
56486
oh-namgyu
Static codebase analysis as MCP tools — give AI coding agents a map of your rep…
N/A N/A
56487
vantage-meridian-group
Free competitive pricing intelligence for SMB CPG brands. Check where any produ…
56488
adcrunchdev
AdCrunch Claim
Ask AI about your ads — query Meta, TikTok, and Google Ads performance in natur…
56489
pubspro
pharma-mcp Claim
MCP server for ClinicalTrials.gov, PubMed, FDA drug labels, FAERS, and ICH guid…
N/A N/A
56490
u9401066
Provides validated clinical scoring tools for AI agents via MCP, with evidence-…
56491
IlyasFardaouix
FinClaw Claim
MCP server that provides AI agents with financial tools including real-time quo…
56492
altary-app
Enables Claude to integrate with Altary error management service for retrieving…
81
56493
hamcommania-design
my-mcp2 Claim
N/A N/A 95
56494 N/A N/A 95
56495
getdebug-ai
getdebug MCP Claim
Lets MCP-compatible AI clients read your getdebug projects, findings, and propo…
56496
khanhld2109
ai-git Claim
A deterministic MCP server that reimplements ai-git-fish workflows (aicommit, a…
56497
86755crj
n9n Claim
N/A N/A 95
56498
cloonix
Enables AI assistants to fetch and process YouTube video transcripts in multipl…
81
56499
z0lw
Enables route search and PDF generation using Japan's Ekispert API through a re…
81
56500
astrocal-dev
Astrocal Claim
AI-native scheduling: check availability, book meetings, cancel and reschedule …
N/A N/A
Showing 56451–56500 of 56925 servers