MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
42601
songminkyu
Provides PDF analysis, data extraction, form filling, and comparison capabiliti…
N/A N/A
42602
Abhigyan-Shekhar
Waggle-mcp Claim 1
Persistent graph-backed conversational memory for AI agents.
N/A N/A 81
42603
madhurprash
An intelligent AWS monitoring and incident response solution using Anthropic's …
42604
axe-work
Controls Oculus Browser via WebSocket CDP protocol, enabling full browser autom…
N/A N/A
42605
hassenhamdi
ArXiv Search Claim
Simple CLI tool and MCP server for searching arXiv papers via ArXiv Xplorer API.
42606
tomasonjo
Automatically discovers vector indexes in a Neo4j database and exposes each as …
N/A N/A
42607
RosenAdvertising
MCP server for Bill4Time providing API coverage for legal billing and time trac…
N/A N/A
42608
dkships
MCP server for Substack's official Publisher API that enables querying post ana…
42609
mohamedkuch
Solana transaction diagnosis, simulation, token-risk evidence, and priority fee…
67
42610
sanjibani
Read-only MCP server for the PlayMetrics youth-sports club management platform,…
42611
liatrio-labs
Bridges AI coding assistants with the OpenTelemetry ecosystem, providing real-t…
42612
jyarbro
Enables searching eBay for auctions by providing a query and number of results,…
N/A N/A
42613
Zycroft
Godot MCP Claim
Enables AI assistants to interact with the Godot game engine by launching the e…
N/A N/A 95
42614
gabrieleakeron
selvans Claim
A framework that makes any web application natively operable by AI agents throu…
42615
yasinyaman
graphify-mcp Claim
A Python MCP server that exposes the Graphify knowledge graph as MCP tools, pro…
42616
TuringTap
TuringTap Claim
Live decrypted HTTP(S) traffic visibility for AI agents, plus human handoff for…
42617
axel-belfort
QR code generation API for AI agents. Generate QR codes from any text or URL: b…
81
42618
ericbuess
Enables AI assistants to interact with Limitless AI Pendant recordings, search,…
42619
VISystems
Provides production-grade starter templates for MCP servers with permission bou…
N/A N/A
42620
scorpio-su
永豐 Shioaji MCP Server,讓 Claude 能直接操作台灣股票、期貨與選擇權交易,並查詢即時行情與帳務資料。
42621
emergencescience
mcp Claim
Post bounties, solve tasks, earn credits on Emergence Science — the agent econo…
N/A N/A
42622
aemery13
Classify Polymarket wallets as human or bot, score their trading edge, read ope…
42623
jiangmuran
Enables querying DeepVLab account statistics and model usage analytics, includi…
N/A N/A
42624
latiftplgu
Astro Charts Claim
Generate astrology charts from a date, time, and location. Explore planetary po…
N/A N/A 95
42625
Darakhsh1999
Provides easy access to Formula 1 data including championship standings, event …
42626
geraservicesuk
GeraVoice MCP (placeholder) — voice-native gateway for emerging markets. Launch…
N/A N/A 95
42627
ober37
Monitor and automate AC Infinity grow controllers through natural conversation …
42628
JaimeJunr
MCP server that lets any agent or MCP host delegate tasks to Claude Code runnin…
N/A N/A
42629
Apoth3osis-ai
Secure MCP router providing access to AgentPMT's pay-per-use AI tools marketpla…
N/A N/A 83
42630
qingshanyuluo
Provides tools to search, query, and visualize Prometheus metrics, returning re…
42631
FileXego
A Playwright-powered MCP server for browser automation using ARIA snapshots and…
N/A N/A
42632
hughedward
Provides complete browser automation capabilities for AI agents via 44 tools, i…
N/A N/A
42633
K2-Rocket-Apps
MCP server for managing Proxmox VE hosts, providing VM health reports, alerts, …
N/A N/A
42634
ikki-ai
maideo Claim
Books professional home cleaning services anywhere in metropolitan France end-t…
42635
m4cd4r4
mcpwrap Claim
MCP server that wraps any REST API with an OpenAPI spec, dynamically creating M…
N/A N/A
42636
neflingcreations
Provides AI agents with real-time access to Polish official data: VAT whitelist…
42637
robertcprice
A Model Context Protocol server that routes tasks to Z.ai's GLM-4.7 model, enab…
42638
maishsk
Enables stdio-only MCP clients to connect to IFTTT's remote MCP server by handl…
N/A N/A
42639
lee30934-byte
A personal desktop automation MCP server providing tools for screen/mouse/keybo…
N/A N/A
42640
sso-ss
A comprehensive MCP server that enables Claude to read, create, edit, and gener…
N/A N/A 95
42641
cmdenney
Signed PII-Shield: redact PII to an EIP-191 attestation, plus x402 pay-per-call…
42642
maniranjan2023
MCP server that enables searching books by author via Open Library API and sear…
N/A N/A
42643
yumeminami
Enables issue-to-code automation for GitHub and GitLab by connecting AI assista…
N/A N/A
42644
amarodeabreu
Sensei MCP Claim
Multi-persona engineering mentor with 64 specialized AI personas that injects e…
N/A N/A
42645
andrew-schreiber1
Technographics for desktop apps (like builtwith.com)
81
42646
fastmcp-me
An MCP server that enables AI assistants to interact with Tenzir, a data pipeli…
42647
FloLey
memory-wiki Claim
A persistent personal memory system for Claude that accumulates and organizes k…
42648
nullptr-z
Provides persistent personal context storage across AI conversations, allowing …
N/A N/A
42649
null
Canvas Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
81
42650
clauxel
Remote MCP for Universal Cart merchant readiness MCP, structured receipts, audi…
Showing 42601–42650 of 66534 servers
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