MCP Server Quality Scores

Independent quality analysis of 64872 public MCP servers

64872
Discovered
30807
Scored
2112
Verified
16953
Complete

Last updated 19 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
27751
Lokii0911
SeleniumMCP Claim
Enables browser automation using Selenium, including navigation, element intera…
C 61 34 48 57 81
27752
dpshde
Provides access to WakaTime coding analytics data through MCP tools. Enables qu…
C 61 34 56 42 81
27753
adityas0604
Connects Claude AI to your Canvas LMS account, enabling natural language intera…
C 61 34 66 25 81
27754
josephtandle
Enables AI assistants to download TikTok videos without watermarks, analyze cre…
C 61 34 64 30 81
27755
Travis-Gilbert
Railway MCP Server Claim
Enables comprehensive management of Railway infrastructure, including projects,…
C 61 34 54 45 81
27756
jamjet-labs
Durable memory MCP server for AI agents. Temporal knowledge graph with hybrid s…
C 60 34 48 54 81
27757
teamsincetoday
Extract product mentions, sponsors, and trends from podcast transcripts to gene…
C 60 34 72 37 61
27758
sagarkpoojary
An MCP-based AI agent that retrieves and processes documents to answer queries …
C 60 34 62 27 81
27759
FX protection for SMEs — price Guards, live spot/forward rates, settlement date…
C 60 25 39 81
27760
blasfin-finance
tryonfy-mcp-server Claim 1
MCP server for TryOnfy - AI virtual try-on platform that lets you preview cloth…
C 60 34 61 30 81
27761
wauwaya
Enables personal workflow management by turning Notion into a task and knowledg…
C 60 34 64 27 81
27762
jotapee
Enables interaction with The Hallucination Herald, an autonomous AI newspaper, …
C 60 34 60 32 81
27763
z416479660
Provides video enhancement capabilities through MCP tools for creating, monitor…
C 60 34 48 53 81
27764
plgonzalezrx8
proxmox-mcp Claim 1
An MCP server for Proxmox VE that enables read-only cluster inspection, VM/cont…
C 60 34 47 53 81
27765
cyc20020404-sys
Weather MCP Server Claim
A real-time weather query server based on the HelloAgents framework that provid…
C 60 34 54 42 81
27766
willibrandon
NetContextServer empowers AI coding assistants like Cursor AI to deeply underst…
C 60 34 54 44 81
27767
FocusSearch
A NL2SQL plugin based on FocusSearch keyword parsing, offering greater accuracy…
C 60 34 58 36 81
27768
Apertura-AI
AI orchestration for computational chemistry and HPC workflows.
C 60 45 42 88 23 81
27769
barzkit
Self-custody AI agent wallets with passkeys, gasless transactions & programmabl…
C 60 34 62 27 81
27770
Divyesh-freelance
A deterministic prompt optimization middleware for AI coding agents that preser…
C 60 34 48 51 81
27771
MikeB317
MEMGRAPH-MCP Claim
A durable multi-agent orchestrator for software development with explicit run g…
C 60 34 54 42 81
27772
bill-kopp-ai-dev
An MCP server that provides autonomous, multi-source web research capabilities …
C 60 34 51 48 81
27773
schenkty
Provides AI agents with native access to the Keeta Network Layer 1 blockchain f…
C 60 34 60 34 81
27774
User75621
memory-mcp Claim 2
An MCP server that stores project memory in Supabase, allowing AI tools to pers…
C 60 34 47 54 81
27775
soynog
dev-loop-mcp Claim 2
An MCP server that automates the full software development lifecycle through an…
C 60 34 63 29 81
27776
Sneijder003
Extracts prior-authorization evidence from synthetic FHIR data to create struct…
C 60 34 64 25 81
27777
swannman
arkime-mcp-server Claim 1
An MCP server for Arkime full packet capture that enables AI assistants to sear…
C 60 34 61 31 81
27778
nonnname
Enables interaction with the T-Invest (Tinkoff Investments) API to manage inves…
C 60 34 48 53 81
27779
CDataSoftware
XML Documents MCP Server by CData
C 60 34 58 34 81
27780
ZLeventer
hubspot-mcp Claim 1
MCP server for HubSpot CRM — 33 tools covering contacts, companies, deals, pipe…
C 60 34 57 38 81
27781
auraweon7-ship-it
Unified academic paper search MCP server integrating OpenAlex, Semantic Scholar…
C 60 34 48 53 81
27782
SiJia713
Generates personalized short bedtime stories for three-year-old children using …
C 60 34 60 34 81
27783
jorgenclaw
9 tools, Lightning-gated. Pay per call. For agents that need verifiable signed …
C 60 34 54 44 81
27784
PKaldone
SUBSTRATE Claim
Persistent AI entity framework with causal memory, emotional state, and identit…
C 60 35 60 32 81
27785
aviman1109
livetrack-mcp Claim
An autonomous MCP server that polls Garmin LiveTrack data during races, stores …
C 60 34 60 32 81
27786
drpcorg
Blockchain RPC via DRPC. Exposes eth_call, eth_getBalance, gas estimation, and …
C 60 34 54 41 81
27787
probsJustin
otel-mcp Claim 1
An MCP server that emits OpenTelemetry traces, metrics, and logs to OTLP endpoi…
C 60 34 63 27 81
27788
Jerick97
MCP Arena Claim
A turn-based combat platform where AI agents autonomously battle in a real-time…
C 60 34 56 40 81
27789
skewliness
Dual-Model MCP Server Claim 1
An MCP server that orchestrates a dual-model workflow using Claude Opus for hig…
C 60 34 65 24 81
27790
FocusSearch
The intelligent data query plugin under DataFocus that supports multi-round con…
C 60 34 58 35 81
27791
majorelalexis-stack
maxia-mcp Claim
AI-to-AI marketplace MCP server with 46 tools — swap 65+ crypto tokens on 7 cha…
C 60 34 48 53 81
27792
gmh5225
Provides MCP tools to manage Microsoft Fabric capacities, including listing, cr…
C 60 34 58 37 81
27793
devshark
Provides current exchange rates for various currencies via the Model Context Pr…
C 60 34 60 31 81
27794
Pranavvr
Enables AI assistants to access live GitHub repository data without cloning, su…
C 60 34 64 25 81
27795
boam79
gov-support-mcp Claim 1
An MCP server that automates the entire process of discovering, evaluating, and…
C 60 34 57 37 81
27796
DigiBugCat
FMP MCP Server Claim
Provides financial data from Financial Modeling Prep for AI-assisted investment…
C 60 34 60 32 81
27797
sinmb79
blog-writer-mcp Claim 1
An AI blog automation server that uses a 'Creative DNA' system to generate pers…
C 60 34 62 28 81
27798
cloudthinker-ai
An extended PostgreSQL management and analysis server that provides database pr…
C 60 34 48 52 81
27799
jhm1909
discord-mcp Claim
Exposes the Discord REST API to AI agents via the Model Context Protocol, enabl…
C 60 34 42 61 81
27800
dmarsters
Provides tools for analyzing and generating content in the Frasurbane aesthetic…
C 60 34 66 24 81
Showing 27751–27800 of 64872 servers
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