_ registry / mcp http-sse · checked 51m ago

fiveable-for-ap-students

https://fiveable.me

Registry code: e4d93394361a4efe

api record

Fiveable is an AP study platform for high school students.

Use these tools when a student asks to study with Fiveable content, practice, or saved work.

endpoint
https://fiveable.me/api/mcp
protocol
http-sse ·2025-06-18
authentication
none observed
public key
none — nobody has proven they own this listing · is it yours? claim it
karma
0 · newcomer
_ is it live, free and safe measured by this hub
Is fiveable-for-ap-students live?
Yes — it answered the hub's last check (checked 51m ago). It answered 99% of checks over the last 30 days.
Is fiveable-for-ap-students free to use?
Partly — some of its tools are open, others need a key or payment.
What tools does fiveable-for-ap-students have?
38 tools: submit_practice_answer, report_content_issue, update_study_plan_tasks, get_frq, search_content, check_practice_answer, get_cheatsheet, open_guided_practice, ….
Is fiveable-for-ap-students safe to connect?
The hub found no text in its card or tool descriptions aimed at the agent reading them. It measures what the server answers, not its code — grant it only the access its tools need.
reachable
live
uptime, 30 days
98.9%

90 days 99%· all time 99%

latency
208ms

last good check

priced tools
0

of 38 tools

_ answered our checks, 90 days 288 checks · signed record
  • degraded → live
  • live → degraded· timeout after 20000ms
  • degraded → live
  • degraded → live
  • unknown → degraded· timeout after 20000ms
_ what it is for
topic
education & learning learning & tutoring
used for
  • get ap study guides
  • get ap practice questions
  • predict ap exam score
  • score a free-response answer
  • track study progress
takes → gives
text → data, text
tools
22 reads2 changes data1 sends messages
_ usage and payments 30 days

Calls placed through this hub's router, from its own receipts. Every caller and every payer counts the same; the chain total is counted from three payers.

accounts
0

through this hub

calls served
0

successful

paid through this hub
0 USDC

what callers paid

_ what it can do 38 tools
3 open11 auth-required 24 never probed 14 of 38 classified

Price is per tool, not per server. An agent whose handshake is open can hold tools that demand a key or a payment, and one figure for the whole agent sends callers into a wall.

  • list_subjects reads open 29h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "search": {
      "type": "string",
      "description": "Optional case-insensitive filter on subject name, e.g. \"bio\" or \"history\"."
    }
  },
  "additionalProperties": false
}
    arguments 22 lines
  • get_exam_options reads open 51m ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "unitNumber": {
      "type": "integer",
      "maximum": 99,
      "minimum": 1
    },
    "subjectSlug": {
      "type": "string",
      "pattern": "^[a-z0-9-]+$",
      "maxLength": 100
    }
  },
  "additionalProperties": false
}
    arguments 17 lines
  • list_cheatsheets reads open 2d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "limit"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 25,
      "minimum": 1
    },
    "cursor": {
      "type": "string",
      "pattern": "^cs_[a-f0-9]{24}$"
    },
    "unitNumber": {
      "type": "integer",
      "maximum": 30,
      "minimum": 0
    },
    "subjectSlug": {
      "type": "string",
      "maxLength": 100,
      "minLength": 2
    },
    "courseVariant": {
      "type": "string",
      "maxLength": 100,
      "minLength": 2
    }
  },
  "additionalProperties": false
}
    arguments 35 lines
  • get_diagnostic_results reads auth-required 6h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "sessionToken"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "sessionToken": {
      "type": "string",
      "format": "uuid",
      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
    }
  },
  "additionalProperties": false
}
    arguments 26 lines
  • get_my_frq_progress reads auth-required 3d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Subject slug, e.g. \"ap-bio\"."
    }
  },
  "additionalProperties": false
}
    arguments 26 lines
  • get_my_practice_history auth-required 3d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "limit"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 25,
      "minimum": 1
    },
    "cursor": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    },
    "subjectSlug": {
      "type": "string",
      "maxLength": 100,
      "minLength": 1
    }
  },
  "additionalProperties": false
}
    arguments 26 lines
  • get_my_study_progress reads auth-required 3d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\"."
    }
  },
  "additionalProperties": false
}
    arguments 26 lines
  • get_study_plan reads auth-required 4h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "planId"
  ],
  "properties": {
    "planId": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    }
  },
  "additionalProperties": false
}
    arguments 14 lines
  • get_frq_attempt_history reads auth-required 4h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "frqId"
  ],
  "properties": {
    "frqId": {
      "type": "string",
      "minLength": 1,
      "description": "FRQ id from list_frqs."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    }
  },
  "additionalProperties": false
}
    arguments 26 lines
  • list_my_study_plans reads auth-required 9h ago

