MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52251
CruGlobal
Enables AI clients to manage Flightdeck projects, work items, cycles, modules, …
52252
mcp-server Claim 1
Architecture visibility and control for agentic engineering.
N/A N/A 81
52253
halilertekin
Provides AI agents with professional-grade SEO capabilities including on-page a…
52254
xinbenlv
mcpsq Claim
A simple MCP server to discover and manage MCP servers. Provides tools to find,…
52255
mcp-research
MCP server that integrates with Pica to enable seamless interaction with 100+ t…
52256
mrosata
codetex-mcp Claim
A commit-aware code context manager for LLMs that indexes Git repositories into…
N/A N/A
52257
pimentelleo
Enables LLMs to query Azure service pricing via the public Azure Retail Prices …
52258
AlvisoOculus
Equity comp tax/trade optimizer: ISO/AMT exercise, NSO, RSU, QSBS, concentratio…
52259
mastadoonprime
agent-memory Claim
Persistent, encrypted memory service for AI agents. Private vault with E2E encr…
81
52260
jadchene
MCP Gateway Claim
Lightweight Model Context Protocol gateway that exposes one entry point for mul…
N/A N/A
52261
groq
Enables interaction with Groq models, including compound models, through tools …
52262
tomgutt
Enables AI tools to connect to the Dovetail API for accessing customer insights…
52263
dylangroos
An MCP server that provides weather alerts and forecasts for US locations using…
52264
floriscornel
todo-mcp Claim
A simple, powerful Todo list manager for Claude Desktop and other MCP-compatibl…
N/A N/A
52265
alexar76
**aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-host…
52266
arjunprabhulal
Enables searching YouTube videos via SerpAPI, returning video details such as t…
52267
Lina6795
A pluggable, observable modular RAG service framework that exposes tool interfa…
N/A N/A
52268
irvinebroque
A remote MCP server deployed on Cloudflare Workers with OAuth authentication, e…
52269
YawLabs
Enables npm registry operations from MCP clients like Claude Code and Cursor, w…
N/A N/A
52270
caitlyn-ai
Exposes OpenAPI specifications as queryable documentation resources for LLMs, e…
52271
alyiox
Read-only MCP for Microsoft SQL Server: metadata discovery, parameterized SELEC…
N/A N/A
52272
apiiro Claim 1
Ship software securely with an AI AppSec Agent
N/A N/A 81
52273
Ibook000
Provides real-time cryptocurrency market data including prices, K-line charts, …
52274
sujithpvarghese
An autonomous AI operations hub for enterprise e-commerce that uses a decentral…
52275
cartek99
MCP AI Docs Claim
An MCP server that provides indexed, searchable access to Anthropic Claude and …
N/A N/A
52276
supramal1
Enables Claude and other MCP clients to interact with Cornerstone memory, suppo…
N/A N/A
52277
Isometric-Architect
Read-only Objective-to-Capability Trust Router for source-traced MCP/API candid…
N/A N/A
52278
traffiy
MCP server for managing Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads via …
52279
smallhandsome
ShotAPI Claim
Screenshot & Render API for AI Agents. MCP Server lets Claude, Cursor capture w…
52280
flores-ac
Provides structured external memory for AI assistants, enabling persistent cont…
N/A N/A
52281
OndrejLapes
Gretl MCP Claim
Run Hansl/Gretl econometrics workflows via MCP with GUI launch and artifacts.
N/A N/A
52282
yama662607
inbox-mcp Claim
A privacy-first MCP server for inbox triage, enabling masked email reading, cal…
N/A N/A
52283
QVerisAI
Capability routing network for AI agents to discover, inspect, and call 10,000+…
52284
jclement
Multi-user wrapper around Microsoft's Azure DevOps MCP server, enabling AI agen…
52285
CSOAI-ORG
AI-powered test case generator ai MCP server for agents. Supports generate test…
N/A N/A
52286
SanthaKumar-K-2004
32 MCP tools for job search, resume analysis, matching, alerts, and exports usi…
N/A N/A
52287
samabdelkhalek-code
Create German invoices (§14 UStG) via Claude or any MCP-compatible AI by descri…
52288
singhhkunttall
trae123 Claim
N/A N/A 95
52289
fouldomain
Foul Domain Claim
Search 36,000+ analyzed Phish tracks. Find the best jams, shows, and song vers…
81
52290
christopherwxyz
remix-mcp Claim
A Rust MCP server that enables AI assistants to control Ableton Live via OSC, o…
N/A N/A
52291
SamuelBrudner
Connects AI assistants to LabArchives electronic lab notebooks, enabling queryi…
52292
cardmagic
reminders Claim
Enables fuzzy search, creation, and management of Apple Reminders via CLI or MC…
N/A N/A
52293
nerdydata
mcp Claim
Search websites by source code, technology stack, analyze domains, and download…
N/A N/A 83
52294
Kyrnepi
MCP server for controlling PowerExchange/Fancy Control devices via HTTP. Provid…
52295
IBM
Enables AI agents to securely interact with IBM OpenPages GRC platform through …
N/A N/A
52296
neoai-agent
rds-mcp Claim
Enables monitoring and analysis of Amazon RDS (MySQL, PostgreSQL) instances, me…
52297
jonybur-oc
mcp-server Claim
stories.yaml — an open specification for software requirements, enforced by CI.
N/A N/A
52298
bitcompare
mcp-server Claim
Crypto yield data for AI agents: lending, savings, staking, borrowing & stablec…
52299
BenBoBenBo
An MCP server with real AI capabilities (OpenAI/Anthropic) for natural language…
N/A N/A
52300
jgkme
MCP server for generating, editing, and processing images via multiple provider…
Showing 52251–52300 of 54421 servers