A side-by-side look at the Connectrylab Architect Cert MCP and Fiveable for AP Students MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.
Verdict: choose Connectrylab Architect Cert MCP for education work; choose Fiveable for AP Students for education over a hosted endpoint. You can also run both side by side in one mcpServers block.
start_assessment, get_practice_question, submit_answer.list_subjects, get_subject_outline, get_study_guide.Rows where the two servers differ are marked.
| Spec | ||
|---|---|---|
| Category | Education | Education |
| Quality signal | 51/100 · Good | 57/100 · Good |
| Install command | Not confirmed yet | Confirmed |
| Transport | — | Remote HTTP/SSE |
| Auth | No auth required | Not declared |
| Pricing | Free | Not declared |
| Required env vars | None listed | None listed |
| Verified owner | Community listing | Community listing |
| GitHub stars | 38 | 0 |
| Directory activity | 3 views 0 installs 0 upvotes | 0 views 0 installs 0 upvotes |
| Tools | 18 | 38 |
| Full listing | View Connectrylab Architect Cert MCP | View Fiveable for AP Students |
start_assessmentBegin with 15 diagnostic questions (lessons-first, one at a time) to determine your learning pathget_practice_questionGet the next adaptive question with clickable A/B/C/D buttons (reviews > weak areas > new material)submit_answerGrade your answer deterministically — presents interactive follow-up optionsfollow_upHandle post-answer actions: code examples, concept lessons, handouts, reference projectsget_section_detailsDeep dive into a specific task statement with full concept handoutget_progressView overall study progress with mastery percentages per domainget_curriculumBrowse all 5 domains and 30 task statements with current mastery levelsget_weak_areasIdentify topics that need the most work, ranked by weaknessget_study_planGet personalized recommendations with multi-select domain focusget_dashboardOpen the visual progress dashboard in Claude Previewstart_practice_examTake a full 60-question practice exam simulating the real certificationsubmit_exam_answerSubmit and grade answers during a practice examlist_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 covers this subject and feature. Expensive — a full guide can be 3-8k tokens.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_contentKeyword search across every Fiveable study guide, unit, subject hub and key term. Suitable when the relevant subject or guide is not known. Returns titles and canonical references rather than full content, so it is cheap.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 access covers this FRQ. Moderate cost — 1-4k tokens.get_practice_questionsReturns original, course-specific multiple-choice practice questions. Free-text topics are matched against Fiveable's course map, so natural phrasing works. Omit topic to get balanced practice across the whole subject, with varied units, skills and stimulus formats. For history, science and language subjects this can return source-based sets — one stimulus with several questions off it — and stimulus images come back as viewable images. This is targeted or mixed practice, distinct from Fiveable's durable adaptive diagnostic.
Every question carries a `Question id` that supports a saved answer submission for student progress. The recentCorrect and recentAnswered inputs allow the tool to drop to easier question types when a student is missing questions, helping find where understanding breaks down. A returned question set consumes one full-content preview unless existing access covers this practice feature. Moderate cost — roughly 300 tokens per question, more when images are attached.calculate_ap_scorePredicts a 1-5 AP score from raw section scores using Fiveable's per-subject score calculator, and explains the weighting. Call with no sectionScores to see which sections the subject has and their point maximums, then call again with the student's scores. Cheap.Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.
No confirmed install command for Connectrylab Architect Cert MCP yet — follow the setup steps linked from its listing page rather than a guessed package name.
{
"mcpServers": {
"fiveable-for-ap-students": {
"url": "https://fiveable.me/api/mcp"
}
}
}