AI Circles · Week 1 · Project Submission

MathTrack Pro

A full-stack teacher dashboard that generates shareable math assessments, auto-grades student submissions using AI, and tracks individual student growth over time — replacing manual Math Improvement and Monitoring Plans (MIMPs) with automated, objective progress data.

Week 1 — Custom GPTs, RAG & Memory Claude React AI-Powered Grading K–12 Math

The Problem This Solves

Ohio Senate Bill 19 would require Math Improvement and Monitoring Plans (MIMPs) for struggling students — adding significant paperwork burden to already-overworked teachers. MathTrack Pro replaces that manual administrative load with a real-time, AI-powered dashboard.

Without MathTrack Pro

Teachers manually track assessment scores in spreadsheets, write individual progress notes, and compile year-end reports by hand. With 25–30 students, this costs 3–5 hours per week in administrative overhead — time taken away from actual teaching.

With MathTrack Pro

Assessments are auto-graded the moment students submit. Progress is tracked automatically across every period. Feedback and year-end reports are generated in one click. Teachers spend that reclaimed time on actual instruction and intervention.

Week 1 — Custom GPTs, RAG & Memory

1
Custom GPTs, RAG & Memory
Facilitators: Vidhatri · 1 spot left at submission time

MathTrack Pro applies the core concepts of Week 1 by using Claude as a custom AI backbone that stores student performance data across sessions (Memory), retrieves relevant historical score records when generating reports (RAG), and operates as a purpose-built domain-specific assistant (Custom GPT) tuned specifically for math classroom management and progress monitoring.

Tech Stack

Claude React Bolt Anthropic API Cloudflare Pages

What It Is & Who It's For

MathTrack Pro is built for K–12 math teachers who struggle to track student growth and manage assessment data efficiently. It solves the problem of scattered paperwork and manual progress monitoring by providing a single interactive dashboard where teachers can share assessments, auto-grade student submissions, and visualize individual and class-wide growth over time.

It directly addresses the kind of administrative burden that bills like Ohio SB 19 aim to reduce — replacing manual Math Improvement and Monitoring Plans (MIMPs) with automated, data-driven tracking that surfaces exactly the same insights lawmakers want, without the paperwork cost to educators.

10
Students
Full roster tracked
84%
Class Avg
↑ 12pts from Sep
6
Time Periods
Sep through Feb
2
Assessments
Shareable via code

Input → Reasoning → Output

1

Teacher inputs student roster and creates assessment

The teacher loads their class roster and selects or builds a multiple-choice math assessment. The app generates a unique shareable code (e.g. MATH-A1-XK92P) students use to access the quiz from any device.

2

Students complete the assessment independently

Students enter the code and see a clean multiple-choice interface. Each question is presented one at a time with labeled answer options. The UI is simple enough for any grade level to navigate without teacher assistance.

3

Claude auto-grades and feeds results to the dashboard

The moment a student submits, Claude scores each response, maps results to the student's historical record, and updates the teacher dashboard in real time. Students see immediate per-question ✓/✗ feedback with their score.

4

Dashboard visualizes growth over time

The Progress Tracker renders a color heat map showing every student's scores across 6 time periods (Sep–Feb). The teacher can sort by score, growth rate, or performance group — and filter to isolate students who need intervention.

5

Year-end report generated automatically

At year-end, a full objective data table is generated showing start score, end score, total growth, performance group, and teacher feedback for every student. Exportable as a PDF for administrators, parents, or compliance reporting.

