MCP Server Quality Scores

Independent quality analysis of 45235 public MCP servers

45235
Discovered
29507
Scored
2112
Verified
16952
Complete

Last updated 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45001
Clubroom
Enables LLMs to manage Databricks clusters, jobs, and notebooks while providing…
81
45002
Ami3466
Generate production-ready n8n workflows from plain language. Validate, test, a…
N/A N/A 95
45003
de-snake
Exposes precomputed asset research and rubric summaries for analyst agents, ena…
N/A N/A
45004
okareo-ai
Okareo Claim
Simulation, evaluation and monitoring for voice agents.
45005
przemyslawzielinski87-debug
akm-bridge Claim
MCP server for AKM v0.8.1, exposing 14 read-only tools via JSON-RPC over stdio …
N/A N/A
45006
zohaib3249
An MCP server that lets an AI agent drive and inspect a running Next.js app, wi…
N/A N/A
45007
qxbao
MCP server for the QLDT HANU student management system, enabling AI assistants …
45008
Abdur-Rahman-Palash
Access a 24/7 AI senior developer with 26 specialized tools for the full softwa…
81
45009
lazymac2x
Cloudflare Workers MCP server: agent-loop-detector
45010
rdcahalane
genome-map Claim
Access industrial fingerprint data for insight into supply chain and company pe…
45011
OITApps
A Model Context Protocol (MCP) server that provides AI agents with seamless acc…
45012
hezeclark
devkits Claim
12 local developer tools: JSON, Base64, JWT, regex, hash, UUID, Markdown, diff,…
N/A N/A 95
45013
agentience
Provides component information, usage guidelines, and code generation for AWS C…
45014
nayakprashant
Exposes Selenium WebDriver as an MCP server, enabling AI agents and LLMs to con…
N/A N/A
45015
fantastic
breeze-mcp Claim
Residential proxy mcp for AI agents — fetch, search, and access geo-restricted …
81
45016
TOOEASY-crew
Enables interaction with Ghost CMS through the Ghost Admin API via LLM interfac…
81
45017
borderlessboy
Enables natural language search and analysis of arXiv academic papers with AI-p…
45018
LKCY23
A FastMCP server that provides weather-related tools using the QWeather API, en…
45019
daleweaver1981
cockpit-mcp Claim
40 AI prompts + self-hosted ops dashboard for homelab and small-team sysadmins
N/A N/A
45020
derekbar90
zenhub-mcp Claim
Provides full access to the ZenHub GraphQL API. Enables project management oper…
45021
Lexmata
Enables AI assistants to manage GitHub Projects V2, including items, fields, an…
45022
jmendozaperez-godaddy
An MCP server implementation that enables generation of Google Ads content thro…
81
45023
softvoyagers
PageDrop MCP Claim
Deploy and manage instant HTML sites with paste, upload, and ZIP deploy
N/A N/A 95
45024
Stankye
Enables interaction with the AssemblyLine 4 malware analysis platform, allowing…
45025
InstantMCP
Search and retrieve LinkedIn ads effortlessly. Utilize powerful tools to find a…
N/A N/A 95
45026
smartschool-mcp Claim 1
Access Smartschool courses, grades, assignments, and messages through the Model…
N/A N/A 81
45027
gucceed
Norric Claim
Swedish B2B intelligence: insolvency risk, BRF health & procurement signals fro…
45028
nexgendata-apify
Pulls from public H1B visa filings (Department of Labor LCA database) plus anci…
81
45029
RishabhKodes
prexist Claim
Search across 9 platforms to find existing products similar to your idea.
N/A N/A 83
45030
QuantMLResearch
MCP server for A-share stock technical analysis and AI prediction, enabling LLM…
N/A N/A
45031
homareyoshizaki
Ganty MCP Claim
Gantt chart SaaS with server-side critical path and dependency-aware shift-impa…
45032
Jing7ao
aihot-mcp Claim
AI HOT 资讯 MCP Server - 让 Claude Code 直接获取 AI 行业日报和动态
N/A N/A
45033
clauxel
A paid remote MCP for agent memory MCP, built to return verdicts, receipts, usa…
45034
geraservicesuk
GeraLens MCP (placeholder) — ambient camera-activated service discovery. Launch…
N/A N/A 95
45035
Decentralized-Data-Marketplace
Enable seamless integration with decentralized data marketplaces by providing a…
N/A N/A 95
45036
cuongpo
Manage COTI accounts, deploy private ERC20 and ERC721 contracts, and transfer t…
N/A N/A 95
45037
PreistlyPython
Enterprise network analysis platform that enables AI-powered packet analysis, t…
81
45038
axel-belfort
User agent string parser API for AI agents. Parse any user agent into structure…
81
45039
ericm1018
LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon…
N/A N/A
45040
madgicx
Madgicx Claim
Connect directly to your Madgicx account and manage your Meta Ads through plain…
81
45041
AgenticRevolution
Cloud-hosted persistent semantic memory for AI agents. Semantic search, knowled…
81
45042
DaCodeChick
GhidraMCP Claim
MCP server that allows LLMs to autonomously reverse engineer applications using…
N/A N/A
45043
spreedly
Enables AI assistants to manage payments via Spreedly API, including gateways, …
45044
Responsible-AI-Labs
rail-score Claim
Responsible-AI guardrails for agents: scoring with policy, injection & PII dete…
45045
CSOAI-ORG
MCP server for ai self audit. Features self audit, audit conversation, get cert…
N/A N/A
45046
CSOAI-ORG
aml-ai-mcp Claim 1
6AMLD + UK MLR 2017 + FinCEN BSA AML/CFT compliance for AI-enabled transaction …
N/A N/A 81
45047
clauxel
A paid remote MCP for CodeG, built to return verdicts, receipts, usage logs, an…
45048
guangtoutong
unfetch Claim
A download manager for humans and AI with a native MCP server: add_task, list_t…
N/A N/A
45049
CSOAI-ORG
AI-powered deepfake detector MCP server for agents. Supports detect deepfake, a…
N/A N/A
45050
Hyperion-GPU
ProofFlow Claim
Audit infrastructure for AI coding agents with evidence-backed review and polic…
N/A N/A
Showing 45001–45050 of 45235 servers
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