MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19451
cahthuranag
AllRatesToday Claim 1
Real-time & historical exchange rates for 150+ currencies via AllRatesToday (mi…
B 83 33 90 N/A N/A 70 83
19452
marcoby
ms-365-mcp-server Claim
B 83 33 90 N/A N/A 56 95
19453
rog0x
color Claim 1
Color convert, palette, contrast checker for AI agents
B 83 33 94 N/A N/A 47 95
19454
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
19455
cliwant
mcp-sam-gov Claim
Keyless MCP — 36 tools for SAM.gov, USAspending, Federal Register, eCFR, Grants…
B 83 33 84 N/A N/A 82 83
19456
mcpware
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config das…
B 83 33 72 N/A N/A 85 95
19457
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
19458
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
19459
cahthuranag
Real-time currency exchange rates, historical data, and multi-currency lookups …
B 83 33 90 N/A N/A 70 83
19460 B 83 33 84 66 95
19461
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
19462
swarmclawai
swarmclaw Claim
Open-source self-hosted AI agent runtime and multi-agent framework for autonomo…
B 83 33 72 N/A N/A 86 95
19463
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
19464
Lipdog
Fossick Claim
Search all of GitHub from your AI agent — find libraries, drill into repos, fin…
B 83 33 76 N/A N/A 77 95
19465
Auctalis
logic-server Claim
Agent reasoning, memory, and token-optimized context for AI applications.
B 83 33 100 N/A N/A 65 75
19466 B 83 33 92 N/A N/A 51 95
19467 B 83 33 92 N/A N/A 51 95
19468
SigNoz
MCP Server for SigNoz
B 83 33 71 N/A N/A 88 95
19469
rog0x
database Claim 1
SQL formatting, schema visualization, migration generation
B 83 33 94 N/A N/A 47 95
19470
codespar
mcp-conekta Claim
Conekta — Mexican payment gateway (cards, OXXO cash, SPEI)
B 83 33 100 N/A N/A 66 75
19471
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
19472
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
19473
agirails
Payment rails for AI agents — escrow, settlement, discovery, and disputes from …
B 83 33 90 N/A N/A 56 95
19474
Silbercue
High-performance MCP server for iOS development and test automation. Gives AI c…
B 83 33 72 N/A N/A 85 95
19475
rust-mcp-stack
A type-safe implementation of the official Model Context Protocol (MCP) schema …
B 83 43 96 52 N/A 91 92
19476
henryhawke
reasonsuite Claim
B 83 33 96 N/A N/A 47 95
19477
Blakeem
Navidrome-MCP Claim
Analyze listening patterns, build playlists, find missing albums, discover simi…
B 83 44 100 72 N/A 72 81
19478
Master-Frank
xmindmcp Claim
B 83 33 90 N/A N/A 54 95
19479
mnemopay
gridstamp Claim
Cryptographic spatial proof-of-presence for AV fleets, logistics, AR. 91% spoof…
B 83 33 96 N/A N/A 63 83
19480
aliyun
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
B 83 44 100 70 75 81
19481
rog0x
mcp-npm-tools Claim 1
MCP server providing npm registry search, package details, dependency auditing,…
B 83 33 94 47 95
19482
comet-ml
Opik-MCP Claim
Use natural language to explore LLM observability, traces, and monitoring data …
B 83 43 88 70 88 85
19483
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
19484
NyxToolsDev
quickbooks-mcp-server Claim 1
Connect Claude to QuickBooks Online — query finances, create invoices, run repo…
B 82 33 88 N/A N/A 56 95
19485 B 82 43 100 68 N/A 60 90
19486
dataplat
dbatools-mcp-server Claim 1
MCP server for dbatools — exposes SQL Server management commands as MCP tools
B 82 33 75 N/A N/A 77 95
19487
Arkava-AI
gamma-mcp-server Claim 1
Create presentations, documents, and webpages from any MCP-compatible AI assist…
B 82 33 94 N/A N/A 61 83
19488
evalops
Provides a shared context layer for AI agent teams to improve token efficiency …
B 82 33 90 N/A N/A 53 95
19489
Kind-ling
twig Claim
MCP server quality scoring and optimization for the agent economy.
B 82 33 90 N/A N/A 50 95
19490
rishimeka
genesys-memory Claim 1
Causal graph memory engine for AI agents. Scores memories using relevance × con…
B 82 33 90 N/A N/A 78 75
19491
kg912
shell-mcp Claim
Enables secure execution of shell commands via MCP with multiple security layer…
B 82 33 90 N/A N/A 53 95
19492
labrat-akhona
Semantix-verify Claim
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
B 82 33 72 N/A N/A 80 95
19493
iikarus
dragon-brain Claim 1
Open-source MCP server that gives any LLM long-term memory using a knowledge gr…
B 82 33 76 N/A N/A 75 95
19494
corbym
memoryweb Claim 1
An MCP server that gives AI agents persistent, narrative memory: concepts as no…
B 82 33 79 N/A N/A 70 95
19495
muhannad-hash
mcp-shield Claim
Security scanner for MCP servers. Detects backdoors, exfiltration code, obfusca…
B 82 33 90 N/A N/A 53 95
19496
mwhesse
Enables comprehensive Microsoft Dataverse schema management through the Dataver…
B 82 44 96 70 74 81
19497
iamsamuelfraga
MCP Holded Claim 1
A Model Context Protocol (MCP) server for the Holded Invoice API. This server a…
B 82 43 86 71 82 90
19498
cmendezs
Italian e-invoicing: FatturaPA XML/SDI v1.2.3, 27 tools. UBL 2.1 and CII wire f…
B 82 33 88 N/A N/A 53 95
19499
webdriverio
mcp Claim
Browser and mobile app automation using WebdriverIO, enabling AI agents to cont…
B 82 43 90 62 N/A 86 90
19500
tayyabakmal1
Enables AI assistants to execute browser automation, perform QA tasks, and gene…
B 82 33 96 N/A N/A 42 95
Showing 19451–19500 of 59221 servers
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