MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28818
Scored
2083
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19251
mustafacagri
ai-quality-gate Claim 1
🚀 Kill the Junior AI Era. 🤖 Level up AI code to automatically Principal standar…
A 86 33 90 N/A N/A 83 83
19252
xiaojiou176-open
Movi MCP v1 Claim
Review-first stdio MCP for Movi: analyze, review, overlay edit, and dry-run pre…
A 86 33 78 N/A N/A 87 95
19253
compassalessandrolorenz
Figma MCP server for AI agents. 9 tools: design context, variables, screenshots…
A 86 33 90 N/A N/A 84 83
19254
LukeLamb
Lets Claude manage tmux sessions on Linux — start long-running ML training jobs…
A 86 33 94 N/A N/A 60 95
19255
JoshuaGreeff
MCP Stdio Wrapper Claim
A development tool that serves as a bridge to launch and inspect other stdio MC…
A 86 33 78 N/A N/A 89 95
19256
michielinksee
linksee-memory Claim 1
Local-first cross-agent memory MCP. 6-layer WHY structure + AST file diff cache…
A 86 33 90 N/A N/A 68 95
19257
cmer81
Provides comprehensive access to Open-Meteo APIs for weather forecasts, histori…
A 86 44 100 77 77 83
19258
abcreativ
Read and write Google Sheets, Docs, Drive, and Apps Script from any MCP client.…
A 86 33 90 N/A N/A 69 95
19259
manasp21
Simulate and visualize quantum physics phenomena with high precision and public…
A 86 33 96 N/A N/A 58 95
19260
lisamaraventano-spine
mcp-server Claim 1
The Underground Cultural District MCP server. 23 tools for AI agents: 13 free d…
A 86 33 90 N/A N/A 66 95
19261
vk0dev
code-impact-mcp Claim
Dependency graph and blast-radius analysis for local TypeScript/JavaScript repo…
A 86 33 78 N/A N/A 88 95
19262
maroondlabs
sourcebook Claim
Live codebase intelligence for AI agents: conventions, blast radius, import gra…
A 86 33 88 N/A N/A 72 95
19263
NyxToolsDev
Bridges DICOM, HL7v2, and FHIR with cross-standard mapping and optional PACS co…
A 86 33 96 N/A N/A 56 95
19264
lluvr
frame-check-mcp Claim
Enables structural framing analysis of documents, identifying perspectives, omi…
A 86 33 90 N/A N/A 69 95
19265
daedalus
A sandboxed MCP tool for reverse engineering with multiple tool integrations
A 86 33 86 N/A N/A 75 95
19266
AdelElo13
neurohive Claim
Multi-agent memory intelligence with expertise tracking and conflict detection
A 86 33 84 N/A N/A 76 95
19267
xiaojiou176-open
Compare-first local MCP sidecar for browser AI workflows.
A 86 33 78 N/A N/A 88 95
19268
rog0x
docker Claim
Docker container management and Dockerfile analysis
A 86 33 100 N/A N/A 52 95
19269
giancarloerra
SocratiCode Claim
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private an…
A 86 33 76 N/A N/A 90 95
19270
aak204
MCP-Scorecard Claim
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protoc…
A 86 33 84 N/A N/A 79 95
19271
dreliq9
Final Cut Pro MCP — 88 tools: FCPXML engine, live FCP control, media analysis, …
A 86 33 84 N/A N/A 77 95
19272
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
19273
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
19274
renCosta2025
xcodebuildmcpfork Claim
A 85 33 96 N/A N/A 53 95
19275
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
19276
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
19277
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
19278
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
19279
gebalamariusz
cloud-audit Claim
AWS security scanner with attack chain detection, IAM privilege escalation, and…
A 85 33 72 N/A N/A 95 95
19280
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
19281
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
19282
lfrmonteiro99
memento-mcp Claim 1
Memento is a local-first MCP server that gives AI coding agents durable project…
A 85 33 84 N/A N/A 73 95
19283
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
19284
mharnett
ga4 Claim 1
Google Analytics 4 MCP: reports, realtime data, custom dimensions, data streams.
A 85 33 94 N/A N/A 73 83
19285
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
19286
NyxToolsDev
calendly-mcp-server Claim 1
Connect Claude to Calendly — schedule meetings, check availability, manage even…
A 85 33 94 N/A N/A 56 95
19287
dnic-dev
bw-modeling-mcp Claim 2
MCP server for agentic AI-assisted development in SAP BW/4HANA
A 85 33 81 N/A N/A 77 95
19288
oaslananka
mcp-infra-lens Claim
SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructu…
A 85 33 84 N/A N/A 73 95
19289
dannykeane
figmanage Claim
Let agents manage your Figma workspace. 102 tools for seats, teams, offboarding…
A 85 33 94 N/A N/A 56 95
19290
ellmos-ai
Developer-focused MCP server for code analysis, JSON repair, encoding fixes, an…
A 85 33 90 N/A N/A 63 95
19291
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
19292
renCosta2025
xcodebuildmcpfork Claim
A 85 33 96 N/A N/A 53 95
19293
gaspareduard
Omada-mcp Claim
Security-first MCP server for TP-Link Omada, with a stdio-first runtime, capabi…
A 85 33 84 N/A N/A 74 95
19294
detailobsessed
efficient-gitlab Claim
GitLab MCP Server with progressive disclosure - 2 meta-tools, 90% token reducti…
A 85 43 96 71 N/A 89 81
19295
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
19296
jagilber-org
index-server Claim
MCP instruction indexing server for AI assistant governance: search, CRUD, vali…
A 85 33 72 N/A N/A 92 95
19297
raeseoklee
Enables AI agents to programmatically inspect, test, and validate other MCP ser…
A 85 33 94 N/A N/A 56 95
19298
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
19299
subhatta123
twilize Claim
Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts…
A 85 33 88 N/A N/A 66 95
19300
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
Showing 19251–19300 of 33641 servers
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