MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49901
schwarztim
A Model Context Protocol (MCP) server for Kerberos abuse operations using Rubeu…
— ○ ⏳ — N/A N/A — — —
49902
ampcome-mcps
A simple MCP server for Momento Cache enabling get, set, list, create, and dele…
— ○ ⏳ — — — — — —
49903
badchars
Enables AI agents to perform security testing on web applications by controllin…
— ○ ⏳ — N/A N/A — — —
49904
oqva-digital
Connect Claude to your marketing data from Google and Meta, enabling read and w…
— ○ ⏳ — N/A N/A — — —
49905
ChainBench
Live, neutral benchmarks for public RPC latency, oracles, bridges, perp DEX, an…
— ○ ⏳ — — — — — —
49906
sanjibani
Read-only MCP server for the PlayMetrics youth-sports club management platform,…
— ○ ⏳ — — — — — —
49907
hensing
An Agentic RAG MCP Server that transforms Paperless-ngx into a conversational d…
— ○ ⏳ — — — — — —
49908
mguttmann
A production-grade MCP server that wraps the entire Action1 REST API, enabling …
— ○ ⏳ — — — — — —
49909
jekyll-001
Wraps Chrome DevTools Protocol to provide AI agents with low-level browser debu…
— ○ ⏳ — N/A N/A — — —
49910
iflow-mcp
Provides AI agents with enterprise-grade access to Kotlin-based Android develop…
— ○ ⏳ — — — — — —
49911
noderail Claim 1
Provenance and governance layer for AI-readable knowledge. NodeRail answers wha…
— ○ — N/A N/A — 81 —
49912
marcelxv
Enables deploying and connecting to MCP servers on Cloudflare Workers with OAut…
— ○ ⏳ — — — — — —
49913
3aKHP
Symath-MCP Claim
A symbolic mathematics MCP server supporting calculus, linear algebra, number t…
— ○ ⏳ — — — — — —
49914
sebastiancastillorock
Connects LLMs to a PostgreSQL e-commerce database for sports supplements, enabl…
— ○ ⏳ — — — — — —
49915
ecestnrkl
Exposes tools to ingest FigJam boards, retrieve context summaries, and answer f…
— ○ ⏳ — — — — — —
49916
vvXranjan
A production-quality MCP server that exposes the official eCFR API as structure…
— ○ ⏳ — — — — — —
49917
ionos-cloud
Inspect and manage IONOS CLOUD infrastructure via MCP.
— ○ ⏳ — — — — 81 —
49918
ModelBound
Local-first MCP server for agent skills. Validate, lint, diff, and convert acro…
— ○ ⏳ — N/A N/A — — —
49919
timolein74
asterpay Claim
EUR settlement for AI agents. Trust scoring, market data, crypto analytics. 16 …
— ○ ⏳ — N/A N/A — 95 —
49920
omniologynow
AI-powered business intelligence MCP server. 7 tools for competitive analysis, …
— ○ ⏳ — N/A N/A — 95 —
49921
PenTest-duck
Grep.app Search Claim 1
MCP server for https://grep.app
— ○ ⏳ — N/A N/A — 95 —
49922 — ○ ⏳ — N/A N/A — 95 —
49923
jasonwagao
Deterministic Chinese divination APIs (BaZi/QiMen/ZiWei/MeiHua/LiuYao/LiuRen) x…
— ○ ⏳ — N/A N/A — 83 —
49924
enbock
Enables web search using the Brave Search API, with configurable query and resu…
— ○ ⏳ — — — — — —
49925
enrichlayer
Provides 25 tools to enrich company, person, contact, school, and job data via …
— ○ ⏳ — — — — — —
49926
datakoot
Domain & company intel for AI agents: RDAP, DNS, email deliverability, tech sta…
— ○ ⏳ — — — — — —
49927
MCP-Reasoner
MCP-ORTools Claim
Enables Large Language Models to submit and solve constraint satisfaction and o…
— ○ ⏳ — N/A N/A — — —
49928
visily-app
Visily MCP Claim
Brings Visily designs into AI coding agents, enabling design-to-code generation…
— ○ ⏳ — — — — — —
49929
Qusto
vk-ads-mcp Claim
Read-only MCP server for analyzing VK Ads campaigns, listing ad structures, ret…
— ○ ⏳ — — — — 81 —
49930
aimentiontracker
How often ChatGPT, Claude, Gemini and Perplexity name and cite your brand, with…
— ○ ⏳ — — — — — —
49931
mcpflow
This is a Model Context Protocol (MCP) server that provides tools for interacti…
— ○ ⏳ — N/A N/A — — —
49932
influqa
Hosted email MCP for AI agents with inboxes, send/receive, memory, recovery, an…
— ○ ⏳ — — — — — —
49933
humanforai
Human For AI Claim
Hire a real human for real-world verification, product testing, AI output revie…
— ○ ⏳ — — — — — —
49934
xiaobenyang-com
Analyze complex questions by systematically breaking down and comparing argumen…
— ○ ⏳ — N/A N/A — 95 —
49935
nludd25
FastAPI-MCP Claim
Exposes FastAPI endpoints as Model Context Protocol (MCP) tools while preservin…
— ○ ⏳ — — — — 81 —
49936
mikeslone
SnowSure Claim
Live ski & snow data for AI agents: 14-day multi-model forecasts, powder rankin…
— ○ ⏳ — — — — — —
49937
dreamrec
ComfyPilot Claim
An MCP server that bridges AI agents with ComfyUI for automated workflow buildi…
— ○ ⏳ — — — — — —
49938
zoomeye-ai
abc Claim
— ○ ⏳ — N/A N/A — 95 —
49939
Alex-R-A
A shared, concurrency-safe ledger for LLM code audits. It enables multiple agen…
— ○ ⏳ — N/A N/A — 95 —
49940
harrisboatworks
Live Mercury outboard data and CAD quote builder from a Mercury Platinum Dealer…
— ○ ⏳ — — — — — —
49941
googleads
MCP server that provides tools and resources for interacting with Google Ads AP…
— ○ ⏳ — — — — — —
49942 — ○ ⏳ — N/A N/A — 95 —
49943
markizano
ldap-mcp-server Claim 1
An MCP server that exposes LDAP directory operations to AI agents, supporting f…
— ○ ⏳ — — — — 81 —
49944
Ka1laK
Enables generating PlantUML diagrams directly from Claude Desktop, with tools t…
— ○ ⏳ — N/A N/A — — —
49945
sandeep-alluru
BalanceLab Claim
Runaway loop detector for AI token economies — monitors token usage and cost ra…
— ○ ⏳ — — — — — —
49946
Brand-safe ad, email, product description, and social content production.
— ○ — N/A N/A — 81 —
49947
cesteral
Search Ads 360 — reporting via query language, insights, and offline conversion…
— ○ ⏳ — — — — — —
49948
k-krawczyk
Enables management of Proxmox VE virtual environments (VMs, containers, storage…
— ○ ⏳ — N/A N/A — — —
49949
G12789
ctxshot-mcp Claim
A lightweight MCP server that provides project briefing tools (session_brief, p…
— ○ ⏳ — N/A N/A — — —
49950
fpytloun
intaris Claim
Guardrails service for AI agents that evaluates every tool call for safety and …
— ○ ⏳ — — — — — —
Showing 49901–49950 of 69199 servers