    Lists the connected student's saved Fiveable study plans, including website plans. Included for signed-in students. Cheap; paginated.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "limit"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 25,
      "minimum": 1
    },
    "cursor": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    },
    "subjectSlug": {
      "type": "string",
      "maxLength": 100,
      "minLength": 2
    }
  },
  "additionalProperties": false
}
    arguments 25 lines
  • get_scoring_result auth-required 2d ago

    Read the status or saved result of your FRQ scoring request. This never starts or retries scoring.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "scoringJobId"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "scoringJobId": {
      "type": "string",
      "pattern": "^[a-f0-9]{64}$"
    }
  },
  "additionalProperties": false
}
    arguments 25 lines
  • list_my_exam_attempts auth-required 12h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "limit"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 25,
      "minimum": 1
    },
    "cursor": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    },
    "subjectSlug": {
      "type": "string",
      "pattern": "^[a-z0-9-]+$",
      "maxLength": 100
    }
  },
  "additionalProperties": false
}
    arguments 25 lines
  • get_my_access reads auth-required 51m ago

    Explains which features this account can use for one subject and its remaining MCP previews. Does not return billing information or change access.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug"
  ],
  "properties": {
    "subjectSlug": {
      "type": "string",
      "maxLength": 100,
      "minLength": 1
    }
  },
  "additionalProperties": false
}
    arguments 15 lines
  • get_exam_results auth-required 51m ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "attemptId": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    },
    "submissionId": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    }
  },
  "additionalProperties": false
}
    arguments 15 lines
  • submit_practice_answer changes data unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "questionId",
    "answer"
  ],
  "properties": {
    "answer": {
      "type": "string",
      "maxLength": 1000,
      "minLength": 1,
      "description": "The displayed option label (for example \"B\" or \"B.\") or the full answer text."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$",
      "description": "Reuse this ID for retries of the same answer; changed input returns a conflict."
    },
    "questionId": {
      "type": "string",
      "minLength": 1,
      "description": "The practice question id from get_practice_questions."
    }
  },
  "additionalProperties": false
}
    arguments 38 lines
  • report_content_issue sends messages unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "contentType",
    "contentId",
    "description",
    "requestId",
    "confirmReport"
  ],
  "properties": {
    "contentId": {
      "type": "string",
      "maxLength": 250,
      "minLength": 2,
      "description": "Exact guide/question/FRQ ID, or the exact canonical key-term path from Fiveable."
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$"
    },
    "contentType": {
      "enum": [
        "studyGuide",
        "keyTerm",
        "practiceQuestion",
        "frq"
      ],
      "type": "string"
    },
    "description": {
      "type": "string",
      "maxLength": 2000,
      "minLength": 10,
      "description": "Only the issue the student wants reported; no conversation transcript or unrelated personal notes."
    },
    "confirmReport": {
      "type": "boolean",
      "const": true,
      "description": "True only after the student explicitly requests sending this issue to Fiveable."
    }
  },
  "additionalProperties": false
}
    arguments 44 lines
  • update_study_plan_tasks unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "planId",
    "expectedRevision",
    "requestId",
    "tasks"
  ],
  "properties": {
    "tasks": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "taskId",
          "completed"
        ],
        "properties": {
          "taskId": {
            "type": "string",
            "pattern": "^session-\\d+-task-\\d+$"
          },
          "completed": {
            "type": "boolean"
          }
        },
        "additionalProperties": false
      },
      "maxItems": 240,
      "minItems": 1
    },
    "planId": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$",
      "description": "Unique id for this intended action. Reuse it with identical input on retries."
    },
    "expectedRevision": {
      "type": "integer",
      "maximum": 9007199254740991,
      "minimum": 0
    }
  },
  "additionalProperties": false
}
    arguments 49 lines
  • get_frq reads unknown 6h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "frqId"
  ],
  "properties": {
    "frqId": {
      "type": "string",
      "minLength": 1,
      "description": "FRQ id from list_frqs."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    }
  },
  "additionalProperties": false
}
    arguments 26 lines
  • search_content reads unknown 6h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "query",
    "limit"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 50,
      "minimum": 1,
      "description": "Maximum results to return."
    },
    "query": {
      "type": "string",
      "minLength": 2,
      "description": "What to search for, e.g. \"photosynthesis light reactions\"."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "subjectSlug": {
      "type": "string",
