MCP Server Quality Scores

Independent quality analysis of 48900 public MCP servers

48900
Discovered
29686
Scored
2112
Verified
16952
Complete

Last updated 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19301
subhatta123
twilize Claim
Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts…
A 85 33 88 N/A N/A 66 95
19302
makz81
Spendlog Claim 1
MCP server for expense tracking, invoices, budgets, and financial insights dire…
A 85 33 75 N/A N/A 88 95
19303
renCosta2025
xcodebuildmcpfork Claim
A 85 33 96 N/A N/A 53 95
19304
oaslananka
MCP Infra Lens Claim
SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructu…
A 85 33 84 73 95
19305
dnic-dev
bw-modeling-mcp Claim 2
Enables AI assistants to read, create, and modify SAP BW/4HANA modeling objects…
A 85 33 81 77 95
19306
cmeans
Synology NAS Claim 2
MCP server for Synology NAS — browse files, monitor health, and automate operat…
A 85 33 73 N/A N/A 90 95
19307
zhangpanda
gomcp Claim
A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, mi…
A 85 33 90 N/A N/A 64 95
19308
divineDev-dotcom
Android MCP Server Claim
Enables AI agents to fully control Android devices through over 30 tools for ap…
A 85 33 94 N/A N/A 58 95
19309
20alexl
claude-engram Claim 1
Persistent memory and session intelligence for Claude Code. Auto-tracks mistake…
A 85 33 100 N/A N/A 47 95
19310
gebalamariusz
cloud-audit Claim
Open-source AWS security scanner with attack chain detection, breach cost estim…
A 85 33 72 N/A N/A 95 95
19311
Declan142
calcnook-mcp-server Claim 1
Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India…
A 85 33 90 N/A N/A 63 95
19312
stabgan
Steelmind MCP Claim
Provides structured thinking with step-by-step reasoning and steel-manning veri…
A 85 33 94 57 95
19313
dannykeane
figmanage Claim
Figma workspace management CLI. 85 commands for seats, teams, permissions, and …
A 85 33 94 N/A N/A 56 95
19314
vikasgaddu1
Enables AI assistants to query SDTM annotations from annotated CRF PDFs.
A 85 33 94 N/A N/A 55 95
19315
AIMLPM
markcrawl Claim
Crawl websites into clean Markdown, search pages, and extract structured data w…
A 85 33 84 N/A N/A 75 95
19316
shashankswe2020-ux
whoop-ai-mcp Claim 1
MCP server that connects AI assistants like Claude to WHOOP health data, enabli…
A 85 33 81 95 83
19317
googlarz
Professional Proton Mail management with 20+ tools, advanced analytics, and sea…
A 85 33 88 N/A N/A 68 95
19318
jrelph
RIPE Atlas Claim
RIPE Atlas network measurements — ping, traceroute, DNS, TLS, HTTP, NTP, and pr…
A 85 33 90 N/A N/A 79 83
19319
Hylouis233
Bibverify Claim
Verify and repair BibTeX references with DOI-first MCP tools.
A 85 33 84 N/A N/A 74 95
19320
hubertgajewski
An MCP server for running Playwright tests and reading structured results, fail…
A 85 33 78 N/A N/A 83 95
19321
ykshah1309
Enables real-time transcription and heuristic vocal stress analysis of live fin…
A 85 33 84 N/A N/A 72 95
19322
samyama-ai
Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher,…
A 85 33 82 N/A N/A 78 95
19323
abbacusgroup
Cortex Claim
Persistent knowledge system with OWL-RL reasoning and 22 MCP tools. Local-first.
A 85 33 72 N/A N/A 93 95
19324
agencyenterprise
aiseo-audit Claim
Audit web pages for AI search readiness (ChatGPT, Claude, Perplexity, Gemini).
A 85 33 88 N/A N/A 66 95
19325
jagilber-org
index-server Claim
MCP instruction indexing server with search, CRUD, validation, and cross-repo k…
