MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 36 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 42601 |
Provides PDF analysis, data extraction, form filling, and comparison capabiliti…
|
— | ||||||||
| 42602 |
Persistent graph-backed conversational memory for AI agents.
|
— | ||||||||
| 42603 |
AWS_CloudGuardMCP
Claim
An intelligent AWS monitoring and incident response solution using Anthropic's …
|
— | ||||||||
| 42604 |
Quest Browser MCP Server
Claim
Controls Oculus Browser via WebSocket CDP protocol, enabling full browser autom…
|
— | ||||||||
| 42605 |
ArXiv Search
Claim
Simple CLI tool and MCP server for searching arXiv papers via ArXiv Xplorer API.
|
— | ||||||||
| 42606 |
neo4j-prefiltering-mcp
Claim
Automatically discovers vector indexes in a Neo4j database and exposes each as …
|
— | ||||||||
| 42607 |
bill4time-mcp
Claim
MCP server for Bill4Time providing API coverage for legal billing and time trac…
|
— | ||||||||
| 42608 |
substack-publisher-mcp
Claim
MCP server for Substack's official Publisher API that enables querying post ana…
|
— | ||||||||
| 42609 |
Solana transaction diagnosis, simulation, token-risk evidence, and priority fee…
|
— | ||||||||
| 42610 |
playmetrics_mcp
Claim
Read-only MCP server for the PlayMetrics youth-sports club management platform,…
|
— | ||||||||
| 42611 |
otel-instrumentation-mcp
Claim
Bridges AI coding assistants with the OpenTelemetry ecosystem, providing real-t…
|
— | ||||||||
| 42612 |
Ebay MCP Server
Claim
Enables searching eBay for auctions by providing a query and number of results,…
|
— | ||||||||
| 42613 |
Godot MCP
Claim
Enables AI assistants to interact with the Godot game engine by launching the e…
|
— | ||||||||
| 42614 |
selvans
Claim
A framework that makes any web application natively operable by AI agents throu…
|
— | ||||||||
| 42615 |
graphify-mcp
Claim
A Python MCP server that exposes the Graphify knowledge graph as MCP tools, pro…
|
— | ||||||||
| 42616 |
TuringTap
Claim
Live decrypted HTTP(S) traffic visibility for AI agents, plus human handoff for…
|
— | ||||||||
| 42617 |
QR code generation API for AI agents. Generate QR codes from any text or URL: b…
|
— | ||||||||
| 42618 |
limitless-ai-mcp-server
Claim
Enables AI assistants to interact with Limitless AI Pendant recordings, search,…
|
— | ||||||||
| 42619 |
MCP Server Templates
Claim
Provides production-grade starter templates for MCP servers with permission bou…
|
— | ||||||||
| 42620 |
sj-trading-mcp
Claim
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 |
mcp
Claim
Post bounties, solve tasks, earn credits on Emergence Science — the agent econo…
|
— | ||||||||
| 42622 |
Classify Polymarket wallets as human or bot, score their trading edge, read ope…
|
— | ||||||||
| 42623 |
Enables querying DeepVLab account statistics and model usage analytics, includi…
|
— | ||||||||
| 42624 |
Astro Charts
Claim
Generate astrology charts from a date, time, and location. Explore planetary po…
|
— | ||||||||
| 42625 |
Formula 1 MCP Server
Claim
Provides easy access to Formula 1 data including championship standings, event …
|
— | ||||||||
| 42626 |
mcp-gera-voice
Claim
GeraVoice MCP (placeholder) — voice-native gateway for emerging markets. Launch…
|
— | ||||||||
| 42627 |
ac-infinity-mcp
Claim
Monitor and automate AC Infinity grow controllers through natural conversation …
|
— | ||||||||
| 42628 |
claude-mcp-bridge
Claim
MCP server that lets any agent or MCP host delegate tasks to Claude Code runnin…
|
— | ||||||||
| 42629 |
agent-payment-mcp
Claim
Secure MCP router providing access to AgentPMT's pay-per-use AI tools marketpla…
|
— | ||||||||
| 42630 |
prometheus-mcp-server
Claim
Provides tools to search, query, and visualize Prometheus metrics, returning re…
|
— | ||||||||
| 42631 |
opencode-browser-control
Claim
A Playwright-powered MCP server for browser automation using ARIA snapshots and…
|
— | ||||||||
| 42632 |
agent-browser-mcp-server
Claim
Provides complete browser automation capabilities for AI agents via 44 tools, i…
|
— | ||||||||
| 42633 |
Mistral PVE Agent
Claim
MCP server for managing Proxmox VE hosts, providing VM health reports, alerts, …
|
— | ||||||||
| 42634 |
maideo
Claim
Books professional home cleaning services anywhere in metropolitan France end-t…
|
— | ||||||||
| 42635 |
mcpwrap
Claim
MCP server that wraps any REST API with an OpenAPI spec, dynamically creating M…
|
— | ||||||||
| 42636 |
Provides AI agents with real-time access to Polish official data: VAT whitelist…
|
— | ||||||||
| 42637 |
GLM-4.7 MCP Server
Claim
A Model Context Protocol server that routes tasks to Z.ai's GLM-4.7 model, enab…
|
— | ||||||||
| 42638 |
IFTTT MCP Proxy
Claim
Enables stdio-only MCP clients to connect to IFTTT's remote MCP server by handl…
|
— | ||||||||
| 42639 |
K-Personal MCP
Claim
A personal desktop automation MCP server providing tools for screen/mouse/keybo…
|
— | ||||||||
| 42640 |
figma-unified-mcp
Claim
A comprehensive MCP server that enables Claude to read, create, edit, and gener…
|
— | ||||||||
| 42641 |
logicnodes-mcp-bridge
Claim
Signed PII-Shield: redact PII to an EIP-191 attestation, plus x402 pay-per-call…
|
— | ||||||||
| 42642 |
MCP server that enables searching books by author via Open Library API and sear…
|
— | ||||||||
| 42643 |
Git MCP Server
Claim
Enables issue-to-code automation for GitHub and GitLab by connecting AI assista…
|
— | ||||||||
| 42644 |
Sensei MCP
Claim
Multi-persona engineering mentor with 64 specialized AI personas that injects e…
|
— | ||||||||
| 42645 |
Desktop Insights
Claim
Technographics for desktop apps (like builtwith.com)
|
— | ||||||||
| 42646 |
Tenzir MCP Server
Claim
An MCP server that enables AI assistants to interact with Tenzir, a data pipeli…
|
— | ||||||||
| 42647 |
memory-wiki
Claim
A persistent personal memory system for Claude that accumulates and organizes k…
|
— | ||||||||
| 42648 |
Personal Context Manager
Claim
Provides persistent personal context storage across AI conversations, allowing …
|
— | ||||||||
| 42649 |
Canvas
Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
|
— | ||||||||
| 42650 |
Remote MCP for Universal Cart merchant readiness MCP, structured receipts, audi…
|
— | ||||||||