Quantabble — AP Science Misconception Diagnostics
Misconception detection for AP Chemistry & Physics 1. 90% catch rate vs 24% baseline.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"ap-science-diagnostics": {
"url": "https://quantabble-api.chemandphysicsmastery.workers.dev"
}
}
}Remote endpoints
https://quantabble-api.chemandphysicsmastery.workers.devstreamable-httpWhat it can do
Tool inventory
Tools (2)
⚪diagnose_response(student_response, schema_id)
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.
Input Schema
{
"type": "object",
"properties": {
"student_response": {
"type": "string",
"description": "The student's own words — their explanation, reasoning, or answer in free-response form. At least one complete sentence with a stated reason works best."
},
"schema_id": {
"type": "string",
"description": "Optional. Target a specific schema (e.g. \"AP_CHEM_1_1\") if you already know the topic. If omitted, the API routes automatically across all 130 schemas."
}
},
"required": [
"student_response"
]
}🟢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.
Input Schema
{
"type": "object",
"properties": {},
"required": []
}Community
Evidence