MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 6 hours, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19401
mrslbt
pdf-it Claim
Turn markdown into designed PDFs with cover page, table of contents, and code b…
B 84 33 90 N/A N/A 58 95
19402
w1ne
darktable-mcp Claim 1
Enables Claude and other AI assistants to control darktable for photo managemen…
B 84 33 94 N/A N/A 51 95
19403
unclemate
mcp-cosplay Claim
B 83 33 92 N/A N/A 51 95
19404
oborchers
tablestakes Claim
Read and edit HTML/Markdown tables in GitBook-synced documents via MCP tools.
B 83 33 72 N/A N/A 84 95
19405
jarvisassistantux
loopsense Claim
MCP server that closes the feedback loop for AI coding agents — CI monitoring, …
B 83 33 90 N/A N/A 55 95
19406
agirails
Payment rails for AI agents — escrow, settlement, discovery, and disputes from …
B 83 33 90 N/A N/A 56 95
19407
Aquariosan
veyra-contacts Claim 1
Contact manager for AI agents with company, tags, and full-text search. Reads a…
B 83 33 94 N/A N/A 48 95
19408
cyanheads
git-mcp-server Claim 1
Comprehensive Git MCP server enabling native git tools including clone, commit,…
B 83 43 100 75 N/A 66 83
19409
comet-ml
Opik-MCP Claim
Use natural language to explore LLM observability, traces, and monitoring data …
B 83 43 88 70 88 85
19410
bats64mgutsi
nextrole-mcp-proxy Claim
MCP proxy server for NextRole CV tailoring services
B 83 33 90 N/A N/A 55 95
19411
oviron
openrouter-admin Claim 1
MCP server for OpenRouter management API: credits, key CRUD, activity drill-dow…
B 83 33 73 N/A N/A 82 95
19412
ascript-cn
ascript-mcp Claim 1
Control Android/iOS/Windows devices from Claude, Cursor, and other AI tools. iO…
B 83 33 90 N/A N/A 56 95
19413
rust-mcp-stack
A type-safe implementation of the official Model Context Protocol (MCP) schema …
B 83 43 96 52 N/A 91 92
19414
santhoshravindran7
A Model Context Protocol (MCP) server that enables AI assistants to securely ac…
B 83 43 94 72 N/A 63 95
19415
Vivianashford
MemPalace Claim
A local AI memory system that stores all conversations verbatim and organizes t…
B 83 33 90 N/A N/A 56 95
19416
u2n4
Analyze YouTube, TikTok, and Instagram videos from URL. Extracts transcripts, g…
B 83 33 76 77 95
19417
Aquariosan
veyra-bookmarks Claim 1
Bookmark manager for AI agents with tags, categories, and full-text search. Rea…
B 83 33 94 N/A N/A 48 95
19418
makafeli
AI assistant integration for n8n workflow automation through Model Context Prot…
B 83 43 94 75 N/A 72 87
19419 B 83 33 92 N/A N/A 51 95
19420
rich-jojo
smart-web Claim 1
Web search, direct-URL fetch, crawl, and docs export MCP. smartfetch for URLs.
B 83 33 82 N/A N/A 96 75
19421
kunwarVivek
a mcp server to manage github project's functionality
B 83 43 85 66 N/A 93 90
19422
donghch
Enables AI agents to read and navigate EPUB files through 13 specialized tools …
B 83 33 84 N/A N/A 64 95
19423
Silbercue
High-performance MCP server for iOS development and test automation. Gives AI c…
B 83 33 72 N/A N/A 85 95
19424
cahthuranag
mcp-server Claim 1
AllRatesToday currency exchange rates: real-time mid-market rates for 160+ curr…
B 83 33 90 70 83
19425
hydroCoderClaud
MCP HydroCoder Vision Claim 1
A local vision-language MCP server that enables Claude Code to perform image an…
B 83 33 92 N/A N/A 54 95
19426
MukundaKatta
streamparse Claim 1
Parse partial / truncated / messy JSON for LLM tool calls and structured output…
B 83 33 90 N/A N/A 54 95
19427
modelmycontext
mmc-mcp Claim
MCP server that lets AI agents execute structured business processes by exposin…
B 83 33 96 N/A N/A 47 95
19428
voidly-ai
@voidly/mcp-server Claim 1
MCP server providing 124 tools for censorship intelligence, encrypted agent mes…
B 83 33 90 57 95
19429
mcpware
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config das…
B 83 33 72 N/A N/A 85 95
19430
Bigsy
mcpmu Claim
TUI-based MCP server multiplexer, configure all your MCP's in a single MCP with…
B 83 33 78 N/A N/A 74 95
19431
aliyun
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
B 83 44 100 70 75 81
19432
codedrop-codes
Refactory Claim
Hybrid code decomposition — AI plans module boundaries, deterministic engine ha…
B 83 33 90 N/A N/A 57 95
19433
Geralt1983
clickup-mcp-server Claim
B 83 43 100 68 N/A 65 92
19434
felixAnhalt
Figma To Code MCP Claim
Transforms Figma design data into a compact, LLM-friendly format for code gener…
B 83 33 84 81 83
19435
mcp-shark
lazy-tool Claim
local-first MCP discovery runtime for agents — search before invoke, reduce pro…
B 83 33 76 N/A N/A 78 95
19436
dataraum
DataRaum Claim 1
Pre-computed metadata context engine for AI-driven data analytics
B 83 33 84 N/A N/A 83 83
19437
Sealjay
mcp-hey Claim 1
Local MCP server for Hey.com email. Read, search, send, reply, and manage the s…
B 83 33 94 N/A N/A 49 95
19438
jamesrochabrun
XcodeTraceMCP Claim
Enables AI assistants to record, analyze, and compare Xcode Instruments traces,…
B 83 33 78 N/A N/A 76 95
19439
codespar
mcp-conekta Claim
Conekta — Mexican payment gateway (cards, OXXO cash, SPEI)
B 83 33 100 N/A N/A 66 75
19440
Strom-Capital
mcp-server-db2i Claim
Enables AI assistants to query and inspect IBM DB2 for i databases using read-o…
B 83 44 96 71 79 81
19441
masondelan
selvedge Claim 1
Change tracking for AI-era codebases. AI agents call it to log structured chang…
B 83 33 78 N/A N/A 76 95
19442
CrowdStrike
Connects AI agents with CrowdStrike Falcon for security analysis and automation.
B 83 44 94 63 N/A 93 82
19443
TT-Wang
cortex Claim 1
Cortex is a Claude Code plugin that gives Claude persistent memory across sessi…
B 83 33 76 N/A N/A 78 95
19444
rog0x
color Claim 1
Color convert, palette, contrast checker for AI agents
B 83 33 94 N/A N/A 47 95
19445
GravityKit
Gravity MCP Claim
Enables interaction with WordPress Gravity Forms through natural language, allo…
B 83 44 96 71 81 80
19446
jiayuanliang0716-max
mcp-server Claim
Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC …
B 83 33 96 63 83
19447
crunchtools
MCP Wordpress Claim
Secure MCP server for WordPress content management
B 83 43 88 75 N/A 72 95
19448
SigNoz
MCP Server for SigNoz
B 83 33 71 N/A N/A 88 95
19449
jeresalmisto
calcfi-mcp Claim
24 free personal-finance and macro tools (mortgage, paycheck, tax, FRED, BLS) f…
B 83 33 84 64 95
19450
PaSympa
discord-mcp Claim
A lightweight, multi-guild Discord MCP server with 95+ tools
B 83 33 81 N/A N/A 70 95
Showing 19401–19450 of 66518 servers
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