MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22401
Natfii
UnrealClaude Claim
Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance wi…
C 65 33 54 N/A N/A 45 95 C
22402
samuelgursky
MCP server integration for DaVinci Resolve providing powerful tools for video e…
C 65 43 80 31 N/A 55 87
22403
Techiral
OmniMind Claim
OmniMind: An open-source Python library for effortless MCP (Model Context Proto…
C 65 43 60 42 N/A 69 90
22404
impure0xntk
Wakapi MCP Server Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 44 84 41 46 81
22405
nahdd123uosackr
flights-mcp-server Claim 1
C 65 33 56 N/A N/A 39 95
22406
ToDealMarket
Developer integration tools for adding TDM payments to AI agents, apps, and wor…
C 65 33 54 N/A N/A 45 95
22407
peakflames
MCP Server for Polarion
C 65 43 71 28 N/A 65 95
22408
IBazylchuk
Local-first semantic code search across all your repos. Private context for AI …
C 65 43 64 41 N/A 67 89
22409
alexey-pelykh
qontoctl Claim
CLI and MCP server for the Qonto banking API
C 65 43 56 40 N/A 88 84
22410
i-dream-of-ai
Enables AI assistants to interact with the QuantConnect cloud platform for algo…
C 65 44 84 38 46 81
22411
BjornMelin
A comprehensive unified knowledge management system integrating multiple data s…
C 65 33 58 N/A N/A 37 95
22412
pdogra1299
Bitbucket MCP Server Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 44 77 43 54 81
22413
aprilelevengo
swotpal-mcp-server Claim 1
MCP Server for SWOTPal — SWOT analysis tools for AI agents (Claude, Cursor, Win…
C 65 33 57 N/A N/A 55 83
22414
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
22415
sdiehl
USolver Claim
A best-effort universal logic and numerical solver interface using MCP that imp…
C 65 43 54 56 N/A 68 87
22416
Ucode-io
A server that implements the Model Context Protocol (MCP) standard, enabling LL…
C 65 44 78 67 19 81
22417
verivus-oss
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact an…
C 65 43 64 35 N/A 65 95
22418
iunera
druid-mcp-server Claim 1
AI-powered MCP server for Apache Druid cluster management and analytic
C 65 33 54 N/A N/A 72 75
22419
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
22420
gitkraken
gk-cli Claim
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab,…
C 65 33 50 N/A N/A 49 95
22421
dundas
LivePort MCP Claim
Give AI agents access to your localhost dev server. Zero-config tunnel that wor…
C 65 33 56 N/A N/A 40 95
22422
sbroenne
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTab…
C 65 43 66 20 N/A 83 95
22423
sdiehl
sympy-mcp Claim 1
A MCP server for symbolic manipulation of mathematical expressions
C 65 44 57 58 N/A 66 81
22424
custardcream98
Extracts YouTube video metadata, titles, and descriptions along with transcript…
C 65 43 60 63 N/A 41 92
22425
QuantGeekDev
Provides tools for AI agents to search, browse, and retrieve the full documenta…
C 65 33 60 N/A N/A 35 95
22426
akash143antor
vision-mcp Claim 2
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
C 65 33 63 N/A N/A 30 95
22427
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 43 78 41 N/A 36 95
22428
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
22429
oneWalker
OpenAPI MCP Server Claim
A server that implements the Model Context Protocol (MCP) with StreamableHTTP t…
C 65 44 68 63 41 81
22430
washyu
Homelab MCP Server Claim
Enables AI assistants to manage homelab infrastructure through automated servic…
C 65 44 64 46 73 81
22431
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
22432
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
22433
ezumba
exergynet Claim 1
ExergyNet thermodynamic compute settlement for autonomous agents.
C 65 33 78 N/A N/A 32 75
22434
m2ai-archive
ComfyUI MCP Server Claim
Enables Claude to generate images through a local ComfyUI instance using Stable…
C 65 33 66 N/A N/A 25 95
22435
AlwaysSany
Enables interaction with a comprehensive healthcare management system through F…
C 65 44 60 65 47 83
22436
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
22437
atla-ai
Atla Claim
The Atla MCP Server provides a standardized interface for LLMs to interact with…
C 65 44 60 61 59 81
22438
jaivardhan1209
Enables comprehensive feature engineering for classification datasets with auto…
C 65 33 66 N/A N/A 25 95
22439
shaharia-lab
mcp-frontend Claim
Frontend for MCP (Model Context Protocol) Kit for Go - A Complete MCP solutions…
C 65 43 66 38 N/A 64 92
22440
rui-branco
Jira MCP Server Claim
Enables users to fetch and search Jira tickets, comments, and attachments direc…
C 65 44 90 38 54 69
22441
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
22442
lirantal
ls-mcp Claim
List MCP Server configurations in your system used by AI applications like Curs…
C 65 43 60 27 N/A 85 94
22443
simran-mehta
Enables AI assistants like Claude to manage personal expenses locally using SQL…
C 65 33 62 N/A N/A 30 95
22444
Probably-Computers
Turns your Obsidian vault into an AI memory palace, enabling AI assistants to s…
C 65 43 48 57 N/A 66 92
22445
christerso
civnode-mcp Claim 1
An MCP server for the CivNode 'slow web' social platform that enables interacti…
C 65 44 75 60 32 82
22446
yokan-board
Yokan Board MCP Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 44 56 73 48 81
22447
Optisol-Business
Extract database metadata from PostgreSQL, Snowflake, SQL Server, BigQuery, and…
C 65 33 60 N/A N/A 35 95
22448
knitli
codeweaver Claim 2
Semantic code search built for AI agents. Hybrid, AST-aware, context for 166 la…
C 65 43 58 68 N/A 84 57
22449
jibberish69
Connects Claude with Microsoft Outlook through the Graph API, providing compreh…
C 65 44 78 66 20 80
22450
rwestergren
rachio-mcp Claim 2
MCP server for Rachio sprinkler controllers — schedules, zones, and live wateri…
C 65 33 49 N/A N/A 66 83
Showing 22401–22450 of 66518 servers
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