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
19251
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
19252
hive-intel
hive-sdk Claim
Institutional-grade crypto market infrastructure for AI agents — 376+ tools, 10…
A 86 33 96 N/A N/A 56 95
19253
study8677
Give Claude Code, Cursor, Codex CLI a ChatGPT for your codebase. Multi-agent kn…
A 86 33 88 N/A N/A 72 95
19254
MRNAQA
Fully local MCP server and CLI for web research
A 86 33 90 N/A N/A 86 81
19255
cmeans
Clipboard Claim
Read and write the system clipboard — tables, text, code, JSON, URLs, images, a…
A 86 33 82 N/A N/A 79 95
19256
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
19257
whyy9527
ariadne Claim 1
Cross-service API dependency graph for microservice codebases. Give it a busine…
A 86 33 90 N/A N/A 69 95
19258
LukeLamb
Lets Claude manage tmux sessions on Linux — start long-running ML training jobs…
A 86 33 94 N/A N/A 60 95
19259
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
19260
NyxToolsDev
Bridges DICOM, HL7v2, and FHIR with cross-standard mapping and optional PACS co…
A 86 33 96 N/A N/A 56 95
19261
henu-wang
TokRepo MCP: tokrepo_discover for planning, tokrepo_install_plan before writes,…
A 86 33 94 N/A N/A 62 95
19262
mustafacagri
AI Quality Gate Claim 1
🚀 Kill the Junior AI Era. 🤖 Level up your AI code to Principal standards. No mo…
A 86 33 90 83 83
19263
dreliq9
Final Cut Pro MCP — 88 tools: FCPXML engine, live FCP control, media analysis, …
A 86 33 84 N/A N/A 77 95
19264
andre-inter-collab-llc
Open-source AI research assistant for VS Code + GitHub Copilot. Connects to Pub…
A 86 33 82 N/A N/A 79 95 HT
19265
kayhendriksen
foehn Claim
Access Swiss meteorological open data from MeteoSwiss, powered by foehn
A 86 33 84 N/A N/A 76 95
19266
sakthivelchan89
Scan for AI tools and agents - MCP servers & CLIs for scanning, auditing, and m…
A 86 33 90 N/A N/A 66 95
19267
michielinksee
Linksee Memory Claim 1
Local-first cross-agent memory MCP. 6-layer structured brain (goal/context/emot…
A 86 33 90 N/A N/A 68 95
19268
major7apps
Pensyve Claim
Universal memory runtime for AI agents — episodic, semantic, and procedural mem…
A 86 33 86 N/A N/A 73 95
19269
ReallyArtificial
mcp-jest Claim
Automated testing for Model Context Protocol servers. Ship MCP Servers with con…
A 86 33 90 N/A N/A 69 95
19270
NameetP
pdfmux Claim
PDF-to-Markdown router. Per-page backend selection + confidence scoring for RAG…
A 86 33 84 N/A N/A 92 83
19271
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
19272
Artmann
Enables AI assistants to inspect web pages, monitor network requests, extract H…
A 86 33 88 N/A N/A 70 95
19273
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
19274
thebotclub
tribunal Claim
Tribunal — Enterprise Claude Code plugin. TDD enforcement, quality gates, vault…
A 86 33 90 N/A N/A 67 95
19275
AdelElo13
neuromcp Claim
Semantic memory for AI agents with hybrid search, knowledge graph, and consolid…
A 86 33 88 N/A N/A 71 95
19276
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
19277
voidly-ai
pay-mcp Claim
USDC-backed agent payments. Transfer, escrow, x402 paywall, streams, subs. 28 t…
A 86 33 96 N/A N/A 57 95
19278
kaicontext
kai Claim
Kai is a semantic analysis engine that sits on top of Git. It captures meaningf…
A 86 33 88 N/A N/A 71 95
19279
daedalus
A sandboxed MCP tool for reverse engineering with multiple tool integrations
A 86 33 86 N/A N/A 75 95
19280
0xsl1m
Cerebrus Pulse MCP Claim 1
Real-time crypto intelligence: technical analysis, sentiment, and funding rates
A 86 33 90 N/A N/A 68 95
19281
manasp21
Simulate and visualize quantum physics phenomena with high precision and public…
A 86 33 96 N/A N/A 58 95
19282
rog0x
mcp-docker-tools Claim
Provides Docker management tools for AI agents, including inspecting containers…
A 86 33 100 N/A N/A 52 95
19283
hackIDLE
Enables querying and analysis of FedRAMP documentation, compliance requirements…
A 86 33 78 N/A N/A 86 95
19284
darwinphi
Enables querying and analyzing the Philippine schools masterlist dataset, inclu…
A 86 33 82 N/A N/A 81 95
19285
jpoindexter
ableton-mcp Claim
Connects Ableton Live to Claude AI through the Model Context Protocol, enabling…
A 86 33 90 N/A N/A 68 95
19286
dioptx
Structured reasoning MCP server that decomposes problems into atomic steps (pre…
A 86 33 81 N/A N/A 83 95
19287
vaulted-fyi
vaulted-mcp-server Claim
Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2…
A 86 33 84 N/A N/A 76 95
19288
compassalessandrolorenz
Figma MCP server for AI agents. 9 tools: design context, variables, screenshots…
A 86 33 90 N/A N/A 84 83
19289
hackafterdark
Context Sherpa MCP server provides code mapping, deterministic feedback loops, …
A 86 33 84 N/A N/A 79 95
19290
lluvr
frame-check-mcp Claim
Enables structural framing analysis of documents, identifying perspectives, omi…
A 86 33 90 N/A N/A 69 95
19291
detailobsessed
Token-efficient GitLab MCP server that delivers 167 tools through 3 meta-tools …
A 86 33 90 82 83
19292
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
19293
ymw0407
auth-fetch-mcp Claim
Fetch content from login-protected web pages (Notion, Google Docs, Jira, Conflu…
A 86 33 84 N/A N/A 77 95
19294
AdelElo13
neurohive Claim
Multi-agent memory intelligence with expertise tracking and conflict detection
A 86 33 84 N/A N/A 76 95
19295
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
19296
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
19297
dannykeane
figmanage Claim
Figma workspace management CLI. 85 commands for seats, teams, permissions, and …
A 85 33 94 N/A N/A 56 95
19298
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
19299
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
19300
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
Showing 19251–19300 of 48900 servers
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