MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29911
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20951
SparkleOfficial
transcription Claim
AI transcription from URLs or files. 119 languages, diarization, SRT/VTT/text e…
B 72 33 84 N/A N/A 38 83
20952
normaltusker
Kotlin MCP Server Claim
Kotlin MCP Server for Android app development using OpenAI, Gemini, or OpenRout…
B 72 44 90 56 54 81
20953
ahmetsbilgin
finbrain-mcp Claim
Access institutional-grade alternative financial data directly in your LLM work…
B 72 44 72 60 75 83
20954
dengls24
annota Claim
AI-powered paper annotation MCP server. Reads papers, highlights key findings w…
B 72 33 60 N/A N/A 62 95
20955
IvanMurzak
AI-powered 3D modeling tools for Unity ProBuilder. Enables AI assistants to cre…
B 72 33 58 N/A N/A 65 95
20956
RowanErasmus
Provides access to the official FDA DailyMed database for comprehensive drug in…
B 72 44 92 60 41 82
20957
AutomoxCommunity
Automox MCP Server Claim
Official MCP server for Automox. Manage devices, patches, and policies in natur…
B 72 33 56 N/A N/A 86 83
20958
clouatre-labs
Aptu Coder Claim 1
MCP server for code structure analysis using tree-sitter.
B 72 33 45 N/A N/A 85 95
20959
199-mcp
Provides advanced analysis of conversations from Limitless Pendant recordings, …
B 72 44 78 75 46 81
20960
mihaelamj
cupertino Claim
Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution pr…
B 72 33 54 N/A N/A 73 95
20961
BusyBee3333
Trello MCP Server Claim
A comprehensive integration providing 96 tools and 18 interactive React apps fo…
B 72 44 90 70 30 81
20962
ulianbass
TradingView MCP Claim
Enables automated control of TradingView Desktop via Chrome DevTools Protocol w…
B 72 33 72 N/A N/A 42 95
20963
azender1
safeagent Claim
Exactly-once execution guard for AI agents. Prevents duplicate payments and web…
B 72 33 54 N/A N/A 71 95
20964
bobbyhouse
Project Gutenberg MCP Claim 1
Read Project Gutenberg books via MCP. Search, fetch metadata, and retrieve text…
B 72 33 66 N/A N/A 50 95
20965
conikeec
mcp-probe Claim
A Model Context Protocol (MCP) client library and debugging toolkit in Rust. Th…
B 72 43 60 58 N/A 78 95
20966
nainikayakkali
Enables AI assistants to interact with Databricks workspaces programmatically, …
B 72 44 84 72 42 81
20967
nks-hub
rybbit-mcp Claim
Enables querying Rybbit Analytics data directly through MCP-compatible clients …
B 72 44 75 75 52 81
20968
RamonBedin
A Unity Editor MCP server that gives Claude Code full control over Unity projec…
B 72 33 60 N/A N/A 63 95
20969
tylyan
An MCP server that enables AI assistants to interact with the Taskwarrior comma…
B 72 43 69 60 N/A 65 92
20970
johndev38
A TypeScript MCP server that validates codebases against configurable rules. It…
B 72 33 78 N/A N/A 31 95
20971
cardosolucass96
Enables integration with Kommo CRM to manage leads, add notes and tasks, update…
B 72 44 90 68 38 81
20972
jasoncbraatz
domain-monitor-mcp Claim
Enables AI assistants to query domain expiration data from domain-monitor.io, w…
B 72 33 88 32 83
20973
dunz
Integrates with Atlassian Cloud products (Confluence and Jira) to enable AI ass…
B 72 44 90 62 42 81
20974
markusvankempen
MCP server for IBM Watson Orchestrate (WXO). Manage tools, agents, connections,…
B 72 43 86 71 37 81
20975
dma9527
irs-taxpayer Claim
39 tax tools for US taxpayers: federal/state tax, credits, deductions, retireme…
B 72 43 66 58 N/A 71 94
20976
palolxx
Leverage advanced analytical thinking capabilities to break down complex proble…
B 72 33 84 N/A N/A 20 95
20977
fabio-rovai
Score any document. Prove every claim.
