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Quantabble — AP Science Misconception Diagnostics MCP server

by Quantabble·io.github.Quantabble/ap-science-diagnostics·v1.0.0

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

C67/100grade C
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Safety scan
C67/100

full report

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If you have run it, two minutes of your experience saves the next person an afternoon.

Quantabble — AP Science Misconception Diagnostics tools (2)

write = sends, deletes, buys or posts
  • diagnose_responseFree

    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 whether a misconception was detected in their reasoning, a ready-to-deliver tutor response you can say to the student verbatim, and a follow-up probe question to ask next. Use this whenever a student writes an explanation and you need to know what to say next. Do not use for single-word or number-only answers.

  • get_coverageFree

    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.

Public scan report

scanner v0.1.9 · 2026-09-26 · same rubric, same numbers if you re-run it

1 low
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 377ms20/20
  • Tool poisoning2 tool descriptions checked15/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenanceno repository listed3/15
  • Maintainer identityno repository or website to verify2/10

Findings (1)

  • lowNo source repository listedmaint.no-repo
Overall 67/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

Install directly

claude mcp add --transport http ap-science-diagnostics https://quantabble-api.chemandphysicsmastery.workers.dev
Add to Cursor

Quantabble — AP Science Misconception Diagnostics: common questions

Is Quantabble — AP Science Misconception Diagnostics MCP server safe?
With care: it is graded C, so read the findings first (67/100). Read the Quantabble — AP Science Misconception Diagnostics safety report
How do I install Quantabble — AP Science Misconception Diagnostics?
It runs remotely at quantabble-api.chemandphysicsmastery.workers.dev. Add it to Claude Code, Claude Desktop or Cursor with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Quantabble — AP Science Misconception Diagnostics need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Quantabble — AP Science Misconception Diagnostics maintained?
The latest release is v1.0.0.
Is Quantabble — AP Science Misconception Diagnostics up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.

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