MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22401
tera911
MF Invoice MCP ⚡ Claim 2
An MCP server that integrates with MoneyForward Cloud Invoice API v3 to automat…
C 65 4⁄4 ◐ ⏳ 59 68 — 50 80 —
22402
tje8x
anvx ⚡ Claim
Track and optimize AI API spending across 16 providers with live pricing.
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 44 95 —
22403
pdogra1299
Bitbucket MCP Server ⚡ Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 4⁄4 ◐ ⏳ 77 43 — 54 81 —
22404
examplary-ai
Provides AI assistants with access to Examplary's exam management platform, ena…
C 65 4⁄4 ◐ ⏳ 56 62 — 61 82 —
22405
MagoDev
Outlook MCP Server ⚡ Claim
Enables AI-powered email management for Microsoft Outlook through natural langu…
C 65 3⁄3 ◐ ⏳ 60 N/A N/A 33 95 —
22406
scmcphub
Scanpy-MCP ⚡ Claim
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
C 65 4⁄4 ◐ ⏳ 56 68 — 55 80 —
22407
dgageot
ast-grep ⚡ Claim
ast-grep is a fast and polyglot tool for code structural search, lint, rewritin…
C 65 4⁄4 ◐ ⏳ 78 48 — 48 80 —
22408
iseppo
Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, rep…
C 65 4⁄4 ◐ ⏳ 72 48 N/A 54 82 —
22409
selvage-lab
selvage ⚡ Claim
LLM-based code review MCP server with AST-powered smart context extraction. Sup…
C 65 4⁄3 ◐ ⏳ 60 43 N/A 65 95 —
22410
praveenc
kiro-powers Claim
Repository of custom kiro powers. https://kiro.dev/docs/powers/
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 43 95 —
22411
dundas
LivePort MCP Claim
Give AI agents access to your localhost dev server. Zero-config tunnel that wor…
C 65 3⁄3 ◐ ⏳ 56 N/A N/A 40 95 —
22412
aarya-rapid
namecheap-mcp ⚡ Claim
Search domains from plain-language ideas and get exact matches plus brandable v…
C 65 3⁄3 ◐ ⏳ 64 N/A N/A 26 95 —
22413
tobiasGuta
shodan-mcp ⚡ Claim
Passive reconnaissance MCP server powered by Shodan, enabling host lookups, sea…
C 65 3⁄3 ◐ ⏳ 66 N/A N/A 25 95 —
22414
back1ply
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 65 3⁄3 ◐ ⏳ 50 N/A N/A 51 95 —
22415
jaivardhan1209
Enables comprehensive feature engineering for classification datasets with auto…
C 65 3⁄3 ◐ ⏳ 66 N/A N/A 25 95 —
22416
meta-quest
Agent Tool and Skills for VR Development on Meta Quest
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 45 95 —
22417
salvo10f
godotiq ⚡ Claim
Intelligent MCP server for Godot 4. Spatial intelligence, code analysis, 35 too…
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 45 95 —
22418
martechery
Enables interaction with Google Ads through the Google Ads API using GCloud aut…
C 65 4⁄4 ◐ ⏳ 60 68 — 48 81 —
22419
Ucode-io
A server that implements the Model Context Protocol (MCP) standard, enabling LL…
C 65 4⁄4 ◐ ⏳ 78 67 — 19 81 —
22420
BetterThanTomorrow
Enables AI assistants to interact with Clojure REPLs for evaluating code, perfo…
C 65 4⁄3 ◐ ⏳ 78 10 N/A 76 95 —
22421
heffrey78
D&D 5E MCP Server ⚡ Claim 1
Provides comprehensive access to Dungeons & Dragons 5th Edition content through…
C 65 4⁄4 ◐ ⏳ 84 56 — 23 80 —
22422
iunera
druid-mcp-server ⚡ Claim 1
AI-powered MCP server for Apache Druid cluster management and analytic
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 72 75 —
22423
pickpppcc
qBittorrent MCP ⚡ Claim
A service that provides programmatic access to qBittorrent's WebUI API, enablin…
C 65 4⁄4 ◐ ⏳ 78 58 — 32 81 —
22424
verivus-oss
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact an…
C 65 4⁄3 ◐ ⏳ 64 35 N/A 65 95 —
22425
arkinjo
TogoMCP ⚡ Claim
