Connect

8 clients · secrets stay placeholders

JSON (mcpServers)Claude CodeCodexOpenCodeCursorVS CodeGemini CLIGoose

{
  "mcpServers": {
    "fiveable-ap-students": {
      "type": "http",
      "url": "https://fiveable.me/api/mcp"
    }
  }
}

claude mcp add --transport http fiveable-ap-students https://fiveable.me/api/mcp

[mcp_servers.fiveable-ap-students]
url = "https://fiveable.me/api/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "fiveable-ap-students": {
      "type": "remote",
      "url": "https://fiveable.me/api/mcp",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "fiveable-ap-students": {
      "type": "http",
      "url": "https://fiveable.me/api/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=fiveable-ap-students&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vZml2ZWFibGUubWUvYXBpL21jcCJ9"
}

{
  "servers": {
    "fiveable-ap-students": {
      "type": "http",
      "url": "https://fiveable.me/api/mcp"
    }
  }
}

{
  "mcpServers": {
    "fiveable-ap-students": {
      "httpUrl": "https://fiveable.me/api/mcp"
    }
  }
}

extensions:
  "fiveable-ap-students":
    enabled: true
    name: "fiveable-ap-students"
    type: streamable_http
    uri: "https://fiveable.me/api/mcp"
    timeout: 300

Quality 76 / 100good

protocol88 · weight 25

pass
protocol.modernsupports 2026-07-28 (server/discover)
pass
protocol.statelessanswers without a session
pass
protocol.transportstreamable HTTP
warn
protocol.list_ttltools/list declares ttlMs 0, so clients re-fetch it on every use

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene93 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
pass
tools.annotations38 of 38 tools declare readOnlyHint or destructiveHint
pass
tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
warn
tools.token_costabout 11,726 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stability25 · weight 15

warn
stability.changes21 tool changes in 30 days
fail
stability.rug_pull1 tools kept their name but changed most of their description in 30 days; review before trusting them

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

38 tools, about 11,726 tokens to load them all · tool set eafe122d62e2 · tools last changed 2026-10-15 · checked 2026-10-20 13:49 UTC

Tool changes

2026-10-15create_study_planchangeddescription
before
Creates and saves a trackable Fiveable study plan from the student's topic and available time. Free for signed-in students; uses Fiveable's existing generator and verified resource catalog. Returns a plan id immediately while the plan builds, usually within two minutes — read it with get_study_plan, which reports whether it is still building. Reuse requestId with identical input to retry; never call this twice for the same plan.
after · 97% of words in common
Creates and saves a trackable Fiveable study plan from the student's topic and available time. Included for signed-in students; uses Fiveable's existing generator and verified resource catalog. Returns a plan id immediately while the plan builds, usually within two minutes — read it with get_study_plan, which reports whether it is still building. Reuse requestId with identical input to retry; never call this twice for the same plan.
2026-10-15list_my_study_planschangeddescription
before
Lists the connected student's saved Fiveable study plans, including website plans. Free for signed-in students. Cheap; paginated.
after · 90% of words in common
Lists the connected student's saved Fiveable study plans, including website plans. Included for signed-in students. Cheap; paginated.
2026-10-15score_frq_responsechangeddescription
before
Submits the student's own response to a Fiveable practice FRQ for saved, asynchronous scoring. Supports text, subparts, drawings/photos, LEQ selection, CSP program code and Business project references. Excludes teacher assignments and exams. Returns a scoring job id for status retrieval, and requestId provides idempotent retries. One free score is available to signed-in students.
after · 96% of words in common
Submits the student's own response to a Fiveable practice FRQ for saved, asynchronous scoring. Supports text, subparts, drawings/photos, LEQ selection, CSP program code and Business project references. Excludes teacher assignments and exams. Returns a scoring job id for status retrieval, and requestId provides idempotent retries. One included score is available to signed-in students.
2026-10-15get_study_guidechangeddescription
before
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 free caller unless existing access covers this subject and feature. Expensive — a full guide can be 3-8k tokens.
after · 98% of words in common
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.
2026-10-01open_guided_practiceadded
Opens Fiveable's interactive multiple-choice practice panel with existing question, answer and explanation components. Students select answers directly in the panel. Connected accounts can save answers to Fiveable progress; anonymous practice is an unsaved preview.
2026-10-01report_content_issuechangeddescriptionmeaning changed
before
Submit a content issue to Fiveable support only when the student explicitly asks to report it. This may lead to normal support follow-up. Do not automatically report disagreements or send conversation history, unrelated notes, or personal information. Fiveable resolves the content and reporter identity. Reuse requestId on retries.
after · 43% of words in common
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.
2026-10-01get_cheatsheetchangeddescription
before
Read bounded pages from a prepared official Fiveable PDF, with page citations, extracted text and actual page images for formulas and diagrams. Image-only pages are not transcribed by guessing. If artifacts are unavailable, use the approved PDF link; this read never starts processing.
after · 67% of words in common
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.
2026-10-01get_practice_questionschangedinput schema
2026-10-01get_content_sectionschangeddescription
before
Returns a small set of passages from Fiveable study guides that are most relevant to one question. Use this for narrow explanations, research questions, and checking student notes instead of fetching a full guide. One call consumes one full-content preview for a free caller.
after · 67% of words in common
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.
2026-09-29create_study_planchangeddescription
before
Creates and saves a trackable Fiveable study plan from the student's topic and available time. Free for signed-in students; uses Fiveable's existing generator and verified resource catalog. Returns a plan id immediately while the plan builds, usually within a minute — read it with get_study_plan, which reports whether it is still building. Reuse requestId with identical input to retry; never call this twice for the same plan.
after · 95% of words in common
Creates and saves a trackable Fiveable study plan from the student's topic and available time. Free for signed-in students; uses Fiveable's existing generator and verified resource catalog. Returns a plan id immediately while the plan builds, usually within two minutes — read it with get_study_plan, which reports whether it is still building. Reuse requestId with identical input to retry; never call this twice for the same plan.

