AP rubric grading, assignment drafts, question-bank materials, and class insights for teachers.
Scored across 77 tools
The prepare_/confirm_ pairs are deliberately split and well-signposted, and most tools state their exact use case ('use it for which questions went worst'). However, there is real overlap among the analytics family (get_class_insights, get_skill_insights, get_student_insights, get_reteach_gaps, get_grading_results, get_assignment_question_breakdown) and among scoring tools (score_submission vs override_submission_part vs override_essay_score vs rescore_essay), which differ mainly by context rather than by name. With 77 tools an agent must read descriptions carefully to avoid misselection.
Every tool follows a strict snake_case verb_noun pattern (list_classes, get_assignment, create_grading_session, prepare_publish_assignment, confirm_release_results). Paired operations use a predictable prepare_/confirm_ prefix convention, and import/export/list/get families are uniform. No mixed casing or vague verb-only names.
77 tools is well beyond the range an agent can comfortably hold in mind, and the surface is split across classes, rosters, drafts, sessions, rubrics, analytics, content lookup, and Google integration. Each tool is defensible individually, but the sheer breadth (with five prepare/confirm pairs and a dozen analytics readers) makes the set heavy for its purpose.
The surface covers the full lifecycle: create/update/archive classes, add/remove/restore students, build/update/duplicate/restore drafts, publish/release/close with two-phase confirmation, grading sessions with import from text, files and Classroom, rubric management, scoring and overrides, feedback, and undo paths for most mutations. Analytics, content retrieval, and Google Classroom grade push round out the loop with no obvious dead ends.
Adds students to a class roster from individual entries with names in First Last order and optional emails. Existing roster students are matched rather than duplicated. Emails support assignment notifications and are never returned. Roster additions can be removed.
Inputs: classId (required), students (required). Returns: text, status
Marks scored essays approved (the teacher stands behind the score), or unapproves them with approve: false. Accepts essay handles, or all: true for every scored essay not yet approved. Only approved essays go to Google Classroom. The same handles with approve: false reverse approval.
Inputs: all (required), approve (required), sessionId (required), essayHandles. Returns: text, status
Archives an unpublished draft (it leaves the coursework list; nothing is deleted) or restores an archived draft with archived: false. Published assignments are archived on the website.
Inputs: archived (required), assignmentId (required). Returns: text, status
Archives a class the teacher created (it leaves the class list; nothing is deleted), or restores an archived one with archived: false. Co-taught classes can only be archived by their owner.
Inputs: classId (required), archived (required). Returns: text, status
Applies the owner-bound answer-key correction preview identified by previewId and rescores affected attempts in the background, subject to explicit teacher approval. Rejects scores changed since the preview.
Inputs: previewId (required). Returns: text, status
Publishes exactly the owner-bound preview identified by previewId, subject to explicit teacher approval of that specific preview. Returns each class's student link and a message to post.
Inputs: previewId (required). Returns: text, status
Exports exactly the grades in the owner-bound previewId, subject to explicit teacher approval of that preview. Rejects session scores changed since the preview.
Inputs: previewId (required). Returns: text, status
Releases results exactly as specified by the owner-bound previewId, subject to explicit teacher approval of that specific preview. Release cannot be reversed.
Inputs: previewId (required). Returns: text, status
Applies the owner-bound publication preview identified by previewId, subject to explicit teacher approval of that specific preview.
Inputs: previewId (required). Returns: text, status
Builds an assignment draft from multiple-choice questions picked by question-bank mcq: id and/or drawn from units and topics (skipping already assigned questions), Fiveable FRQ or SAQ ids, readings with optional checks, or a diagnostic. Settings start from the first class's defaults. AP Calculus drafts require courseVariant or target classes sharing one course. Returns the draft id and review link. Drafts never use an included assignment slot.
Inputs: title (required), sections (required), requestId (required), subjectSlug (required), +7 more. Returns: text, status
Creates one or more classes in the teacher's workspace. Students join through an assignment's class link or a teacher-managed roster; there are no class codes. Created classes can be archived.
Inputs: classes (required), requestId (required). Returns: text, status
Creates a workspace grading session for finished student work, including paper, Google Docs or an AP Classroom export. Accepts a Fiveable FRQ or SAQ id, or the teacher's own question in prompt. A session uses an included assignment when grading starts unless the account has unlimited assignments. Returns the new session id.