B 72 33 56 N/A N/A 67 95
20978
sarahpark
Provides AI agents with read-only access to Google Search Console data, includi…
B 72 33 78 49 83
20979
fleek-platform
eliza-plugin-mcp Claim
ElizaOS plugin allowing agents to connect to MCP servers
B 72 43 88 61 N/A 31 95
20980
yogeshhrathod
Jira MCP Server Claim
Enables comprehensive interaction with self-hosted Jira instances using Persona…
B 72 44 78 70 51 81
20981
steveardis
OmniFocus Claim 1
Full CRUD MCP server for OmniFocus via Omni Automation — tasks, projects, folde…
B 72 33 66 N/A N/A 53 95
20982
BelleKou
Turn URLs into viral posts via "remake" command.
B 72 33 60 N/A N/A 60 95
20983
mdfifty50-boop
Agent tracing, cost tracking, anomaly detection for LLM agents
B 72 33 76 N/A N/A 35 95
20984
lukas-bekr
Fathom MCP Server Claim
Enables LLMs to interact with Fathom.video API for managing meeting recordings,…
B 72 44 90 71 29 83
20985
sathergate
searchcraft Claim
Full-text search for Next.js. BM25 scoring and fuzzy matching, no external serv…
B 72 33 60 N/A N/A 60 95
20986
boykush
scraps Claim
Scraps is a portable CLI knowledge hub for managing interconnected Markdown doc…
B 72 43 54 71 N/A 79 92
20987
KamaruSama
mcp-google-forms Claim
19 tools for Google Forms: create quizzes, add questions, set answer keys, read…
B 72 33 72 N/A N/A 42 95
20988
marioser
Dolibarr MCP Server Claim 1
Provides a Model Context Protocol interface for the Dolibarr ERP/CRM, enabling …
B 72 44 90 51 54 83
20989
aiadiguru2025
SF-MCP Claim
Enables querying SAP SuccessFactors OData API metadata and managing Role-Based …
B 72 44 94 46 56 83
20990
gbesse
Enables users to search and monitor European regulatory publications including …
B 72 33 78 N/A N/A 30 95
20991
IvanMurzak
AI-powered tools for Unity Particle System. Create and modify Particle System d…
B 72 33 58 N/A N/A 63 95
20992
griffinwork40
Enables AI assistants to manage email campaigns, leads, email accounts, and ana…
B 72 44 78 68 57 81
20993
PCfVW
mcp-arangodb-async Claim
Async MCP server for ArangoDB: 46 tools for graphs, queries, and multi-tenancy.
B 72 43 96 38 N/A 58 88
20994
sshekar87
Provides McKinsey-style strategy intelligence for real estate by enabling AI as…
B 72 33 66 N/A N/A 53 95
20995
aws-samples
A comprehensive Model Context Protocol server that analyzes AWS costs and provi…
B 72 44 100 56 37 81
20996
buildepicshit
Wick Claim
Native C# MCP server for Godot Engine — 53 tools across 5 pillars: Roslyn-enric…
B 72 33 54 N/A N/A 73 95
20997
FusionAuth
mcp-api Claim
Preview release of FusionAuth API MCP server
B 72 43 86 66 N/A 43 81
20998
replica882
Enables Claude.ai to interact with Twitter/X by using browser automation to per…
B 72 33 64 N/A N/A 54 95
20999
jztan
Enables AI assistants to interact with Redmine project management systems throu…
B 72 43 84 48 82 75
21000
davidar
mcp-server-if Claim 1
Enables AI assistants to play interactive fiction games (Glulx and Z-machine) t…
B 72 33 60 N/A N/A 63 95
Showing 20951–21000 of 59573 servers
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