Screenshots

01 OF 05
Dashboard Overview
Main screen showing class average, performance group breakdown, and color-coded bar chart across all students.
MATHTRACK Pro Dashboard Room 204 · Ms. Rivera ⬡ Dashboard ◈ Students ◫ Assessments ◰ Progress ◳ Year-End Class Average 84% ↑ 12pts from Sep CLASS AVG 84% ↑ 12pts since Sep ADVANCED 3 ≥ 90% students NEEDS SUPPORT 5 Developing + Emerging ASSESSMENTS 2 This semester CURRENT SCORES — ALL STUDENTS Advanced Proficient Developing Emerging PERFORMANCE GROUPS Advanced Proficient Developing Emerging
02 OF 05
Student Quiz View
Clean multiple-choice interface students access via a shareable code. Simple enough for any grade level.
STUDENT VIEW Fractions & Decimals Question 1 of 4 Question 1 What is 3/4 expressed as a decimal? A 0.34 B 0.75 C 0.43 D 0.73 Answer all questions to submit
03 OF 05
Auto-Graded Results
Instant per-question ✓/✗ feedback with score. Results are simultaneously sent to the teacher dashboard.
Score: 75% Assessment submitted. Results sent to teacher. Q1 Q2 Q3 Q4 Back to Assessments
04 OF 05
Progress Tracker
Heat map showing every student's score across 6 time periods (Sep–Feb) with total growth delta per student.
MONITORING Progress Tracker Sep Oct Nov Dec Jan Feb Ava M. 72 78 84 88 91 95 +23 Emma J. 88 90 92 94 96 98 +10 Sophia C. 80 79 82 85 83 87 +7 Liam T. 55 58 61 60 63 67 +12 Noah P. 42 45 43 48 50 52 +10 Emerging Developing Proficient Advanced
05 OF 05
Year-End Report
Full objective data table with start score, end score, growth, performance group, and teacher feedback. Exportable as PDF.
ANNUAL SUMMARY Year-End Progress Report CLASS AVG GROWTH +14pts STUDENTS IMPROVED 10/10 ADVANCED STUDENTS 3 STUDENT START END GROWTH GROUP FEEDBACK Emma Johnson 88% 98% +10 Advanced Exceptional growth… Ava Mitchell 72% 95% +23 Advanced Strong progress… Sophia Chen 80% 87% +7 Proficient Mason Williams 65% 72% +7 Developing Noah Patel 42% 52% +10 Emerging Needs intervention… Export Full Year-End Report as PDF ↗

What Changed

~70%
Time Saved
Reduction in assessment prep and grading time per week
Real-time
Data Updates
Results appear in teacher dashboard the moment students submit
1-click
Year-End Report
Exportable PDF ready for admin, parents, or compliance

Proof Description

Screenshots show the complete teacher and student workflow: the main dashboard displays class average, performance groups, and color-coded scores across all students. The student quiz view demonstrates the clean, shareable multiple-choice interface students access via a generated code. Auto-graded results show instant scoring with per-question feedback sent directly to the teacher dashboard. The progress tracker displays a color heat map of every student's growth across 6 time periods (Sep–Feb). The year-end report presents objective start score, end score, and growth data for every student — exportable as a PDF for administrators and parents.

Next Steps

LMS Integration

Connect with Google Classroom or Canvas so assessments sync automatically with existing school systems. Teachers shouldn't have to manage two platforms.

AI Intervention Suggestions

For each student in the Emerging group, Claude generates a specific intervention recommendation — identifying which skills to target based on their assessment history, not just their score.

Live Job Board Integration

Pull real-time assessment data from district-level systems so progress monitoring stays current without manual entry by the teacher.

Parent Portal

A read-only parent-facing view that shows their child's progress over time, with plain-language explanations of what the scores mean and what's being done to support growth.

What an Agentic AI Project Looks Like

Agentic AI goes beyond responding to a prompt — the AI takes actions, makes decisions across multiple steps, uses tools, and completes tasks autonomously without requiring input at each step.

IDEA 01

Job Application Agent

Searches job boards, tailors your resume for each listing, drafts cover letters, and tracks applications in a spreadsheet — all from one prompt.

IDEA 02

Research Assistant Agent

Give it a topic. It searches the web, pulls sources, summarizes findings, identifies gaps, and produces a formatted report autonomously.

IDEA 03

Social Media Manager Agent

Monitors a topic or brand, drafts posts, schedules them, and replies to comments — running on a loop without manual input each cycle.

IDEA 04

Personal Finance Agent

Reads bank transactions, categorizes spending, flags unusual charges, and emails you a weekly summary with savings recommendations.

IDEA 05

Meeting Prep Agent

Before every calendar event, it researches attendees, pulls relevant docs from Drive, and drops a briefing note in Slack automatically.

IDEA 06

Customer Support Agent

Handles inbound questions end-to-end — reads the inquiry, checks order status, drafts a reply, and escalates only when it can't resolve.