Skill

Generate Personalized Exam Study Roadmaps

ExamPrep AI turns a syllabus and past papers into a probability-ranked study roadmap, notes, flashcards, and a mock exam.


91
Spark score
out of 100
Updated 5 days ago
Version 15.8.0

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Why it matters

Transform your study materials (syllabi, past papers, notes) into a prioritized, personalized exam preparation roadmap. Focus your revision effectively and gauge your readiness.

Outcomes

What it gets done

01

Convert syllabus and past papers into a prioritized study plan.

02

Generate targeted study materials like flashcards and predicted exam papers.

03

Identify and focus on specific question types (theory, numerical, coding, etc.).

04

Assess overall exam readiness with a projected score.

Install

Add it to your toolbox

Run in your project directory:

curl -fsSL https://spark.entire.vc/get/ag-examprep-ai | bash

Overview

ExamPrep AI

Converts a syllabus and past exam papers into a prioritized, time-boxed study roadmap with type-specific notes (Theory, Numerical, MCQ, Coding, Lab), flashcards, a predicted mock exam, and a readiness dashboard. Use for exam study planning, revision, flashcards, or readiness checks based on an uploaded syllabus and past papers - not to guarantee actual exam content or replace instructor guidance.

What it does

ExamPrep AI converts a syllabus, past exam papers, or study notes into a prioritized study roadmap, and can also generate flashcards, a predicted exam paper, or an exam-readiness score. It uses a selective-reading rule internally - routing to only the section matching the student's request (Full Roadmap, Theory, Numerical, MCQ, Coding, Lab, Flashcards, Predicted Exam Paper, or Readiness Dashboard) plus a small always-loaded Shared Foundations block, rather than loading every mode for a focused request.

Shared Foundations define a universal difficulty scale - Easy (define/state/list/identify, guaranteed marks, study first), Medium (explain/describe/compare/calculate, mid-paper marks), Hard (derive/prove/optimize/analyze/design, score separators, study last) - always presented Easy to Medium to Hard, never reversed. Intake asks once for at least a syllabus, past papers, notes, or subject name plus university; confirms the detected course code if OCR confidence is under 80%; and asks how much time is available, defaulting to Standard Mode (6-12 hrs) if unanswered. Four study modes scale the workload: Emergency (1-2 hrs, Easy only, top 10 questions), Sprint (3-5 hrs, Easy+Medium, top 25), Standard (6-12 hrs, all difficulties, full roadmap), and Advance (days+, daily schedule plus mock papers). A syllabus guardrail maps every question to a syllabus unit at 70%+ match to tag it [IN SYLLABUS], never generates content for topics absent from the uploaded syllabus, and flags out-of-syllabus items for the student to approve before inclusion. A probability score ranks question importance as (Frequency x 0.40) + (Recency x 0.30) + (Unit Weight x 0.20) + (Marks x 0.10), where frequency is appearances over max appearances, recency scores higher for the last 2 years, unit weight scores core topics above electives, and marks weight scores higher-value questions higher.

Full Roadmap Mode extracts all questions with year/source, confirms the count and type breakdown with the student, classifies each into one of five types (Theory, Numerical, MCQ/True-False, Coding, Lab) by keyword signal, builds ranked tables per type with times-seen/marks/difficulty/unit/priority, generates notes ordered Easy-across-all-types before Medium before Hard, produces a per-unit coverage tracker distinguishing past-paper-sourced from AI-predicted content (labeled [PREDICTED - not from past papers]), and then offers flashcards, a predicted exam paper, or a readiness dashboard. Each of the five question types has its own three-tier note template (Easy/Medium/Hard) tailored to that type - for example Numerical notes include a worked example with common-mistake and memory-hook fields, Coding notes include a trace table for hard-tier trace/optimize/debug tasks, and Lab notes include a viva Q&A block for hard tier. Flashcards render one card per question with type/difficulty emoji, question, short answer, and a key formula/term. The Predicted Exam Paper assembles a labeled mock paper (explicitly marked "AI PREDICTION - Not official") with short/objective, medium-answer, and long-answer sections matching the difficulty tiers. The Exam Readiness Dashboard reports per-type, per-difficulty percentage coverage, an overall preparedness percentage, an estimated marks range, strong vs. weak topic lists, and a confidence rating tied to how many past papers were supplied.

Before every output it runs quality checks: every note maps to a syllabus unit, difficulty order is never reversed, worked numerical examples compute correctly, code snippets are syntactically valid, notes are readable in 2-5 minutes, no fact appears that isn't in the uploaded materials, and the OCR-detected course code has been confirmed by the student. It also has scripted error responses for missing syllabus, single-past-paper low confidence, OCR failure, out-of-syllabus questions, mixed subjects, no time given, and missing numerical/coding questions.

When to use - and when NOT to

Use this skill to convert a syllabus, past papers, or study notes into a prioritized roadmap, to focus on a specific question type (Theory, Numerical, MCQ, Coding, Lab), to create flashcards, a predicted exam paper, or a readiness check, or for last-minute revision or a deep-dive into important topics. This skill supports study planning and revision but cannot guarantee actual exam questions, marks, grading outcomes, or instructor expectations; probability scores are heuristics that degrade with sparse, outdated, or incomplete inputs; it should not fabricate syllabus coverage and must ask before adding predicted content when source material is missing or ambiguous; it is not a substitute for official course guidance, accessibility accommodations, academic-integrity policies, or instructor feedback; and it should not request or process private student records beyond the study material needed for the current task.

Who it's for

Students preparing for an exam who have a syllabus and/or past papers and want a prioritized, time-boxed study plan with type-specific notes, flashcards, a mock paper, or a readiness estimate rather than generic study advice.

FAQ

Common questions

Discussion

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