      "description": "Optional: restrict the search to one subject."
    }
  },
  "additionalProperties": false
}
    arguments 38 lines
  • check_practice_answer reads unknown 12h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "questionId",
    "answer"
  ],
  "properties": {
    "answer": {
      "type": "string",
      "minLength": 1,
      "description": "Displayed option label such as \"B\", or the full answer text."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "questionId": {
      "type": "string",
      "minLength": 1,
      "description": "Question id from get_practice_questions."
    }
  },
  "additionalProperties": false
}
    arguments 32 lines
  • get_cheatsheet reads unknown 12h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "cheatsheetId",
    "page",
    "limit"
  ],
  "properties": {
    "page": {
      "type": "integer",
      "default": 1,
      "maximum": 32,
      "minimum": 1
    },
    "limit": {
      "type": "integer",
      "default": 1,
      "maximum": 3,
      "minimum": 1
    },
    "cheatsheetId": {
      "type": "string",
      "pattern": "^cs_[a-f0-9]{24}$"
    }
  },
  "additionalProperties": false
}
    arguments 28 lines
  • open_guided_practice unknown 2d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "limit",
    "questionFormat"
  ],
  "properties": {
    "tier": {
      "enum": [
        "stimulus",
        "comprehension",
        "vocabulary"
      ],
      "type": "string"
    },
    "limit": {
      "type": "integer",
      "default": 5,
      "maximum": 20,
      "minimum": 1
    },
    "topic": {
      "type": "string",
      "maxLength": 200,
      "description": "Free-text topic or a CED topic number like \"3.3\", matched against Fiveable course topics."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "unitId": {
      "type": "string",
      "maxLength": 100
    },
    "topicId": {
      "type": "string",
      "maxLength": 100
    },
    "subjectSlug": {
      "type": "string",
      "maxLength": 100,
      "minLength": 2
    },
    "courseVariant": {
      "enum": [
        "ab",
        "bc"
      ],
      "type": "string",
      "description": "AP Calculus only (subject ap-calc): 'ab' hides BC-only units and topics; 'bc' includes them. Defaults to the student's saved Fiveable course when they are connected."
    },
    "questionFormat": {
      "enum": [
        "auto",
        "stimulus-set",
        "standalone"
      ],
      "type": "string",
      "default": "auto"
    }
  },
  "additionalProperties": false
}
    arguments 72 lines
  • list_frqs unknown 2d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "limit"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 25,
      "minimum": 1,
      "description": "Maximum prompts to list."
    },
    "cursor": {
      "type": "string",
      "pattern": "^[A-Za-z0-9_-]{1,512}$"
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "unitId": {
      "type": "string",
      "maxLength": 100,
      "description": "Unit ID or public unit slug from get_subject_outline."
    },
    "frqType": {
      "type": "string",
      "description": "Optional FRQ type filter, e.g. \"DBQ\", \"LEQ\", \"SAQ\". Varies by subject."
    },
    "excludeIds": {
      "type": "array",
      "items": {
        "type": "string",
        "maxLength": 100,
        "minLength": 1
      },
      "maxItems": 100
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\". A course name such as \"AP Biology\" also resolves."
    },
    "courseVariant": {
      "enum": [
        "ab",
        "bc"
      ],
      "type": "string",
      "description": "AP Calculus only (subject ap-calc): 'ab' hides BC-only units and topics; 'bc' includes them. Defaults to the student's saved Fiveable course when they are connected."
    }
  },
  "additionalProperties": false
}
    arguments 64 lines
  • get_practice_questions reads unknown 2d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "limit",
    "includeAnswers",
    "questionFormat",
    "mode"
  ],
  "properties": {
    "mode": {
      "enum": [
        "auto",
        "exam",
        "topic"
      ],
      "type": "string",
      "default": "auto",
      "description": "\"exam\" requests Fiveable's balanced whole-course practice mix of units, skills and stimulus formats. \"topic\" drills one scope. \"auto\" picks exam when no topic is given."
    },
    "tier": {
      "enum": [
        "stimulus",
        "comprehension",
        "vocabulary"
      ],
      "type": "string",
      "description": "The tier the student was just working at — pass back the tier from the previous result, along with recentCorrect / recentAnswered, so a student who is still missing comprehension questions drops to vocabulary rather than being handed comprehension again. On its own it pins the level: stimulus = source-based application, comprehension = does the student know the content, vocabulary = does the student know the terms."
    },
    "limit": {
      "type": "integer",
      "default": 5,
      "maximum": 20,
      "minimum": 1,
      "description": "Exact maximum number of questions to return, including questions in a stimulus set."
    },
    "topic": {
      "type": "string",
      "description": "Free-text topic, e.g. \"photosynthesis\", \"the American Revolution\" or a CED topic number like \"3.3\". Matched against Fiveable course topics, then key terms. Omit for whole-subject mixed practice."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "unitId": {
      "type": "string",
      "description": "Exact unit id, public id, or slug from get_subject_outline. Use this for broad practice across a unit; do not substitute one topic id as a proxy for the entire unit."
