MCP Server Quality Scores

Independent quality analysis of 62098 public MCP servers

62098
Discovered
30093
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32301
xiexie-qiuligao
A local evidence recorder that captures screenshots, recordings, notes, and sum…
N/A N/A
32302
VZilvinskus
Enables Claude to monitor CPU, memory, disk, processes, network connections, Do…
N/A N/A
32303
Tomiwa-31
FinScreen Claim
Loan officer assistant that uses Claude AI and Plaid banking API to assess loan…
32304
axel-belfort
NFT collection analytics API for AI agents. Floor price, 24h volume, total supp…
81
32305
gustavolira
Shared team memory for AI coding agents with Bayesian confidence scoring and te…
N/A N/A
32306
darioandyoshi-tech
Settlement rails for AI labor — USDC escrow on Base Mainnet, 1% protocol fee, d…
32307
adelaidasofia
Self-hosted GitHub MCP server. PAT auth, stdio transport, transport-agnostic so…
N/A N/A
32308 N/A N/A 95
32309
pipeworx-io
mcp-gdacs Claim
Enables querying global disaster alerts from GDACS including earthquakes, tropi…
32310
silverze
nutstore-mcp Claim
MCP server for Nutstore cloud storage, enabling AI assistants to manage files v…
N/A N/A
32311
softagram
Gives AI agents instant access to software architecture, dependencies, and impa…
32312
atilcan
Enables real-time stock and options market data retrieval from Interactive Brok…
N/A N/A 95
32313
VladMontana
docubridge Claim
Provides AI assistants with direct access to local Markdown documentation libra…
N/A N/A
32314
coachleo
Coach Leo is an AI running coach that syncs your real training data from Strava…
81
32315
aiopinions
Provides blockchain data context from Birdeye APIs for AI models via Model Cont…
32316
CSOAI-ORG
quiz-generator-ai-mcp MCP server by MEOK AI Labs
N/A N/A
32317
micaelmalta
Enables web searching via DuckDuckGo and page fetching with automatic HTML-to-M…
81
32318
zanewebb
Turns natural-language requests into printable Gridfinity STL/STEP files for bi…
N/A N/A
32319
globalpocket
An MCP routing proxy that prevents LLMs from executing unintended tools. It sec…
N/A N/A
32320
mitchlevis
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
N/A N/A
32321
Jctechbr
PacketMaster Claim
MCP server for network-troubleshooting PCAP analysis via tshark, enabling users…
N/A N/A
32322
choumai1994
choumai Claim
N/A N/A 95
32323
TushaeBXN
engram Claim
Provides persistent, local-first AI memory across sessions via MCP tools for st…
N/A N/A
32324
hyang0129
pyscope-mcp Claim
MCP server that exposes Python function- and module-level call graphs for agent…
N/A N/A
32325
MCP-Mirror
Enables interaction with Warpcast (Farcaster) through Claude, allowing users to…
81
32326
madaoQ
Provides access to Claude models, message creation, token counting, and batch p…
32327
hotic
An extensible MCP toolbox for code merging, AI code review with OpenAI and Gemi…
N/A N/A
32328
yaniv-tg
Enables AI assistants to securely manage Google Workspace services (Gmail, Cale…
N/A N/A 95
32329
soapboxbuild
arcadia-mcp Claim
MCP server for the Arcadia Arc utility data API, enabling retrieval of bill dat…
32330
shdra06
ai-mind-map Claim
An MCP server that reduces AI coding agent token usage by 80-99% through a quer…
N/A N/A
32331
robconery
A read-only MCP server over the Cassini-Huygens mission dataset exposing tools …
32332
Rajpopzein
Retrieves YouTube Channel statistics, metadata, and uploaded videos using the Y…
32333
NiveditaAryaK
Bridges MCP clients to Figma, enabling live canvas manipulation via a plugin We…
N/A N/A
32334
Bert305
Enables exploratory data analysis and machine learning on CSV datasets with too…
N/A N/A
32335
jmpijll
This MCP server provides tools to interact with FortiManager via JSON-RPC, but …
32336
goldenpath-ai
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
32337
Ambrose1
AI-powered video clipping server that analyzes subtitles and audio to detect hi…
N/A N/A
32338
sageveterinary
Query Sage Veterinary Imaging's public data including website content, provider…
32339
yolo-maxi
Search and book real flights with USDC on Base. 500+ airlines, crypto-native pa…
N/A N/A 95
32340
MCP-Mirror
Provides access to real-time satellite tracking data using the N2YO API, enabli…
81
32341
LeszczynskiKarol
Give Claude direct access to your AWS account, SSH into your servers, run shell…
32342
tsouth89
Conduit Claim
One local gateway for all your MCP servers — shared by every AI coding tool (Cl…
N/A N/A
32343
davidlinjiahao
Enhanced Notion MCP server supporting all 24 property types, auto-pagination, b…
N/A N/A
32344
scarr7981
A comprehensive MCP server that provides Claude with direct access to Docker, D…
N/A N/A
32345
VictoriaMetrics-Community
mcp-vmanomaly Claim 2
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
N/A N/A 83
32346
seaworthy-io
Disability insurance brokerage: submit a quote request on a user’s behalf, plus…
32347
Sidsaladi9
getskills Claim
Search and install 3,000+ AI skills from getskillsai.org into Claude Code, Curs…
N/A N/A
32348
QR & barcode toolkit: generate, decode, vector SVG, logo QR, WiFi and vCard QR …
67
32349
monaron
yfinance-mcp Claim
MCP server wrapping yfinance to provide stock market data, financials, and anal…
32350
abhinavg6
A local-first MCP server that enables AI agents to query the Sui blockchain usi…
Showing 32301–32350 of 62098 servers
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