Showing the latest 10. Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 94 / 100

provenance90

liveness100

freshness85

hygiene100

+repository +namespace-matches-repo +website +reachable +uptime-100% ~updated-48d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://fiveable.me/api/mcp` streamable-http	none	yes	100%	423 ms	2026-07-28	2026-10-20

Tools (38)

`calculate_ap_score`read-only	Predicts 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.
`check_practice_answer`read-only	Checks one multiple-choice practice answer and returns correctness plus the Fiveable explanation. Works during an anonymous preview but does not save progress. A signed-in answer submission is required for saved progress.
`create_study_plan`	Creates and saves a trackable Fiveable study plan from the student's topic and available time. Included for signed-in students; uses Fiveable's existing generator and verified resource catalog. Returns a plan id immediately while the plan builds, usually within two minutes — read it with get_study_plan, which reports whether it is still building. Reuse requestId with identical input to retry; never call this twice for the same plan.
`get_assignment_summary`read-only	Reads one student-accessible publication's instructions, section counts, timer/due-date settings and released feedback for the policy-selected owned attempt. Does not expose questions or answer keys, finalize timers, repair grading, start, autosave or submit work. Accepts a publicationId from the connected student's assignment listing.
`get_cheatsheet`read-only	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.
`get_content_sections`read-only	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.
`get_diagnostic_results`read-only	Reads an owner-scoped Fiveable diagnostic. In-progress sessions return progress and the current question without answer keys; completed sessions return the adaptive diagnostic summary and recommendations.
`get_exam_options`read-only	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. With progress:read consent, includes only genuine server-saved continuation links. Browser-only progress is not remotely recoverable.
`get_exam_results`read-only	Read an owned completed exam using attemptId, or safely check a submitted exam using submissionId. Supply exactly one. Pending or partial grading returns status only, never unfinished scores or feedback. Honors practice resets and cannot dispatch scoring, finalize submissions or retrieve active exam content.
`get_frq`read-only	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.
`get_frq_attempt_history`read-only	Returns the signed-in student's previous attempts at a single FRQ, so you can compare a new response against what they wrote before and comment on improvement.
`get_key_term`read-only	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.
`get_my_access`read-only	Explains which features this account can use for one subject and its remaining MCP previews. Does not return billing information or change access.
`get_my_frq_progress`read-only	Returns the signed-in student's saved free-response attempts for one subject, including scores where they were graded and recent scoring-point weak areas. Use it to see what a student has already practiced and where they are losing points before recommending what to work on next.
`get_my_practice_history`read-only	Reads a bounded page of your saved self-study MCQ answers with current question explanations. Honors practice resets. Does not save, score, or consume a content preview.
`get_my_study_progress`read-only	Returns the signed-in student's durable Fiveable progress for one subject: multiple-choice accuracy, weak topics and units, FRQ performance, skill groups and recent activity, respecting the website progress reset. Also includes completed exams, plus assignment and study-plan summaries when their separate permissions are granted. Call this before choosing what to explain or practice so recommendations carry across conversations and AI clients.
`get_practice_questions`read-only	Returns 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.
`get_scoring_result`read-only	Read the status or saved result of your FRQ scoring request. This never starts or retries scoring.
`get_study_guide`read-only	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.
`get_study_plan`read-only	Reads one owned study plan, stable task ids, completion state and revision. A plan that is still being built reports pending with a retry delay, so poll this after create_study_plan rather than creating again. Use its revision for task changes. Reading older plans never changes them.
`get_subject_outline`read-only	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.