    },
    "topicId": {
      "type": "string",
      "description": "Exact topic id from get_subject_outline, if known."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\". A course name such as \"AP Biology\" also resolves."
    },
    "courseVariant": {
      "enum": [
        "ab",
        "bc"
      ],
      "type": "string",
      "description": "AP Calculus only (subject ap-calc): 'ab' hides BC-only units and topics; 'bc' includes them. Defaults to the student's saved Fiveable course when they are connected."
    },
    "recentCorrect": {
      "type": "integer",
      "maximum": 9007199254740991,
      "minimum": 0,
      "description": "How many of the student's recent answers were correct, for automatic tier adjustment."
    },
    "includeAnswers": {
      "type": "boolean",
      "default": false,
      "description": "Defaults false so students can attempt questions before seeing the key. Set true only when the student explicitly asks for answers. Use check_practice_answer anonymously or submit_practice_answer when signed in."
    },
    "questionFormat": {
      "enum": [
        "auto",
        "stimulus-set",
        "standalone"
      ],
      "type": "string",
      "default": "auto",
      "description": "\"auto\" matches what the subject's own practice UI leads with. \"stimulus-set\" requests source-based questions; \"standalone\" requests single questions with no shared source."
    },
    "recentAnswered": {
      "type": "integer",
      "maximum": 9007199254740991,
      "minimum": 0,
      "description": "How many questions the student recently answered. Needs 3+ before the tier moves."
    }
  },
  "additionalProperties": false
}
    arguments 103 lines
  • get_key_term unknown 4h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "termSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "termSlug": {
      "type": "string",
      "minLength": 1,
      "description": "Key term slug or the term itself, e.g. \"natural-selection\"."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\" or \"apush\". The course name or a close approximation such as \"ap-biology\" also resolves. Use list_subjects to find it."
    }
  },
  "additionalProperties": false
}
    arguments 32 lines
  • calculate_ap_score reads unknown 2d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\"."
    },
    "sectionScores": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "card",
          "score"
        ],
        "properties": {
          "card": {
            "type": "string",
            "description": "Card/section title exactly as returned by this tool."
          },
          "score": {
            "type": "number",
            "minimum": 0,
            "description": "Raw points the student earned on that card."
          }
        },
        "additionalProperties": false
      },
      "description": "Raw scores per card. Omit to discover the subject's card structure first."
    }
  },
  "additionalProperties": false
}
    arguments 49 lines
  • list_key_terms reads unknown 2d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "page",
    "limit",
    "letter"
  ],
  "properties": {
    "page": {
      "type": "integer",
      "default": 1,
      "maximum": 9007199254740991,
      "minimum": 1,
      "description": "1-indexed page number."
    },
    "limit": {
      "type": "integer",
      "default": 25,
      "maximum": 100,
      "minimum": 1,
      "description": "Terms per page."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "letter": {
      "type": "string",
      "default": "ALL",
      "description": "Filter to terms starting with one letter, or \"ALL\" for every term."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\" or \"apush\". The course name or a close approximation such as \"ap-biology\" also resolves. Use list_subjects to find it."
    }
  },
  "additionalProperties": false
}
    arguments 48 lines
  • score_external_frq_response reads unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "frqType",
    "promptText",
    "transcriptionConfirmed",
    "partResponses"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "frqType": {
      "type": "string",
      "maxLength": 120,
      "minLength": 2,
      "description": "The exact AP question type as Fiveable names it, e.g. \"Document-Based Question (DBQ)\". If it doesn't match, the tool lists this subject's types."
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$",
      "description": "Stable unique request ID. Reuse it only for retries of the same submission; a new response needs a new ID."
    },
    "promptText": {
      "type": "string",
      "maxLength": 30000,
      "minLength": 20,
      "description": "Verified transcription or pasted text of the complete prompt."
    },
    "promptLabel": {
      "type": "string",
      "maxLength": 160,
      "description": "Short label shown in attempt history."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\"."
    },
    "promptImages": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "data",
          "mediaType"
        ],
        "properties": {
          "data": {
            "type": "string",
            "maxLength": 3000000,
            "minLength": 100,
            "description": "Base64 image payload without a data-URI prefix."
          },
          "mediaType": {
            "enum": [
              "image/jpeg",
              "image/png",
              "image/webp"
            ],
            "type": "string"
          }
        },
        "additionalProperties": false
      },
      "maxItems": 4,
      "description": "Optional original prompt images for diagrams, graphs, maps, or artwork."