Inputs: requestId (required), subjectSlug (required), title, prompt, +1 more. Returns: text, status
Copies a teacher-owned assignment, including archived or prior-year work, into a new draft with the same questions and settings. The resulting draft can be retargeted or archived.
Inputs: requestId (required), assignmentId (required). Returns: text, status
Creates a Google Sheet of the session's results in the teacher's own Drive (one row per student, scores by part, feedback links) and returns its link. The rows never pass through chat. Needs Google connected with Sheets access; otherwise returns the link to connect it.
Inputs: sessionId (required). Returns: text, status
Returns one assignment's sections, question counts, scoring and timing settings, published classes, due dates and student links. Cheap.
Inputs: assignmentId (required). Returns: text, status
Per-question results for one assignment: percent correct and how many students picked each answer choice (identifying which distractors drew responses), plus FRQ part-by-part full-credit rates. Use it for 'which questions went worst?'. Moderate cost.
Inputs: assignmentId (required). Returns: text, status
Where each student is on one assignment: in progress, submitted, scored, or waiting for review, with their score when results are available. Students appear by handle and short name. Use it for 'who hasn't finished?' or 'how did period 5 do?'. Cheap.
Inputs: assignmentId (required). Returns: text, status
Reads bounded pages from a prepared official Fiveable PDF, returning page citations, extracted text and actual page images for formulas and diagrams. Image-only pages have no guessed transcription. Unavailable artifacts return the approved PDF link. This read never starts processing.
Inputs: page (required), limit (required), cheatsheetId (required). Returns: text, status
One class in the teacher's workspace: subject, roster (students by handle and short name), the class's assignment defaults, and the student links of assignments currently open to it. Students join a class by opening one of those links; there are no class codes. Cheap.
Inputs: classId (required). Returns: text, status
How a class (or all the teacher's classes) is doing on Fiveable assignments: accuracy and FRQ points with change over time, each assignment's turn-in rate and average, and each student's average with flags (missing work, dropping, improving), weakest first. Scope by class, subject, assignment or time window. Moderate cost.
Inputs: days (required), classId, subjectSlug, assignmentId. Returns: text, status
Returns a small set of Fiveable study-guide passages relevant to one question. Suitable for narrow explanations, research questions and checking student notes. One call consumes one full-content preview for a caller without existing access.
Inputs: query (required), subjectSlug (required), maximumTokens (required), maximumSections (required), +2 more. Returns: text, status
One essay's score and feedback part by part, what the teacher changed, and whether it's approved. Set includeText only when the teacher wants to read the response itself.
Inputs: sessionId (required), essayHandle (required), includeText (required). Returns: text, status
Find Fiveable exam formats, access requirements and website links without questions or answer keys. Choose a subject for version choices; add unitNumber to verify that unit's current bank and standard format.
Inputs: unitNumber, subjectSlug. Returns: text, status
Returns one full, original Fiveable FRQ prompt: stimulus, background and every lettered part with its point value. The returned prompt is eligible for Fiveable's saved scoring workflow after the student writes a response. It consumes one full-content preview unless existing access covers this FRQ. Moderate cost — 1-4k tokens.
Inputs: frqId (required), intent. Returns: text, status
Returns grading counts (scored, remaining, failed and approved) and background-job status (running, done or stopped). Cheap.
Inputs: sessionId (required). Returns: text, status
Class results for a grading session: average, score distribution, how the class did on each rubric part, common gaps, and a table of essays (handle, short name, score, status, what to check). Filter to the ones that need review, drafts, approved or failed. Scores marked AI draft aren't approved yet.
Inputs: limit (required), filter (required), offset (required), sessionId (required). Returns: text, status
Returns the session's Fiveable scoring guidelines point by point on the AP rubric for its question type. If absent, starts rubric generation and returns pending status; generation takes about a minute. Rubrics use the website's grading pipeline. Cheap once written.
Inputs: sessionId (required). Returns: text, status
AMSCO textbook guided-notes prompts with answer keys for one chapter, for subjects that have AMSCO notes (for example AP US History). Without a chapter it lists the chapters. Use for guided notes handouts and reading checks. Cheap.
Inputs: subjectSlug (required), chapterSlug. Returns: text, status
Returns reading-check questions and keys for one Fiveable guide: the curated set when available, otherwise generated questions (slower). Accepts a guide id. Suitable for exit tickets, reading quizzes and guided reading handouts.
Inputs: guideId (required). Returns: text, status
Returns the full definition, context and related terms for one AP key term. Use when a student asks "what does X mean" for AP vocabulary. Cheap — usually under 1k tokens.
