MCP Server Quality Scores

Independent quality analysis of 41157 public MCP servers

41157
Discovered
29245
Scored
2095
Verified
16951
Complete

Last updated 1 hour, 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41051
kolbertistvan2
Enables AI to control cloud browsers and automate web interactions through Brow…
81
41052
hargurjeet
database-mcp Claim
Automatically discovers database schema, performs data quality checks on tables…
N/A N/A
41053
zypin-testing
Zypin MCP Claim
A lightweight MCP server for browser automation using Playwright with essential…
N/A N/A 95
41054
stestojadinovic
A production-grade MCP server demonstrating the wrapping pattern for AI-augment…
N/A N/A
41055
cafeasp
netsuite-mcp Claim
Enables AI assistants to query and manage NetSuite data via natural language, s…
41056
coddieapp
Secure read-only access to Coddie project planning data, enabling AI assistants…
41057
wyre-technology
superops-mcp Claim
An MCP server for SuperOps PSA/RMM, enabling MSPs to manage tickets, assets, cl…
41058
looptech-ai
Public registry of code-knowledge graphs for AI agents with schema validation a…
N/A N/A
41059
wyre-technology
An MCP server for Datto SaaS Protection, providing tools to manage cloud backup…
41060
STiFLeR7
memex Claim
Developer context continuity system. Watches your git repos and builds a tempor…
N/A N/A
41061
@ZhaoDiankui
mariadb-mcp Claim
N/A N/A 95
41062
wyre-technology
immybot-mcp Claim
An MCP server for ImmyBot IT automation platform, enabling management of comput…
41063
MCP-Mirror
Enables browser automation and web scraping through Playwright, supporting navi…
N/A N/A 95
41064
vzhigulin
nullary Claim
Negative results intelligence for drug discovery — query measured failures via …
41065
howardpen9
Enables AI agents to communicate and coordinate across tmux panes, allowing the…
N/A N/A
41066
zackbissell
A server that acts as a bridge between Claude and local Xcode projects, enablin…
N/A N/A 95
41067
bioanywhere
Connects AI assistants to GitLab projects, enabling natural language queries fo…
81
41068
yoursissu.me
isk-hub Claim
N/A N/A 95
41069
Julius-Schmidt
pgx-mcp Claim
Enables real-time pharmacogenomics analysis, including variant clinical signifi…
41070
m2ai-mcp-servers
Loom Advisor Claim
Provides tools to list, retrieve, edit, and merge Loom screen recordings.
41071
zhanpu89
Provides persistent session memory for AI assistants, enabling them to store, s…
41072
arashbehmand
learners-mcp Claim
Turns any source material into a guided learning experience with learning maps,…
N/A N/A
41073
infai-tech
VulnFeed Claim
Dependency vulnerability scanner with EPSS scoring. 9 MCP tools. Free tier + x4…
N/A N/A
41074
ansvar
The open-source MCP server for European cybersecurity regulations. Query DORA,…
N/A N/A 95
41075
universal-mcp
Provides a standardized interface for interacting with Trello's tools and servi…
41076
tfinnern
helloworld Claim
N/A N/A 95
41077
tolenonetwork
Toleno Network MCP Server — Manage your Toleno mining account with Claude AI us…
N/A N/A 83
41078
Unaacceptable297
kali-mcp Claim
Enables AI assistants to run Kali Linux security tools in an isolated Docker co…
N/A N/A
41079
dev-bd37
Autonomous DeFi yield for AI agents on Base. 4 read-only MCP tools: query agent…
81
41080
fiatgrowthorg
Enables AI agents to search, compare, and get personalized recommendations for …
41081
The-Lambda-Group
OmegaAI Claim
Query, browse, and automate OmegaAI workspaces from any MCP client. Streamable …
41082
E-Conners-Lab
MCP server for executing show commands and managing Cisco IOS-XE network device…
41083
Hyperion-GPU
ProofFlow Claim
Audit infrastructure for AI coding agents with evidence-backed review and polic…
N/A N/A
41084
zoharbabin
Enables AI models to upload, retrieve, search, and manage media in Kaltura, inc…
41085
lazymac2x
smart-data-extractor MCP server on Cloudflare Workers · REST + MCP JSON-RPC · f…
41086
lewadik
A server implementation for the Model Context Protocol (MCP) that runs on Cloud…
81
41087
mjbeatty89
mcpserv Claim
N/A N/A 95
41088
yksanjo
yksanjo/gmem Claim
Crypto-aware project memory for AI coding agents. Typed entities for Solana Pro…
N/A N/A
41089
jdubois
A wrapper around the Azure CLI command line that allows you to talk directly to…
N/A N/A 95
41090
subzeroid
hikerapi-mcp Claim
MCP server for HikerAPI — auto-generates 100+ Instagram tools (profiles, posts,…
41091
adrian
garmin-mcp Claim
N/A N/A 95
41092
CSOAI-ORG
readme-generator-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41093
beznazwiska
Pixel-perfect HTML/CSS to PNG/JPG/WebP for AI agents — inline image or 24h host…
N/A N/A
41094
agentic-eng
a2db Claim
Safe, read-only database access for AI agents. 5 databases, batch queries, SQLG…
N/A N/A 95
41095
quadratik
Quadratik.AI Claim
The B2B data architecture for high‑growth teams. Leverage 100B+ validated globa…
81
41096
ZeroCoolZiemer
Provides structured access to Scripture through the BibleBridge API, enabling s…
81
41097
earnlayerai
earnlayer Claim
We help AI startups offset inference costs by monetizing user intent with conte…
N/A N/A 95
41098 N/A N/A 95
41099
rishabhg
growwmcp Claim
N/A N/A 95
41100
blaideinc
recipe-mcp Claim
Generate and remix recipes using cookwith.co
N/A N/A 95
Showing 41051–41100 of 41157 servers