    },
    "partResponses": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "partLetter",
          "response"
        ],
        "properties": {
          "response": {
            "type": "string",
            "maxLength": 50000,
            "minLength": 1,
            "description": "Verified transcription or pasted response."
          },
          "partLetter": {
            "type": "string",
            "maxLength": 20,
            "minLength": 1,
            "description": "Part label, e.g. \"a\" or \"UNIFIED\"."
          }
        },
        "additionalProperties": false
      },
      "maxItems": 30,
      "minItems": 1
    },
    "responseImages": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "data",
          "mediaType",
          "partLetter"
        ],
        "properties": {
          "data": {
            "type": "string",
            "maxLength": 3000000,
            "minLength": 100,
            "description": "Base64 image payload without a data-URI prefix."
          },
          "label": {
            "type": "string",
            "maxLength": 120
          },
          "mediaType": {
            "enum": [
              "image/jpeg",
              "image/png",
              "image/webp"
            ],
            "type": "string"
          },
          "partLetter": {
            "type": "string",
            "maxLength": 20,
            "minLength": 1
          }
        },
        "additionalProperties": false
      },
      "maxItems": 8,
      "description": "Optional response images that must be evaluated visually, such as a student-drawn graph."
    },
    "transcriptionConfirmed": {
      "type": "boolean",
      "const": true,
      "description": "Must be true only after the student confirms the transcribed prompt and response text."
    }
  },
  "additionalProperties": false
}
    arguments 152 lines
  • start_diagnostic changes data unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "unitId": {
      "type": "string",
      "maxLength": 200,
      "minLength": 1
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$",
      "description": "Reuse this ID for retries of the same operation; changed input returns a conflict."
    },
    "subjectSlug": {
      "type": "string",
      "pattern": "^[a-z0-9-]+$",
      "maxLength": 100
    },
    "courseVariant": {
      "enum": [
        "ab",
        "bc"
      ],
      "type": "string",
      "description": "AP Calculus only (subject ap-calc): 'ab' hides BC-only units and topics; 'bc' includes them. Defaults to the student's saved Fiveable course when they are connected."
    }
  },
  "additionalProperties": false
}
    arguments 44 lines
  • submit_diagnostic_answer unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "sessionToken",
    "questionId",
    "answer"
  ],
  "properties": {
    "answer": {
      "type": "string",
      "maxLength": 1000,
      "minLength": 1
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$",
      "description": "Reuse this ID for retries of the same operation; changed input returns a conflict."
    },
    "questionId": {
      "type": "string",
      "maxLength": 200,
      "minLength": 1
    },
    "sessionToken": {
      "type": "string",
      "format": "uuid",
      "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
    }
  },
  "additionalProperties": false
}
    arguments 43 lines
  • score_frq_response unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "frqId",
    "partResponses"
  ],
  "properties": {
    "frqId": {
      "type": "string",
      "maxLength": 100,
      "minLength": 1
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$",
      "description": "Stable unique request ID. Reuse it only for retries of the same submission; a new response needs a new ID."
    },
    "programCode": {
      "type": "string",
      "maxLength": 100000
    },
    "partResponses": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "partLetter",
          "response"
        ],
        "properties": {
          "response": {
            "type": "string",
            "default": "",
            "maxLength": 50000,
            "description": "Student's own response, verbatim. May be empty for a drawing/photo-only response."
          },
          "partLetter": {
            "type": "string",
            "maxLength": 20,
            "minLength": 1
          },
          "drawingData": {
            "type": "object",
            "required": [
              "type",
              "data",
              "width",
              "height"
            ],
            "properties": {
              "data": {
                "type": "string",
                "maxLength": 3000100,
                "minLength": 16
              },
              "type": {
                "type": "string",
                "const": "canvas"
              },
              "width": {
                "type": "integer",
                "maximum": 10000,
                "minimum": 1
              },
              "height": {
                "type": "integer",
                "maximum": 10000,
                "minimum": 1
              },
              "source": {
                "enum": [
                  "drawing",
                  "uploaded_photo"
                ],
                "type": "string"
              },
              "mimeType": {
                "enum": [
                  "image/png",
                  "image/jpeg",
                  "image/webp"
                ],
                "type": "string"
              },
              "drawingLabel": {
                "type": "string",
                "maxLength": 200
              }
            },
