MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19401
prembobby39-gif
mcp-uimax Claim
Frontend expert for Claude Code. Captures screenshots, runs Lighthouse + axe-co…
B 84 33 72 N/A N/A 88 95
19402
Liplus-Project
MCP server bridging GitHub webhooks via Cloudflare Worker for real-time event s…
B 84 33 86 N/A N/A 65 95
19403
bats64mgutsi
nextrole-mcp-proxy Claim
MCP proxy server for NextRole CV tailoring services
B 83 33 90 N/A N/A 55 95
19404
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
19405
agirails
Payment rails for AI agents — escrow, settlement, discovery, and disputes from …
B 83 33 90 N/A N/A 56 95
19406
codespar
mcp-conekta Claim
Conekta — Mexican payment gateway (cards, OXXO cash, SPEI)
B 83 33 100 N/A N/A 66 75
19407 B 83 33 92 N/A N/A 51 95
19408
mcpware
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config das…
B 83 33 72 N/A N/A 85 95
19409
cahthuranag
Real-time currency exchange rates, historical data, and multi-currency lookups …
B 83 33 90 N/A N/A 70 83
19410
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
19411
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
19412
Blakeem
Navidrome-MCP Claim
Analyze listening patterns, build playlists, find missing albums, discover simi…
B 83 44 100 72 N/A 72 81
19413
crunchtools
MCP Wordpress Claim
Secure MCP server for WordPress content management
B 83 43 88 75 N/A 72 95
19414
madeinphantom
obscuraai-mcp Claim 1
MCP server for Claude, ChatGPT, coding agents (cursor, claude code etc), windsu…
B 83 33 94 50 95
19415
mnemoverse
mcp-memory-server Claim
Hosted memory that learns and forgets — feedback re-ranks what helps, recall fa…
B 83 33 84 83 83
19416 B 83 33 92 N/A N/A 51 95
19417
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
19418
henryhawke
reasonsuite Claim
B 83 33 96 N/A N/A 47 95
19419
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
19420
rog0x
database Claim 1
SQL formatting, schema visualization, migration generation
B 83 33 94 N/A N/A 47 95
19421
Master-Frank
xmindmcp Claim
B 83 33 90 N/A N/A 54 95
19422
SerpstatGlobal
LLM Brand Monitor Claim
Track how 350+ AI models mention your brand — manage projects, run scans, analy…
B 83 33 100 N/A N/A 55 83
19423
rog0x
mcp-npm-tools Claim 1
MCP server providing npm registry search, package details, dependency auditing,…
B 83 33 94 47 95
19424
rust-mcp-stack
A type-safe implementation of the official Model Context Protocol (MCP) schema …
B 83 43 96 52 N/A 91 92
19425
Silbercue
High-performance MCP server for iOS development and test automation. Gives AI c…
B 83 33 72 N/A N/A 85 95
19426
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
19427
SigNoz
MCP Server for SigNoz
B 83 33 71 N/A N/A 88 95
19428 B 83 33 84 66 95
19429
jessemarshall
coalesce-transform Claim 2
MCP server for managing Coalesce Transform workspaces, nodes, pipelines, and ru…
B 83 33 85 N/A N/A 79 83
19430
Auctalis
logic-server Claim
Agent reasoning, memory, and token-optimized context for AI applications.
B 83 33 100 N/A N/A 65 75
19431
aliyun
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
B 83 44 100 70 75 81
19432
comet-ml
Opik-MCP Claim
Use natural language to explore LLM observability, traces, and monitoring data …
B 83 43 88 70 88 85
19433
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
19434
ivnvxd
mcp-server-odoo Claim
Connect AI assistants to Odoo ERP systems for business data access, record mana…
B 83 44 90 71 91 82
19435
GravityKit
Gravity MCP Claim
Enables interaction with WordPress Gravity Forms through natural language, allo…
B 83 44 96 71 81 80
19436
unclemate
mcp-cosplay Claim
B 83 33 92 N/A N/A 51 95
19437
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
19438
dataraum
DataRaum Claim 1
Pre-computed metadata context engine for AI-driven data analytics
B 83 33 84 N/A N/A 83 83
19439
kunwarVivek
a mcp server to manage github project's functionality
B 83 43 85 66 N/A 93 90
19440
makafeli
AI assistant integration for n8n workflow automation through Model Context Prot…
B 83 43 94 75 N/A 72 87
19441
ShunsukeHayashi
Miyabi MCP Bundle Claim
A comprehensive all-in-one MCP server with 172 tools across 21 categories inclu…
B 83 43 96 56 N/A 82 95
19442
Geralt1983
clickup-mcp-server Claim
B 83 43 100 68 N/A 65 92
19443
jamesrochabrun
XcodeTraceMCP Claim
Enables AI assistants to record, analyze, and compare Xcode Instruments traces,…
B 83 33 78 N/A N/A 76 95
19444
codedrop-codes
Refactory Claim
Hybrid code decomposition — AI plans module boundaries, deterministic engine ha…
B 83 33 90 N/A N/A 57 95
19445
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
19446
mohisyed
jPOS MCP Server Claim 1
An MCP server that gives AI agents deterministic, verified access to ISO 8583 f…
B 83 33 73 84 95
19447
CrowdStrike
Connects AI agents with CrowdStrike Falcon for security analysis and automation.
B 83 44 94 63 N/A 93 82
19448
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
19449
gefsikatsinelou
MetaSearchMCP Claim 1
Aggregates search results from multiple providers (web, academic, code, finance…
B 83 33 94 50 95
19450
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
Showing 19401–19450 of 59221 servers
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