MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27233
Scored
1781
Verified
16957
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21401
theYahia
travelpayouts-mcp Claim 1
MCP server for Travelpayouts API -- flight search, popular routes, price calend…
C 65 33 55 N/A N/A 58 83
21402
CoderDayton
Semantic Cache MCP Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 43 60 32 N/A 84 89
21403
peakflames
MCP Server for Polarion
C 65 43 71 28 N/A 65 95
21404
paperdavid
manoma Claim 1
MCP server for soul.md — your portable AI identity layer across every LLM.
C 65 33 51 N/A N/A 47 95
21405
loglmhq
A server that allows AI assistants to browse and read files from specified GitH…
C 65 44 68 68 35 81
21406
njayp
ophis Claim
Transform any Cobra CLI into an MCP server
C 65 43 68 27 N/A 83 87
21407
scmcphub
Scanpy-MCP Claim
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
C 65 44 56 68 55 80
21408
tera911
MF Invoice MCP Claim 2
An MCP server that integrates with MoneyForward Cloud Invoice API v3 to automat…
C 65 44 59 68 50 80
21409
wgpsec
ENScan_GO Claim
一款基于各大企业信息API的工具,解决在遇到的各种针对国内企业信息收集难题。一键收集控股公司ICP备案、APP、小程序、微信公众号等信息聚合导出。支持MCP接入
C 65 43 60 41 N/A 76 87
21410
sudocode-ai
sudocode Claim
Lightweight agent orchestration dev tool that lives in your repo
C 65 43 60 40 N/A 77 87
21411
jibberish69
Connects Claude with Microsoft Outlook through the Graph API, providing compreh…
C 65 44 78 66 20 80
21412 C 65 33 54 N/A N/A 44 95
21413
ajezziriglos-bot
Minimal MCP server that enables network connectivity testing via ping commands …
C 65 33 60 N/A N/A 35 95
21414
woyaxnini
MCP server for Chestnyi Znak — Russian product marking system. 10 tools: codes,…
C 65 33 63 N/A N/A 46 83
21415
AdrianCY
Enables interaction with Microsoft SQL Server databases through T-SQL query exe…
C 65 33 60 N/A N/A 35 95
21416
cruxible-ai
cruxible-core Claim
Deterministic decision engine with receipts. Define rules in YAML, query a grap…
C 65 43 54 52 N/A 63 95
21417
i-dream-of-ai
Enables AI assistants to interact with the QuantConnect cloud platform for algo…
C 65 44 84 38 46 81
21418
Utakata
Enables comprehensive management of Google Apps Script projects, including proj…
C 65 44 90 66 19 69
21419
OldJii
mcp-dock Claim
A cross-platform MCP Server manager for Cursor, Claude, Windsurf, Zed & TRAE. F…
C 65 33 52 N/A N/A 48 95
21420
pdogra1299
Bitbucket MCP Server Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 44 77 43 54 81
21421
LinuxDevil
Create-MCP Claim
A modern CLI tool for generating production-ready Model Context Protocol (MCP) …
C 65 43 60 45 N/A 65 92
21422
alexey-pelykh
qontoctl Claim
CLI and MCP server for the Qonto banking API
C 65 43 56 40 N/A 88 84
21423
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 43 78 41 N/A 36 95
21424
salvo10f
godotiq Claim
Intelligent MCP server for Godot 4. Spatial intelligence, code analysis, 35 too…
C 65 33 54 N/A N/A 45 95
21425
meta-quest
Agent Tool and Skills for VR Development on Meta Quest
C 65 33 54 N/A N/A 45 95
21426
phuongrealmax
code-guardian Claim
AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot d…
C 65 43 72 40 N/A 49 92
21427
kw510
strava-mcp Claim 1
An MCP server for Strava, an app for tracking physical exercise
C 65 44 67 63 49 78
21428
besslframework-stack
project-tessera Claim
Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CS…
C 65 43 66 31 N/A 70 95
21429
impure0xntk
Wakapi MCP Server Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 44 84 41 46 81
21430
JosephOIbrahim
UnrealEngine Bridge Claim 1
A comprehensive bridge connecting AI agents to Unreal Engine 5.7 through 39 MCP…
C 65 43 84 45 N/A 27 90
21431
PaddleHQ
Paddle MCP Server Claim 1
A Model Context Protocol server that provides tools for interacting with the Pa…
C 65 44 49 65 68 83
21432
heffrey78
D&D 5E MCP Server Claim 1
Provides comprehensive access to Dungeons & Dragons 5th Edition content through…
C 65 44 84 56 23 80
21433
MigoXLab
Dingo MCP Server
C 65 43 60 27 N/A 82 95
21434
rachitkumarrastogi
Unity MCP Server Claim 1
MCP server for Unity: project info, build scenes, agent docs. No Unity Editor. …
C 65 43 57 50 N/A 58 95
21435
CLOUDWERX-DEV
DiffuGen Claim
Powerful image generation system leveraging multiple Stable Diffusion models (f…
C 65 43 54 72 N/A 43 89
21436
quarkiverse
Connect to any JDBC-compatible database and query, insert, update, delete, and …
C 65 33 44 N/A N/A 61 95
21437
PushPullCommitPush
ML Lab MCP Claim 1
Transforms AI assistants into a full ML engineering environment for training an…
C 65 44 96 41 30 78
21438
TheRealFloatDev
agentsbestfriend Claim
MCP that provides fast, token-efficient tools for navigating, searching, and un…
C 65 33 60 N/A N/A 32 95
21439
frankbolero
dotnet-dump-mcp Claim
🤖 An AI-native MCP server for .NET memory dump investigations. Leverage LLMs (C…
C 65 33 52 N/A N/A 46 95
21440
felixgeelhaar
coverctl Claim
Go code coverage analysis tool with MCP server for AI-powered coverage workflows
C 65 43 60 31 N/A 84 92
21441
wowinter13
solscan-mcp Claim
An MCP tool for querying Solana transactions using natural language with Solsca…
C 65 43 64 68 N/A 27 92
21442
GDKsoftware
Native Delphi Server implementation of the Model Context Protocol (MCP)
C 65 33 54 N/A N/A 44 95 PA
21443
BetterThanTomorrow
Enables AI assistants to interact with Clojure REPLs for evaluating code, perfo…
C 65 43 78 10 N/A 76 95
21444
ampcome-mcps
Shortcut MCP Server Claim 1
A Model Context Protocol server that integrates Shortcut project management fun…
C 65 44 63 68 43 81
21445
iseppo
Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, rep…
C 65 44 72 48 N/A 54 82
21446
IBazylchuk
Paparats Claim
Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API…
C 65 43 64 41 N/A 67 89
21447
daedalus
mcp-stl Claim 1
MCP server for editing STL 3D model files
C 65 33 39 N/A N/A 67 95
21448
washyu
Homelab MCP Server Claim
Enables AI assistants to manage homelab infrastructure through automated servic…
C 65 44 64 46 73 81
21449
mcp360
mTarsier Claim
mTarsier - The Open Source MCP & Skill Manager for Claude, Cursor, VS Code & an…
C 65 43 64 36 N/A 73 90
21450
jiseong-choi
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
C 65 33 59 N/A N/A 35 95
Showing 21401–21450 of 33537 servers
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