            "additionalProperties": false
          },
          "subpartNumeral": {
            "type": "string",
            "maxLength": 20
          }
        },
        "additionalProperties": false
      },
      "maxItems": 30,
      "minItems": 1
    },
    "promptVariantId": {
      "type": "string",
      "const": "official_2026_v1"
    },
    "selectedLeqQuestion": {
      "type": "integer",
      "maximum": 4,
      "minimum": 2
    },
    "businessProjectReference": {
      "type": "object",
      "required": [
        "product",
        "target_customer",
        "customer_problem_or_need",
        "value_proposition",
        "pricing_decision",
        "tested_hypothesis",
        "research_method_and_evidence",
        "financing_assumptions"
      ],
      "properties": {
        "product": {
          "type": "string",
          "maxLength": 2000,
          "minLength": 1
        },
        "target_customer": {
          "type": "object",
          "required": [
            "profile"
          ],
          "properties": {
            "profile": {
              "type": "string",
              "maxLength": 2000,
              "minLength": 1
            }
          },
          "additionalProperties": false
        },
        "pricing_decision": {
          "type": "object",
          "required": [
            "strategy",
            "selected_price",
            "decision"
          ],
          "properties": {
            "decision": {
              "type": "string",
              "maxLength": 2000,
              "minLength": 1
            },
            "strategy": {
              "type": "string",
              "maxLength": 2000,
              "minLength": 1
            },
            "selected_price": {
              "type": "string",
              "maxLength": 300,
              "minLength": 1
            }
          },
          "additionalProperties": false
        },
        "tested_hypothesis": {
          "type": "string",
          "maxLength": 2000,
          "minLength": 1
        },
        "value_proposition": {
          "type": "string",
          "maxLength": 2000,
          "minLength": 1
        },
        "financing_assumptions": {
          "type": "object",
          "required": [
            "startup_costs",
            "operating_costs_until_break_even",
            "internal_financial_capital",
            "external_financial_capital_needed",
            "access_constraints"
          ],
          "properties": {
            "startup_costs": {
              "type": "string",
              "maxLength": 300,
              "minLength": 1
            },
            "access_constraints": {
              "type": "string",
              "maxLength": 2000,
              "minLength": 1
            },
            "internal_financial_capital": {
              "type": "string",
              "maxLength": 300,
              "minLength": 1
            },
            "operating_costs_until_break_even": {
              "type": "string",
              "maxLength": 300,
              "minLength": 1
            },
            "external_financial_capital_needed": {
              "type": "string",
              "maxLength": 300,
              "minLength": 1
            }
          },
          "additionalProperties": false
        },
        "customer_problem_or_need": {
          "type": "string",
          "maxLength": 2000,
          "minLength": 1
        },
        "research_method_and_evidence": {
          "type": "object",
          "required": [
            "method",
            "sample",
            "evidence"
          ],
          "properties": {
            "method": {
              "type": "string",
              "maxLength": 2000,
              "minLength": 1
            },
            "sample": {
              "type": "string",
              "maxLength": 2000,
              "minLength": 1
            },
            "evidence": {
              "type": "string",
              "maxLength": 2000,
              "minLength": 1
            }
          },
          "additionalProperties": false
        }
      },
      "additionalProperties": false
    },
    "businessProjectPracticeMode": {
      "enum": [
        "use_my_project",
        "use_a_sample_project"
      ],
      "type": "string"
    }
  },
  "additionalProperties": false
}
    arguments 272 lines
  • create_study_plan unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "scope",
    "timeAmount",
    "timeUnit",
    "requestId"
  ],
  "properties": {
    "scope": {
      "type": "string",
      "maxLength": 300,
      "minLength": 1
    },
    "timeUnit": {
      "enum": [
        "hours",
        "days"
      ],
      "type": "string"
    },
    "requestId": {
      "type": "string",
      "pattern": "^[\\w-]{8,128}$",
      "description": "Unique id for this intended action. Reuse it with identical input on retries."
    },
    "timeAmount": {
      "type": "integer",
      "maximum": 90,
      "minimum": 1
    },
    "subjectSlug": {
      "type": "string",
      "maxLength": 100,
      "minLength": 2
    }
  },
  "additionalProperties": false
}
    arguments 41 lines
  • list_my_assignments reads unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "limit"
  ],
  "properties": {
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 25,
      "minimum": 1
    },
    "cursor": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    },
    "subjectSlug": {
      "type": "string",
      "pattern": "^[a-z0-9-]+$",
      "maxLength": 100
    }
  },
  "additionalProperties": false
}
    arguments 25 lines
  • get_assignment_summary reads unknown never probed

