MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44451
sjgant80-hub
MCP server for Foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operat…
44452
haandol
An MCP server that auto-generates presentations from a topic using AI, supporti…
N/A N/A
44453
TianqBu
threadwork Claim
A multi-agent collaboration tool for Claude Code that supports hot-swappable ro…
N/A N/A
44454
pavelber
Enables reading, searching, and posting to LiveJournal journals via the legacy …
N/A N/A
44455
bobby060
MCP server that integrates with AnyList for managing shopping lists, recipes, a…
44456
fajarmf
slite-mcp Claim
Integrates with Slite's API to search, retrieve, create, and edit notes via the…
44457
sanjay-vasoya
Enables fetching public repositories for a given GitHub username, returning cur…
N/A N/A
44458
soapboxbuild
Enables interaction with GRESB's Real Estate ESG Benchmarking API, allowing use…
44459
antonio-mello-ai
Pre-build reality check for AI coding agents — searches 5 real databases (GitHu…
44460
MohGanji
Enables AI agents to build and interact with mind maps on mindmap.io. Agents ca…
44461
fukayatti
Enables Google web search via MCP, compatible with gemini-cli's google_web_sear…
N/A N/A
44462
mainwp
Enables AI assistants to manage WordPress networks through a MainWP Dashboard, …
N/A N/A
44463
knowledge-bridge-labs
Serves local Markdown wikis as a read-only knowledge source with MCP tools for …
N/A N/A
44464
hunter-volkman
An unofficial MCP server for inspecting and diagnosing Viam robotics fleets. It…
N/A N/A
44465
lalithdabilpuram01
An MCP server for HR management that enables adding employees, managing tickets…
N/A N/A
44466
hanselhansel
aeo-cli Claim
Audit URLs for AI crawler readiness — checks robots.txt, llms.txt, JSON-LD sche…
N/A N/A 95
44467
vvlasov-dev
Enables LLM agents to analyze Telegram channels for ad purchasing, providing in…
44468
fungiboletus
MCP Café Claim
Simulates technical discussions with various agent profiles to help solve engin…
N/A N/A
44469
pipeworx-io
Enables querying Merriam-Webster's Collegiate Dictionary and thesaurus via natu…
44470
raygisterinc
Read-only MCP server for Raygister, enabling AI assistants to browse constructi…
44471
yaat2000
asdfagwg Claim
N/A N/A 95
44472
Loop-XXI
Enables AI agents to pay for MCP tool calls using either Bitcoin/Lightning (L40…
44473
Sanjeev4523
A read-only MCP server for querying MongoDB databases, enabling listing databas…
44474
MichaelCPHP
A minimal starting point for a Model Context Protocol server with stdio transpo…
N/A N/A
44475
HefnySco
Unifies structured reasoning (Tree of Thoughts) with reliable task execution, e…
N/A N/A 95
44476
probelabs
Enables AI agents to overcome context loops by extracting and packaging code fo…
N/A N/A
44477
avhrst
A REST API server implementation for message handling with Oracle Database inte…
81
44478
MRajibH
Enables interacting with a Redmine instance via REST API, allowing issues, proj…
44479
guidobosch87
decodo-coppi Claim
N/A N/A 95
44480
GleidsonFerSanP
Enables AI assistants to read, create, merge, split, and edit PDF files through…
N/A N/A
44481
1021143806
Enables interaction with NapCat QQ bot APIs for group management, messaging, an…
44482
AlaeddineMessadi
A multimodal local memory MCP server that lets AI agents search across text, PD…
N/A N/A
44483
kkamal11
mcp-sandbox Claim
A sandbox MCP server for testing and debugging MCP tools and interactions via t…
44484
ironxyz
ironxyz Claim
Official MCP (Model Context Protocol) server for Iron.xyz API, designed to work…
44485
cr21
MCP server for step-by-step mathematical reasoning and planning, enabling AI ag…
N/A N/A
44486
wangyaominde
Enables AI to create, edit, and manage Mermaid diagrams via MCP, with real-time…
44487
aaronsb
Bridges AI assistants to Linux D-Bus for system interaction, enabling clipboard…
N/A N/A
44488
zuhabul
Fetchium Claim
Fetchium — token-efficient web retrieval for AI agents
44489
StevenLi-phoenix
Local daemon that bridges AI assistants to the local filesystem with read-only …
N/A N/A
44490
rsi-ai-platform
A meta-MCP server that aggregates authoritative web search and browser research…
44491
MATCHUP-LABS
NYC property intelligence, building violations, and restaurant/venue compliance…
N/A N/A 83
44492
Raptors65
A server that enables searching for events, venues, and attractions through the…
44493
shieldyguy
stm32-mcp Claim
Enables Claude Code to build, flash, and communicate with STM32 hardware over S…
N/A N/A
44494
linancn
TianGong AI Model Context Protocol (MCP) Server supports Streamable Http protoc…
44495
Scrape-Technology
abrasio-mcp Claim
MCP server that exposes Abrasio as an agentic browser for AI models, allowing C…
44496
VanBarbascu
zulip-mcp Claim
MCP server that exposes Zulip REST API tools via SSE, enabling message retrieva…
N/A N/A
44497
cmudrc
su2-mcp Claim
Enables interaction with SU2 CFD solver for session lifecycle management, confi…
N/A N/A
44498
0xGval
MCP server providing AI assistants with tools for advanced EVM smart contract a…
44499
cristip73
Enables interaction with Gmail through the MCP protocol, supporting sending, re…
N/A N/A
44500
FootprintAI
Persistent, secure LXC sandbox environments for AI agents with native MCP suppo…
Showing 44451–44500 of 66518 servers
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