A 85 33 72 N/A N/A 92 95
19326
renCosta2025
xcodebuildmcpfork Claim
A 85 33 96 N/A N/A 53 95
19327
ellmos-ai
Developer-focused MCP server for code analysis, JSON repair, encoding fixes, an…
A 85 33 90 N/A N/A 63 95
19328
dtjohnson83
Compliance infrastructure for AI agents. Connect via MCP in 60 seconds — every …
A 85 33 96 N/A N/A 53 95
19329
LukeLamb
Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macO…
A 85 33 90 N/A N/A 63 95
19330
liba2k
Fellow MCP Server Claim 1
Provides access to Fellow.ai meeting data including transcripts, summaries, act…
A 85 33 94 N/A N/A 55 95
19331
raeseoklee
Enables AI agents to programmatically inspect, test, and validate other MCP ser…
A 85 33 94 N/A N/A 56 95
19332
gaspareduard
Security-focused MCP server for TP-Link Omada Open API workflows, enabling netw…
A 85 33 84 N/A N/A 74 95
19333
miapre
Mimic AI Claim
Transforms HTML into Figma designs using only the user’s design system, ensurin…
A 85 33 84 N/A N/A 73 95
19334
SynappsCodeComprehension
Synapse Claim 1
Synapse indexes C# codebases into a FalkorDB-backed graph to provide deep struc…
A 85 33 90 N/A N/A 64 95
19335
jxoesneon
High-performance audio, music, and voice generation MCP server for Gemini 2.5 a…
A 85 33 88 N/A N/A 82 83
19336
ai-human-andalusia
hrevn-mcp-server Claim
HREVN trust layer for baseline diagnostics and verifiable workflow integrity fo…
A 85 33 94 N/A N/A 56 95
19337
alexanderclapp
clirank Claim
Search, compare, and get docs for 210+ APIs ranked by CLI and agent relevance.
A 85 33 94 N/A N/A 57 95
19338
marcelobrake
AWS MCP Server Claim
Enables Claude Desktop to interact with 57 AWS services using over 200 tools an…
A 85 33 100 N/A N/A 45 95
19339
mharnett
google-gsc Claim 1
Google Search Console MCP: search analytics, URL inspection, site management.
A 85 33 94 N/A N/A 73 83
19340
lfrmonteiro99
memento-mcp Claim 1
Local-first persistent memory for AI coding agents. Captures facts, decisions, …
A 85 33 84 N/A N/A 73 95
19341
gautamvarmadatla
MCP Safety Warden Claim
MCP proxy adding security scanning, behavioral profiling, risk gating, and safe…
A 85 33 96 N/A N/A 54 95
19342
enzoemir1
leadpipe-mcp Claim
AI lead qualification: ICP filter, 0-100 scoring, Hunter.io enrichment, HubSpot…
A 85 33 84 N/A N/A 74 95
19343
mharnett
gtm-ga4 Claim 1
GTM + GA4 MCP: tag management, consent auditing, workspace versioning, reports.
A 85 33 94 N/A N/A 73 83
19344
shyshlakov
pci-dss-mcp Claim
PCI DSS v4.0.1 static-analysis MCP server for Go payment codebases. 12 scanners…
A 85 33 72 N/A N/A 92 95
19345
metatool-ai
MetaMCP Claim
MetaMCP is a MCP proxy that dynamically aggregates MCP servers into a unified e…
B 84 43 84 75 82 95
19346
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
19347
Bogeymanlicitness496
mcp-memento Claim
Provides AI coding assistants with persistent memory storage using a local SQLi…
B 84 33 90 N/A N/A 59 95
19348
PromptPartner
bexio-mcp-server Claim
Complete Swiss accounting integration for Bexio via MCP. Works with Claude Desk…
B 84 43 100 72 N/A 61 92
19349
buihongduc132
mcp-chrome Claim
B 84 33 94 N/A N/A 51 95
19350
jackdark425
aigroup-econ-mcp Claim 1
Econometrics MCP server for regression, causal inference, time series, panel da…
B 84 33 90 N/A N/A 58 95
Showing 19301–19350 of 48900 servers
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