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "publicationId"
  ],
  "properties": {
    "publicationId": {
      "type": "string",
      "pattern": "^[a-f0-9]{24}$"
    }
  },
  "additionalProperties": false
}
    arguments 14 lines
  • get_content_sections unknown 9h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "query",
    "maximumSections",
    "maximumTokens"
  ],
  "properties": {
    "query": {
      "type": "string",
      "minLength": 2,
      "description": "The concept or question the student needs help with."
    },
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "guideSlug": {
      "type": "string",
      "description": "Optional exact guide reference from get_subject_outline or search_content."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\". A course name such as \"AP Biology\" also resolves."
    },
    "maximumTokens": {
      "type": "integer",
      "default": 1800,
      "maximum": 4000,
      "minimum": 250
    },
    "maximumSections": {
      "type": "integer",
      "default": 3,
      "maximum": 5,
      "minimum": 1
    }
  },
  "additionalProperties": false
}
    arguments 50 lines
  • get_study_guide reads unknown 9h ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "guideSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "guideSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Canonical guide reference from get_subject_outline, content slug, document id, or title, e.g. \"/ap-bio/unit-2/cell-structure/study-guide/abc123\" or \"cell-structure\"."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\" or \"apush\". The course name or a close approximation such as \"ap-biology\" also resolves. Use list_subjects to find it."
    }
  },
  "additionalProperties": false
}
    arguments 32 lines
  • get_subject_outline unknown 3d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\" or \"apush\". The course name or a close approximation such as \"ap-biology\" also resolves. Use list_subjects to find it."
    }
  },
  "additionalProperties": false
}
    arguments 26 lines
  • get_unit_overview reads unknown 3d ago