`get_unit_overview`read-only	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.
`list_cheatsheets`read-only	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.
`list_frqs`read-only	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.
`list_key_terms`read-only	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.
`list_my_assignments`read-only	Lists assignments delivered to the connected student's enrolled classes, signed-in submissions, and safely claimed guest work. Includes due dates, completion status and only released scores. No teacher roster or answer keys. Complete work on the website.
`list_my_exam_attempts`read-only	Lists only the connected student's completed full-length and unit-exam results. Honors the website progress reset, deduplicates retried submissions and paginates. Unit tests show points/percent, never an AP projection. Does not read browser-only or active exam state.
`list_my_study_plans`read-only	Lists the connected student's saved Fiveable study plans, including website plans. Included for signed-in students. Cheap; paginated.
`list_subjects`read-only	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.
`open_guided_practice`read-only	Opens Fiveable's interactive multiple-choice practice panel with existing question, answer and explanation components. Students select answers directly in the panel. Connected accounts can save answers to Fiveable progress; anonymous practice is an unsaved preview.
`report_content_issue`	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.
`score_external_frq_response`	Scores a student's existing FRQ even when it did not come from Fiveable. If the student attached photos, the host AI must first transcribe the prompt and response, show the transcription for confirmation, then call this tool. Optional prompt images preserve graphs or artwork that text alone cannot represent. Fiveable scores it on the AP rubric for its exact question type, out of that type's AP point total. Requires sign-in; one scoring preview is included without a plan, with further scoring available to eligible accounts. The attempt is saved to the student's Fiveable progress. Returns a pending scoring job; poll get_scoring_result. Reuse requestId for retries.
`score_frq_response`	Submits the student's own response to a Fiveable practice FRQ for saved, asynchronous scoring. Supports text, subparts, drawings/photos, LEQ selection, CSP program code and Business project references. Excludes teacher assignments and exams. Returns a scoring job id for status retrieval, and requestId provides idempotent retries. One included score is available to signed-in students.
`search_content`read-only	Keyword 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.
`start_diagnostic`	Starts Fiveable's canonical adaptive diagnostic for the connected student. Without a unitId it covers the whole course; an exact unitId scopes the survey across that unit's available topics. Returns one adaptive question at a time and creates durable diagnostic progress.
`submit_diagnostic_answer`	Saves one answer in the connected student's active Fiveable diagnostic and returns feedback plus exactly one next adaptive question. Accepts the option letter, full text, or answer id from the current diagnostic question. Handles one question per call.
`submit_practice_answer`	Records the signed-in student's answer to a multiple-choice practice question so it counts toward their Fiveable progress. Accepts a question id previously served by Fiveable MCP and returns whether the answer was correct plus the explanation.
`update_study_plan_tasks`	Marks specified owned plan tasks complete or incomplete at the student's request. This is self-reported planning, never a quiz score or practice submission. Supply the latest revision and a unique requestId; retry identical input safely.

Schemas: list_tools.

Also listed as

1 other active names share this repository: io.github.thinkfiveable/fiveable-ap-teachers

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Official server.json

{
  "name": "io.github.thinkfiveable/fiveable-ap-students",
  "icons": [
    {
      "src": "https://fiveable.me/icon-512.png",
      "sizes": [
        "512x512"
      ],
      "mimeType": "image/png"
    },
    {
      "src": "https://fiveable.me/icon.svg",
      "sizes": [
        "any"
      ],
      "mimeType": "image/svg+xml"
    }
  ],
  "title": "Fiveable for AP Students",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://fiveable.me/api/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/thinkfiveable/fiveable-mcp",
    "source": "github"
  },
  "websiteUrl": "https://fiveable.me/mcp",
  "description": "AP study content, practice, FRQ feedback, progress, plans, and student tools for AI apps."
}