mcpbeat

Quantabble — AP Science Misconception Diagnostics MCP Server

io.github.Quantabble/ap-science-diagnostics
answering

Quantabble — AP Science Misconception Diagnostics is answering right now. Last checked 13 min ago. It exposes 2 tools.

Misconception detection for AP Chemistry & Physics 1. 90% catch rate vs 24% baseline.

Uptime history 39 hours of history
39 hours agonow
100.0%
Uptime 24h
91 of 91 checks
2
Tools
read from the server
120 ms
Response time
average over 24h
open, no key
Access
streamable-http

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 13 min ago.

run in your terminal
claude mcp add ap-science-diagnostics --transport http https://quantabble-api.chemandphysicsmastery.workers.dev
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "ap-science-diagnostics": {
      "url": "https://quantabble-api.chemandphysicsmastery.workers.dev"
    }
  }
}
~/.codex/config.toml
[mcp_servers.ap-science-diagnostics]
url = "https://quantabble-api.chemandphysicsmastery.workers.dev"
.cursor/mcp.json
{
  "mcpServers": {
    "ap-science-diagnostics": {
      "url": "https://quantabble-api.chemandphysicsmastery.workers.dev"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "ap-science-diagnostics": {
      "url": "https://quantabble-api.chemandphysicsmastery.workers.dev"
    }
  }
}

Available tools 2

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

coverage
get_coverage
Returns the list of subjects and unit counts covered by Quantabble. Use this to check whether a student's topic is within scope before calling diagnose_response.
diagnose
diagnose_response
Evaluate a student's written explanation in AP Chemistry, AP Physics 1, high school chemistry, high school physics, college chemistry, or college physics (algebra-based). Returns the specific misconception in their reasoning, severity, confidence score, a ready-to-deliver tutor response, a follow-up probe question, and a step-by-step remediation plan. Use this whenever a student writes an explanation and you need to know what they misunderstand and exactly what to say next. Do not use for single-word or number-only answers.

Endpoints

URLTransportStateLatencyChecked
https://quantabble-api.chemandphysicsmastery.workers.dev streamable-http answering 165 ms 13 min ago

Quantabble — AP Science Misconception Diagnostics — questions

Answers built from our own checks of this server.

What can Quantabble — AP Science Misconception Diagnostics do?
It exposes 2 tools, read directly from the server on our last check. Among them: diagnose_response, get_coverage. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is Quantabble — AP Science Misconception Diagnostics working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 91 of 91 checks got a reply (100.0%), average response time 120 ms. The bar chart above shows every period we have measured.
How do I connect Quantabble — AP Science Misconception Diagnostics?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does Quantabble — AP Science Misconception Diagnostics need an API key?
No. Quantabble — AP Science Misconception Diagnostics completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 2 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is Quantabble — AP Science Misconception Diagnostics?
It answers our handshake in 120 ms on average, which is faster than 79% of all working MCP servers we measure. That puts it in the quick quarter of the ecosystem. The comparison comes from our own checks across the whole registry, every 15 minutes.