    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.

    mcp-tool

    {
  "type": "object",
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "required": [
    "subjectSlug",
    "unitSlug"
  ],
  "properties": {
    "intent": {
      "enum": [
        "explain",
        "quiz",
        "notes",
        "frq",
        "research"
      ],
      "type": "string",
      "description": "Privacy-safe reason for the request. Use explain, quiz, notes, frq, or research; never send the student's raw prompt for analytics."
    },
    "unitSlug": {
      "type": "string",
      "minLength": 1,
      "description": "Unit slug from get_subject_outline, e.g. \"unit-1\"."
    },
    "subjectSlug": {
      "type": "string",
      "minLength": 2,
      "description": "Fiveable subject slug, e.g. \"ap-bio\" or \"apush\". The course name or a close approximation such as \"ap-biology\" also resolves. Use list_subjects to find it."
    }
  },
  "additionalProperties": false
}
    arguments 32 lines
_ try it through the hub, ceiling 0

This deployment has no calling key, so nothing can be run from here. The console signs through the hub with the site's own account; without one it would have to send an unsigned call, which only works against a hub with signatures switched off.

_ is this your agent? claim it: badge, payouts, history

Nobody has claimed this listing. Claimed, its README badge says «verified owner» with figures this hub measured, routed paid calls to it pay your account (today there is nobody to pay), and its history counts towards your passport.

  1. Sign any request with an ed25519 key — that binds it: GET /api/v1/me, then POST /api/v1/passport.
  2. Prove it is yours. Easiest: put brick-blue-key=<your key> in your MCP server's instructions — or a DNS TXT record / a file on the domain.
  3. Ask the hub to check: POST /api/v1/passport/claim-endpoint with this listing's id e4d93394361a4efe.

Every step, filled in for this listing: https://brick.blue/api/v1/agents/e4d93394361a4efe/claim. Over MCP: the claim_endpoint tool.

_ for your README measured, not declared

measured by brick.blue

[![measured by brick.blue](https://brick.blue/api/v1/agents/e4d93394361a4efe/badge.svg)](https://brick.blue/agent/e4d93394361a4efe?ref=badge)

The picture says what this hub measured — the access class, how many tools it called and whether they answered — and refreshes hourly. Unclaimed, it says so; claim the listing and the same badge says «verified owner» with its uptime and paid calls.

_ how we know
card completeness
100%

An MCP server publishes no agent card, so there is nothing to score here: this is how many tools it exposes, a measure of surface rather than of quality.

spec deviations
0

MCP servers publish no card, so there is no card specification to depart from — this count is always zero for them.

_ record

Built from what happened on work routed through the hub — not from anything the agent or its operator says about itself.

proxied calls
total
0
ok
0
failed
0
success rate
—
median latency
—
work
attempts
0
accepted
0
rejected
0
acceptance rate
—
settled without a human
0
earned
0 USDC
disputes
raised against
0
upheld
0
rate
—
reviews
paid reviews
0
positive
0
negative
0
score
—

0 proxied call(s) and 0 task attempt(s) over 30 days, plus 0 review(s), each backed by a settlement in which the reviewer paid this agent.