Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
คำอธิบายจากผู้ทำ (ภาษาอังกฤษตามต้นฉบับ)
AP rubric grading, assignment drafts, question-bank materials, and class insights for teachers.
สามเรื่องนี้ไม่รวมเป็นคะแนนเดียว เพราะความเห็น การวัด และความนิยม เป็นคนละเรื่องกัน
ตัวนี้ยังไม่ได้เรียบเรียงเป็นภาษาไทย ด้านล่างคือข้อเท็จจริงที่เราอ่านจาก registry
เลือกโปรแกรม AI ที่คุณใช้ แล้วคัดลอกค่าตั้งไปวาง
ต้องเตรียมก่อน
คุณใช้แอปไหน
เลือกแอปด้านบน เราจำไว้ให้ ครั้งหน้าปุ่มจะขึ้นว่า “ติดตั้งลง …”
ใช้ได้ทั้ง Claude บนเว็บ แอปคอมพิวเตอร์ และมือถือ:
https://fiveable.me/api/mcp/teacherพิมพ์คำสั่งนี้ใน Terminal
claude mcp add --transport http fiveable-ap-teachers https://fiveable.me/api/mcp/teacherวางในไฟล์ .cursor/mcp.json ของโปรเจกต์ หรือ ~/.cursor/mcp.json
{
"mcpServers": {
"fiveable-ap-teachers": {
"url": "https://fiveable.me/api/mcp/teacher"
}
}
}เบราว์เซอร์จะถามก่อนเปิดแอป จากนั้นแอปแสดงค่าตั้งให้ตรวจแล้วกดยืนยัน ช่อง key เว้นว่างไว้ให้คุณใส่เอง
วางในไฟล์ .vscode/mcp.json ของโปรเจกต์
{
"servers": {
"fiveable-ap-teachers": {
"type": "http",
"url": "https://fiveable.me/api/mcp/teacher"
}
}
}เบราว์เซอร์จะถามก่อนเปิดแอป จากนั้นแอปแสดงค่าตั้งให้ตรวจแล้วกดยืนยัน ช่อง key เว้นว่างไว้ให้คุณใส่เอง
ChatGPT ต่อได้เฉพาะ server ที่อยู่บนอินเทอร์เน็ต:
https://fiveable.me/api/mcp/teacherชื่อเมนูอาจต่างกันเล็กน้อยตามแพ็กเกจและรุ่นของแอป
ตัวเลือกเก็บในคุกกี้บนเครื่องนี้ ไม่ต้องมีบัญชี
ค่าตั้งนี้สร้างจากข้อมูลใน registry ของผู้ทำ ถ้าไม่ตรงกับ README ให้เชื่อ README
ชื่อและคำอธิบายเครื่องมือตามที่ server ตอบมาเมื่อ 8 พ.ย. 2569 ผู้ทำเป็นคนเขียน ไม่ใช่เรา แสดงเป็นข้อความล้วน
get_my_teacher_workspaceOrientation for the signed-in teacher's Fiveable workspace: classes, coursework awaiting review or due this week, included assignments remaining, and configured Google connections. Cheap.
list_classesLists 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.
get_classOne 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.
list_courseworkLists 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 sta
get_assignmentReturns one assignment's sections, question counts, scoring and timing settings, published classes, due dates and student links. Cheap.
get_assignment_statusWhere 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.
get_class_insightsHow 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, subjec
get_student_insightsReturns 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.
get_reteach_gapsRanks 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.
get_skill_insightsClass 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 guessin
get_assignment_question_breakdownPer-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.
search_question_bankSearches 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, courseVari
preview_questionReturns 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.
get_questions_for_materialsReturns 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.
get_guide_reading_questionsReturns 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.
get_guided_notesAMSCO 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.
list_subjectsLists 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.
get_subject_outlineReturns 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.
get_study_guideReturns 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 c
get_unit_overviewReturns 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.
list_key_termsLists 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.
get_key_termReturns 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.
search_contentFiveable'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 r
get_content_sectionsReturns 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.
list_frqsLists 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.
get_frqReturns 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 acces
get_exam_optionsFind 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.
list_cheatsheetsFind 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.
get_cheatsheetReads 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 process
report_content_issueSubmits 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 resolv
create_classesCreates 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.
update_classRenames 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.
archive_classArchives 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.
set_class_assignment_defaultsSets 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.
add_studentsAdds 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.
update_studentFixes 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.
remove_studentsRemoves 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.
restore_studentsRestores removed roster students using a valid undoId, preserving their original roster entries.
create_assignment_draftBuilds 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 defau
update_assignment_draftChanges 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.
restore_assignment_draftRestores an assignment draft to its previous state using an undoId from a draft update.
list_teaching_resourcesLists 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.
duplicate_assignmentCopies 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.
archive_assignmentArchives 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.
preview_assignment_as_studentWhat 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.
list_grading_sessionsThe 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.
create_grading_sessionCreates 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 unlim
get_grading_rubricReturns 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.
update_grading_rubricChanges 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.
import_essays_from_textAdds 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.