Inputs: termSlug (required), subjectSlug (required), intent. Returns: text, status
Orientation for the signed-in teacher's Fiveable workspace: classes, coursework awaiting review or due this week, included assignments remaining, and configured Google connections. Cheap.
Inputs: no named parameters. Returns: text, status
Returns up to 40 bank questions with answer keys, explanations, complete stimuli and Fiveable attribution for classroom materials. Stimuli are required context for their questions; answer keys are teacher-only material. Counts against the content budget.
Inputs: questionIds (required), subjectSlug (required), purpose. Returns: text, status
Ranks topics, units, CED skills and FRQ rubric rows where a class lost the most points on Fiveable assignments. Optional filters cover class, subject, assignment and time window. Moderate cost.
Inputs: days (required), classId, subjectSlug, assignmentId. Returns: text, status
Class progress on AP course skills (for example causation or contextualization): each skill's verdict (solid, improving, stuck, developing, building), average, trend, the students who need support most, and the units to revisit. Says so when evidence is limited instead of guessing. Works best scoped to one subject. Moderate cost.
Inputs: days (required), classId, subjectSlug, assignmentId. Returns: text, status
Returns one student's Fiveable work: average, missing work, assignment scores, weakest units and topics, and skill progress. Accepts an anonymous student handle (S-…). Suitable for conference preparation, parent notes and individual reteaching. Moderate cost.
Inputs: days (required), handle (required), classId, subjectSlug, +1 more. Returns: text, status
Returns the full text of one Fiveable AP study guide as Markdown. Accepts the exact canonical guide reference or a close approximation of its title. Suitable when a student asks to learn or review a topic. It consumes one full-content preview for a caller unless existing access covers this subject and feature. Expensive — a full guide can be 3-8k tokens.
Inputs: guideSlug (required), subjectSlug (required), intent. Returns: text, status
Returns the full unit and topic outline for one AP subject, including every study guide slug in each unit. Provides the course map for study planning and individual guide retrieval. Moderate cost — roughly 2-5k tokens depending on subject size.
Inputs: subjectSlug (required), intent. Returns: text, status
One student's submission on a Fiveable assignment: each section's AI and teacher scores, the FRQ rubric breakdown, overrides and feedback, and whether the student can see results yet. includeText requires that the teacher wants to read the student's responses; it also returns student drawings and handwritten pages as images.
Inputs: includeText (required), assignmentId (required), submissionId (required). Returns: text, status
Returns the overview page for one unit of an AP course: what it covers, how it is weighted on the exam, its topics and study plan. Suitable when a student is reviewing a whole unit. Moderate cost — roughly 1-3k tokens.
Inputs: unitSlug (required), subjectSlug (required), intent. Returns: text, status
Splits teacher-supplied PDFs or Word stacks into one essay per student, including AP Classroom 'FRQ Response PDFs, By Student Page Break' exports. Photos support one essay per image and are read by Fiveable. Accepts up to three ChatGPT attached uploads of 25 MB each, or up to three base64 files totaling about 3 MB. Returns counts and warnings only. Long PDFs can take up to a minute.
Inputs: files (required), uploads (required), sessionId (required). Returns: text, status
Adds selected Google Classroom turn-in handles to a grading session. Reads authorized Google Docs directly; optional teacher-provided text supports other files or missing Google access. Names come from the Classroom roster. Existing session submissions are skipped. Records the source Classroom assignment for subsequent approved-grade export. Returns counts only.
Inputs: turnIns (required), courseId (required), sessionId (required), courseWorkId (required). Returns: text, status
Adds individual student responses supplied as pasted, downloaded or transcribed text, with each student's name as written. Photo transcriptions require transcribedFromPhotos and explicit teacherConfirmedTranscription approval of the transcription. Returns counts only.
Inputs: essays (required), sessionId (required), transcribedFromPhotos (required), teacherConfirmedTranscription (required). Returns: text, status
Links a grading session to a workspace class so results feed class insights. Exact roster-name matches link automatically; explicit essay-handle to student-handle matches resolve remaining essays. Returns unmatched essays. A null classId removes the class link.
Inputs: classId (required), matches (required), sessionId (required). Returns: text, status
Find approved Fiveable course and unit PDFs, including course variants, academic year when known, source links and readable-artifact readiness. Does not include user galleries or generated personal visuals.
