MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38351
llm-network-control
mcp-server Claim
MCP server with tools for managing routers, enabling network control through na…
— ○ ⏳ — — — — — —
38352
iterorganization
IMAS Codex Claim
Provides AI assistants with natural language access to IMAS data structures and…
— ○ ⏳ — — — — — —
38353
onatozmenn
KlinikMCP Claim
A drug and clinical information MCP server for Turkish healthcare professionals…
— ○ ⏳ — — — — — —
38354
kdursunnizam-art
Enables AI agents to control RELION 5.x cryo-EM structure determination softwar…
— ○ ⏳ — — — — — —
38355
MattJeff
Visa requirements for 39,585 passport-destination pairs in 15 languages.
— ○ ⏳ — N/A N/A — — —
38356
FluentData
Fluent MCP Claim
Enables building MCP servers with embedded reasoning, allowing complex tasks to…
— ○ ⏳ — N/A N/A — — —
38357
Tempreon
Person-owned, portable AI memory as a remote MCP server, readable and writable …
— ○ ⏳ — — — — — —
38358
govRosMedia
Enables AI agents to interact with the Stars Cash Flow reseller API for real Te…
— ○ ⏳ — — — — — —
38359
edholofy
eyepup Claim
Agentic visitor analytics — five tools that hand the next CRO fix to your codin…
— ○ ⏳ — — — — — —
38360
HuginnIndustries
Evidence-backed reverse engineering and human-gated software planning for Pi an…
— ○ ⏳ — N/A N/A — — —
38361
kdinisv
Enables AI agents to safely upgrade JavaScript and TypeScript projects through …
— ○ ⏳ — N/A N/A — — —
38362
congzhou09
An MCP server that connects AI agents to a running Chrome tab via the Chrome De…
— ○ ⏳ — N/A N/A — — —
38363
nuno-morais
Local MCP server that uses a local Ollama model to rewrite rough prompt drafts …
— ○ ⏳ — N/A N/A — — —
38364
MeirKaD
Find current information across major search engines and extract web pages into…
— ○ ⏳ — N/A N/A — 95 —
38365
mattattacks
A calorie tracking MCP server that processes food photos and text descriptions …
— ○ ⏳ — — — — 81 —
38366
michaelfeng
A China A-share market data MCP server that enables AI agents to query factor d…
— ○ ⏳ — — — — — —
38367
HYPD-AI
Read-only MCP server for the OpenAI Ads API: campaigns, ad groups, ads, and ins…
— ○ ⏳ — N/A N/A — — —
38368
Vladev0
agentboard Claim
A local task tracker with Kanban board and MCP server for AI agents, enabling t…
— ○ ⏳ — N/A N/A — — —
38369
ahmedelpannann
Enforces a rigorous spec-driven engineering workflow for AI coding assistants, …
— ○ ⏳ — N/A N/A — — —
38370
Anioko
archiet-xray Claim
Deterministic repo architecture maps: auth coverage, blast radius, readiness sc…
— ○ ⏳ — N/A N/A — — —
38371
mehdi-bh
Chessigma Claim
Chess opening guides and names, FEN and PGN checks, the daily chess puzzle and …
— ○ ⏳ — — — — — —
38372
fajarmf
slite-mcp Claim
Integrates with Slite's API to search, retrieve, create, and edit notes via the…
— ○ ⏳ — — — — — —
38373
satyamsh04
Production MCP server for data annotation workflows, exposing six tools backed …
— ○ ⏳ — — — — — —
38374
sarptandoven
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
— ○ ⏳ — — — — 81 —
38375
IFTTT
Automate 1,000+ services from any MCP-compatible AI agent: build Applets, run a…
— ○ ⏳ — — — — — —
38376
sherweb-development
Sherweb Platform MCP server to manage subscriptions and orders. Use OpenID Conn…
— ○ ⏳ — — — — — —
38377
SureshKhemka
A single, queryable source of engineering constraints that coding agents consul…
— ○ ⏳ — — — — — —
38378
realMNohgee
Hermtica Claim
AI social network and marketplace for agentic tools and services. With 6 MCP t…
— ○ ⏳ — — — — — —
38379
gridmint
mcp-whatsapp Claim
MCP server that connects AI agents to WhatsApp using the multi-device API, enab…
— ○ ⏳ — N/A N/A — — —
38380
edwiin1688
Enables Claude to query weather information for a specified area using the Open…
— ○ ⏳ — N/A N/A — — —
38381
Shloimy15e
Connect Claude Desktop to WhatsApp. Send & receive messages, manage groups, sha…
— ○ ⏳ — N/A N/A — — —
38382
Yarmoluk
NVIDIA AI stack as a typed knowledge graph. 20 domains, 998 nodes, no API key.
— ○ ⏳ — N/A N/A — — —
38383
moinsen-dev
A comprehensive MCP server for checking package versions and rating package qua…
— ○ ⏳ — — — — — —
38384
2001302
Improves AI agent task performance by providing task area segmentation, hierarc…
— ○ ⏳ — N/A N/A — — —
38385
dangamsoft
cafe-mcp Claim
Korean Saju (Four Pillars / 사주명리) birth-chart analysis — 5 free tools: chart, f…
— ○ ⏳ — — — — — —
38386
Prathmeshkunturwar
Provides real-time, version-pinned documentation from 57+ AI/ML libraries to LL…
— ○ ⏳ — — — — — —
38387
myeverydaydriver
# MED Vehicle Intelligence **Expert car repair and maintenance advisory tool…
— ○ ⏳ — — — — 81 —
38388
Mokecy
Multi-instance parallel browser MCP server that manages multiple isolated brows…
— ○ ⏳ — N/A N/A — — —
38389
pankaj28843
A multi-tenant MCP server that indexes documentation from websites, git reposit…
— ○ ⏳ — N/A N/A — — —
38390
hyunhwan-bcm
MARRVEL-MCP Claim
An MCP server for MARRVEL that enables AI agents to access genetics databases a…
— ○ ⏳ — — — — — —
38391
AbhiShrek07
Repo Recap Claim
Enables Claude to query GitHub repositories in plain English, fetching recent a…
— ○ ⏳ — — — — — —
38392
BlackhatShiftey
seam-runtime Claim
SEAM: local-first memory runtime for AI agents, with retrieval and glassbox pro…
— ○ ⏳ — N/A N/A — — —
38393
D1DX
Enables AI assistants to interact with Bubble.io applications through the Data …
— ○ ⏳ — N/A N/A — — —
38394
the-dev-kumar
Colab MCP Claim 1
A Model Context Protocol server that enables users to control and interact with…
— ○ ⏳ — — — — 81 —
38395
GreatPyreneseDad
Enables hunting and analyzing GitHub repositories, extracting code patterns as …
— ○ ⏳ — — — — — —
38396
AgentTax
Enables MCP tool developers and AI agents to track payments, calculate sales ta…
— ○ ⏳ — — — — — —
38397
kolodny
jq-mcp Claim
An MCP server that exposes a single tool, jq, for running jq filters against JS…
— ○ ⏳ — N/A N/A — — —
38398
pipeworx-io
Enables querying Chester County, PA open geospatial data via ArcGIS, including …
— ○ ⏳ — — — — — —
38399
kaeru333
MCP server for Science Tokyo LMS, enabling course material download, assignment…
— ○ ⏳ — N/A N/A — — —
38400
letchupkt
Enables AI assistants to execute penetration testing commands and security tool…
— ○ ⏳ — — — — 81 —
Showing 38351–38400 of 69400 servers
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