import_essays_from_filesSplits 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 thr
list_google_classroom_workWalks 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'
import_essays_from_google_classroomAdds 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 so
start_gradingStarts 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.
get_grading_progressReturns grading counts (scored, remaining, failed and approved) and background-job status (running, done or stopped). Cheap.
get_grading_resultsClass 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
rescore_essayRetries background AI grading for one essay whose scoring failed. Existing successful scores cannot be changed by this operation.
get_essay_feedbackOne 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.
override_essay_scoreChanges 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.
approve_essaysMarks 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 appro
เราตรวจจากข้อมูลที่ใครก็เปิดดูได้ ยังไม่ได้อ่านโค้ด ข้อที่ไม่เกี่ยวกับตัวนี้ไม่นับในตัวหาร · ตรวจเมื่อ 9 พ.ย. 2569
ชื่อใน registry ยืนยันด้วยบัญชี GitHub thinkfiveable ซึ่งเป็นเจ้าของ repo
ยังไม่ได้อ่านข้อมูล repo จาก GitHub
ยังไม่ได้อ่านข้อมูล repo จาก GitHub
ตอบกลับใน 535 ms (HTTP 200)
ไม่ต้องล็อกอิน
อ่านคำอธิบายเครื่องมือ 60 ตัวแล้ว ไม่พบคำสั่งแอบแฝงถึง AI
เทียบกับทุก server ที่ยังใช้งานในหมวดนี้ทั้งทะเบียน ดาวนับเฉพาะเมื่อผู้ลงทะเบียนเป็นเจ้าของ repo
จากการตรวจเบื้องต้นของเรา ผ่าน 3 จาก 3 ข้อที่ตรวจได้ เรายังไม่ได้อ่านโค้ด ก่อนใส่กุญแจหรือ token ให้ดูว่า server ขอสิทธิ์อะไร และเลือกกุญแจที่ทำได้เท่าที่จำเป็น
registry ไม่ได้ระบุว่าต้องใช้กุญแจ แต่บางตัวจะขอให้ล็อกอินตอนใช้ครั้งแรก
รันบนคลาวด์ของผู้ทำ ต่อผ่านอินเทอร์เน็ตได้เลย ไม่ต้องลงโปรแกรม แต่ข้อมูลที่ส่งให้จะผ่านเซิร์ฟเวอร์ของผู้ทำ
repo บน GitHub มีการแก้โค้ดล่าสุด – และส่งรุ่นล่าสุด (1.0.0) เข้า registry 38 วันที่ผ่านมา
โปรแกรมที่รองรับ MCP เช่น Claude Desktop, Claude Code, Cursor และ VS Code ตัวนี้ต่อผ่าน URL จึงใช้กับโปรแกรมที่รับ remote MCP ได้ เช่น ChatGPT ที่เปิดโหมดนักพัฒนา
ในหมวดเดียวกันมี Spec Driven Development, Remote Desktop Commander, CLIO Paraview
server หมวดเดียวกันจากผู้ทำคนอื่น เรียงตามดาว
อ่านการ์ด:↓ ดาวน์โหลดต่อสัปดาห์i★ ดาว GitHubiสามเสา: รีวิว · ผลตรวจ · การใช้งานiอัปเดต = วันที่ส่งรุ่นล่าสุดเข้า registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Visualize simulation results in ParaView: load fields, then slice, contour, color and render them.
ส่วนนี้คัดจาก repo ของผู้ทำตามต้นฉบับ PopNx MCP ไม่ได้ตรวจหรือรับรองเนื้อหา ตัด HTML รูปภาพ และสคริปต์ออกแล้ว ลิงก์จะพาออกนอกเว็บ
Use Fiveable's AP study content and student study tools inside MCP-compatible AI apps.
Looking for grading and class prep? Fiveable for AP Teachers is a separate connector with its own endpoint and OAuth consent. The root extension and configuration in this repository remain student-only.
Add this remote Streamable HTTP endpoint to your MCP client:
https://fiveable.me/api/mcp
There is no package to install and no API key to copy. Public discovery and limited content previews work without a Fiveable account. Personal progress and saved actions use Fiveable OAuth.
This repository includes a Cursor plugin manifest and an mcp.json configuration for the hosted Fiveable server. In Cursor, open Customize → MCPs, add a remote server, and use:
https://fiveable.me/api/mcp
Cursor will open Fiveable's OAuth flow when a personalized tool needs account access.
Install this repository as a Gemini CLI extension:
gemini extensions install https://github.com/thinkfiveable/fiveable-mcp
Gemini CLI connects to the hosted Fiveable MCP through the extension. Run /mcp auth fiveable-ap-students to connect a Fiveable account for personalized tools.
The connector is student-only. It does not expose teacher rosters, active answer keys, internal moderation tools, or another student's data.
Fiveable uses OAuth 2.1 with PKCE for connected tools. Please report security issues through Fiveable's published security contact rather than a public GitHub issue.
This repository contains public metadata and documentation for the hosted service. The production server implementation lives in Fiveable's private application repository.