Inputs: limit (required), cursor, unitNumber, subjectSlug, +1 more. Returns: text, status
Lists the signed-in teacher's classes with subject, student count and class id. Class names such as 'period 3' can be resolved to their ids. Cheap.
Inputs: includeArchived (required). Returns: text, status
Lists the teacher's assignments and grading sessions from their workspace ledger: status, class, due date, roster-based turn-in counts, review counts and class average. The active status filter selects work currently open to students. Optional filters cover class, subject and status. Cheap.
Inputs: limit (required), status (required), cursor, classId, +1 more. Returns: text, status
Lists Fiveable's free-response (FRQ) practice prompts for an AP subject, optionally filtered by FRQ type, unit, and excluded IDs. Results use stable ID order; unchanged filters continue pagination. Returns prompt ids and summaries rather than full prompts. Cheap.
Inputs: limit (required), subjectSlug (required), cursor, intent, +4 more. Returns: text, status
Walks the teacher's Google Classroom: with no ids, their courses; with a course id, its assignments; with a course and assignment id, who turned it in, each with a handle (T-…) and a link to the turned-in file. Use it to grade typed work collected in Classroom. Needs the teacher's Google Classroom connection.
Inputs: courseId, courseWorkId. Returns: text, status
The teacher's grading sessions for work done outside Fiveable (stacks of essays graded in the workspace), newest first, with essay, scored and approved counts. Use to resume a stack. Cheap.
Inputs: limit (required). Returns: text, status
Lists the key vocabulary terms for an AP subject, paginated alphabetically. Suitable for building flashcards or checking what vocabulary a student should know; results include stable term slugs for full definitions. Cheap.
Inputs: page (required), limit (required), letter (required), subjectSlug (required), +1 more. Returns: text, status
Lists every AP subject Fiveable covers, with its canonical subject slug and flags for which features exist for that subject (practice questions, key terms, score calculator). Suitable when a subject slug is not already known. Cheap — roughly 1-2k tokens.
Inputs: intent, search. Returns: text, status
The teacher's review queue, as on the website inbox: submissions whose free responses need a teacher score or a look at the AI score, imported essays awaiting approval, and assignments ready to hand back. Each row includes the identifiers and review operation for its item. Filter by subject or assignment. Cheap.
Inputs: limit (required), filter (required), cursor, subjectSlug, +1 more. Returns: text, status
Lists assignment reading resources for one subject: study guides, unit reviews, AMSCO guided notes, key terms and cheatsheets, with resource ids suitable for reading sections. Optional filters cover kind, unit and words. Cheap.
Inputs: limit (required), offset (required), subjectSlug (required), kind, +2 more. Returns: text, status
Changes the points on one rubric part of a scored essay, with the teacher's reason. The change is logged and the total recalculated, as on the website. Reversal restores the previous part points.
Inputs: part (required), points (required), reason (required), sessionId (required), +2 more. Returns: text, status
Changes the points on one rubric part of an AI-scored FRQ in a submission, with the teacher's reason, as on the website. The section's score is recalculated. Reversal restores the previous part points.
Inputs: part (required), itemId (required), points (required), reason (required), +3 more. Returns: text, status
Creates an owner-bound confirmation preview for correcting a published multiple-choice key, including how many students gain or lose points. Accepts assignment section and question numbers. Keys and scores remain unchanged until approved preview execution.
Inputs: assignmentId (required), sectionNumber (required), correctAnswers (required), questionNumber (required), +3 more. Returns: text, status
Creates an owner-bound confirmation preview for publishing a draft or republishing with new dates: classes, openings, due dates in the teacher's time zone, result visibility and student-facing changes. Publication remains unchanged. Execution requires approval of this specific preview. With no classes, anyoneWithLink must be true for a public link.
Inputs: classes (required), timeZone (required), assignmentId (required), anyoneWithLink (required), +2 more. Returns: text, status
Creates an owner-bound confirmation preview for exporting approved grading-session scores to the source Google Classroom assignment. Includes included/excluded counts and the point scale. No grades are sent until approved preview execution.
Inputs: sessionId (required). Returns: text, status
Creates an owner-bound confirmation preview for releasing assignment scores and feedback to every class, including counts of unscored responses. Release status remains unchanged until approved preview execution. A release cannot be taken back.
Inputs: assignmentId (required). Returns: text, status
Creates an owner-bound confirmation preview for closing or reopening a published assignment, or changing class open/due dates. Links and submissions remain intact. Publication remains unchanged until approved preview execution.
