Quantabble — AP Science Misconception Diagnostics
mcp remote · streamable-http · v1.0.0 · source: crawl
https://quantabble-api.chemandphysicsmastery.workers.dev
Misconception detection for AP Chemistry & Physics 1. 90% catch rate vs 24% baseline.
Works
100
Verified Oct 31, 2026 · p50 494 ms · p95 588 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'quantabble' |
| tools_listed | 15 | pass | 2 tools |
| schema_complete | 15 | pass | 2 of 2 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 494 ms |
| latency_p95 | 5 | pass | p95 588 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (2)
| Name | Description | Schema |
|---|---|---|
diagnose_response | Diagnose a student's written explanation in AP Chemistry or AP Physics 1 (or the same topics in introductory chemistry or algebra-based physics). Returns structured diagnostic data for your own tutori | typed |
get_coverage | Returns Quantabble's coverage and full topic catalog: every schema_id with its course, unit, topic number and title. Use it to check a topic is in scope and to look up the schema_id to pass to diagnos | typed |
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[](https://app.agent-xm.com/a/io-github-quantabble-ap-science-diagnostics)
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