Executes SPARQL queries against biological and biomedical RDF databases from th…
C 65 4⁄4 ◐ ⏳ 68 58 — 50 81 —
22426
LinuxDevil
Create-MCP ⚡ Claim
A modern CLI tool for generating production-ready Model Context Protocol (MCP) …
C 65 4⁄3 ◐ ⏳ 60 45 N/A 65 92 —
22427
theYahia
travelpayouts-mcp ⚡ Claim 1
MCP server for Travelpayouts API -- flight search, popular routes, price calend…
C 65 3⁄3 ◐ ⏳ 55 N/A N/A 58 83 —
22428
sbroenne
Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTab…
C 65 4⁄3 ◐ ⏳ 66 20 N/A 83 95 —
22429
CoderDayton
Semantic Cache MCP ⚡ Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 4⁄3 ◐ ⏳ 60 32 N/A 84 89 —
22430
CDataSoftware
QuickBooks MCP Server by CData
C 65 3⁄3 ◐ ⏳ 58 N/A N/A 36 95 —
22431
munozu
Vigentic MCP Claim 1
A Model Context Protocol server that utilizes a headless Neovim instance as an …
C 65 3⁄3 ◐ ⏳ 57 N/A N/A 37 95 —
22432
IBazylchuk
Local-first semantic code search across all your repos. Private context for AI …
C 65 4⁄3 ◐ ⏳ 64 41 N/A 67 89 —
22433
qxchuckle
qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent(Cursor、Claude Desktop 等)
C 65 3⁄3 ◐ ⏳ 50 N/A N/A 52 95 —
22434
jemondragon
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
C 65 4⁄4 ◐ ⏳ 66 70 — 35 82 —
22435
gustavoeenriquez
MakerAi Claim
The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonom…
C 65 3⁄3 ◐ ⏳ 52 N/A N/A 48 95 — PA
22436
impure0xntk
Wakapi MCP Server ⚡ Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 4⁄4 ◐ ⏳ 84 41 — 46 81 —
22437
rui-branco
Jira MCP Server ⚡ Claim
Enables users to fetch and search Jira tickets, comments, and attachments direc…
C 65 4⁄4 ◐ ⏳ 90 38 — 54 69 —
22438
JosephOIbrahim
UnrealEngine Bridge ⚡ Claim 1
A comprehensive bridge connecting AI agents to Unreal Engine 5.7 through 39 MCP…
C 65 4⁄3 ◐ ⏳ 84 45 N/A 27 90 —
22439
popechia
ABANCA MCP Server ⚡ Claim
Connects the ABANCA OpenBanking API (PSD2) with LLMs to provide secure access t…
C 65 3⁄3 ◐ ⏳ 62 N/A N/A 32 95 —
22440
Oxidane-bot
An MCP server for downloading academic papers from multiple sources using intel…
C 65 4⁄4 ◐ ⏳ 45 70 — 70 81 —
22441 C 65 3⁄3 ◐ ⏳ 70 N/A N/A 16 95 —
22442
yokan-board
Yokan Board MCP ⚡ Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 4⁄4 ◐ ⏳ 56 73 — 48 81 —
22443
PaddleHQ
Paddle MCP Server ⚡ Claim 1
A Model Context Protocol server that provides tools for interacting with the Pa…
C 65 4⁄4 ◐ ⏳ 49 65 — 68 83 —
22444
loglmhq
A server that allows AI assistants to browse and read files from specified GitH…
C 65 4⁄4 ◐ ⏳ 68 68 — 35 81 —
22445
lucas-flatwhite
Things App MCP ⚡ Claim 1
An MCP server for Things 3 on macOS that enables AI assistants to create, read,…
C 65 4⁄3 ◐ ⏳ 57 71 N/A 35 90 —
22446
lirantal
ls-mcp ⚡ Claim
List MCP Server configurations in your system used by AI applications like Curs…
C 65 4⁄3 ◐ ⏳ 60 27 N/A 85 94 —
22447
Epistates
turbovault Claim
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an …
C 65 4⁄3 ◐ ⏳ 60 33 N/A 78 92 —
22448
Meima-Ely
A beginner MCP server that enables Claude to read local text, CSV, and Markdown…
C 65 3⁄3 ◐ ⏳ 58 N/A N/A 35 95 —
22449
llnl
ParaView-MCP Claim
Integrates multimodal large language models with ParaView to enable the creatio…
C 65 4⁄3 ◐ ⏳ 82 30 N/A 48 90 —
22450
i-dream-of-ai
Enables AI assistants to interact with the QuantConnect cloud platform for algo…
C 65 4⁄4 ◐ ⏳ 84 38 — 46 81 —
Showing 22401–22450 of 69236 servers
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