Inputs: action (required), changes (required), timeZone (required), assignmentId (required). Returns: text, status
What a student will see when they open the assignment: instructions and each section in order. Answers are hidden, as they are for students. Diagnostics can't be previewed. Cheap.
Inputs: assignmentId (required). Returns: text, status
Returns one bank question with its stimulus, choices, marked correct answer and explanation. Stimulus sets include all linked questions and keys. Answer keys are teacher-only material. Cheap.
Inputs: questionId (required), subjectSlug (required). Returns: text, status
Removes students by handle from a class roster while preserving their past work in the teacher's results. Returns an undoId valid for exact restoration within seven days.
Inputs: classId (required), handles (required). Returns: text, status
Submits a caller-requested content issue to Fiveable support, which may lead to support follow-up. Requires explicit confirmReport approval. The description contains the reported issue only, excluding conversation history, unrelated notes and personal information. Fiveable resolves content and reporter identity. Matching requestId retries are idempotent.
Inputs: contentId (required), requestId (required), contentType (required), description (required), +1 more. Returns: text, status
Retries background AI grading for one essay whose scoring failed. Existing successful scores cannot be changed by this operation.
Inputs: requestId (required), sessionId (required), essayHandle (required). Returns: text, status
Restores an assignment draft to its previous state using an undoId from a draft update.
Inputs: undoId (required). Returns: text, status
Restores removed roster students using a valid undoId, preserving their original roster entries.
Inputs: undoId (required). Returns: text, status
Saves teacher-reviewed written feedback on one submission, overall or per section, without changing scores. Students see it once results are released, including immediately if already released. Returns previous text for restoration.
Inputs: assignmentId (required), submissionId (required), itemFeedback, overallFeedback. Returns: text, status
Sets the teacher's score on sections of one submission (submission item ids), optionally with written feedback. Works in any scoring mode. Says whether the student sees it yet; to undo, set the sections back to the previous scores this returns.
Inputs: itemScores (required), assignmentId (required), submissionId (required), itemFeedback, +1 more. Returns: text, status
Fiveable's site search across study guides, units, subject hubs, key terms, unit tests, unit vocab lists and practice pages. Handles typos, course names and requests like "apush unit 3 test". Suitable when the relevant subject or guide is not known. Returns titles and canonical references rather than full content, so it is cheap.
Inputs: limit (required), query (required), intent, subjectSlug. Returns: text, status
Searches Fiveable's question bank for one subject (the same bank as the assignment builder): multiple choice, stimulus sets, SAQs and FRQs, filtered by unit, topic, skill, format and stimulus, optionally hiding questions this teacher already published. For AP Calculus, courseVariant scopes AB to exclude BC-only units, topics and FRQs. Returns ids, short stems and alignment, never answers. Filters accept exact unit/topic/skill labels from the filter lists in the result. Cheap.
Inputs: limit (required), offset (required), subjectSlug (required), excludeAssigned (required), +8 more. Returns: text, status
Sets a class's assignment defaults (scoring mode, timer, attempts, result release, notifications) so new assignments for that class start with them. Replaces the previous defaults and returns them for undo.
Inputs: classId (required), defaults (required). Returns: text, status
Starts background AI grading for unscored essays on the session's Fiveable rubric, generating that rubric first if needed. Returns immediately with job status. retryFailed includes previously failed essays. Scores remain drafts until teacher approval.
Inputs: requestId (required), sessionId (required), retryFailed (required). Returns: text, status
Changes a draft's title, instructions, AP Calculus course, classes, dates, settings or sections. Existing section ids identify sections to remove. Published assignments cannot be changed here. Returns an undoId for restoring the previous draft.
Inputs: assignmentId (required), dueAt, title, classes, +7 more. Returns: text, status
Renames a class, changes its subject, or sets an AP Calculus class's course (AB or BC). Returns the previous values for reversal through a subsequent class update.
Inputs: classId (required), name, subjectSlug, courseVariant. Returns: text, status
Changes a session's Fiveable question or teacher-provided prompt and AP question type before any essay is scored. Regenerates the rubric using that type's AP rubric and point total. Returns the previous prompt for restoration.
Inputs: sessionId (required), prompt, fiveableQuestionId. Returns: text, status
Fixes a student's name on a class roster (the old name is kept as an alias so past work still matches), or sets the email used for assignment notifications. Students with Fiveable accounts can be renamed but their email comes from their account.
Inputs: handle (required), classId (required), name, email. Returns: text, status
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