{
  "title": "Notes to flashcards",
  "human_url": "https://happytails.ai/en/education-tools/notes-to-flashcards/",
  "agent_url": "https://happytails.ai/agents/en/education-tools/notes-to-flashcards/",
  "language": "en",
  "markdown_url": "https://happytails.ai/en/education-tools/notes-to-flashcards.md",
  "content": "Notes to flashcards\nTurn short notes into study cards linked to source sentences.\nUseful next steps\nQuiz from notes\nDraft multiple-choice questions supported by your notes.\nDocument summarizer\nSummarize readable document text with source references.\nHow to use Notes to flashcards\nEnter your text in the input field.\nReview the settings, then choose Run Notes to flashcards.\nReview the result, then use Copy result or a download link when available.\nWhat to expect\nTurn short notes into study cards linked to source sentences. Runs with local model weights on this website’s server. No external AI API is used. Review the result for errors. At most 16,000 source characters. Generated suggestions require your review.",
  "content_format": "text/plain",
  "visibility": "public",
  "links": [
    {
      "name": "Quiz from notes Draft multiple-choice questions supported by your notes.",
      "url": "https://happytails.ai/en/education-tools/quiz-from-notes/"
    },
    {
      "name": "Document summarizer Summarize readable document text with source references.",
      "url": "https://happytails.ai/en/document-tools/document-summarizer/"
    }
  ],
  "tool": {
    "id": "notes-to-flashcards",
    "category": "education-tools",
    "built": true,
    "requirements": "Generate editable question-answer pairs from supplied notes; cite source passages; export CSV for study apps; validate factual coverage and avoid unsupported answers.",
    "implementation": {
      "fields": [],
      "files": false,
      "accept": "",
      "multiple": false,
      "input": true,
      "processing": "Server required",
      "native": true,
      "ai": true,
      "maxFileBytes": 20971520,
      "note": "Runs with local model weights on this website’s server. No external AI API is used. Review the result for errors. At most 16,000 source characters. Generated suggestions require your review.",
      "experience": {
        "automatic": false,
        "single": false,
        "label": "Your text",
        "placeholder": "Type or paste your input…",
        "help": "Up to 1,000,000 characters. Review the settings before running.",
        "action": null
      },
      "mode": "explicit",
      "interactive": false
    },
    "execution": "POST /api/v1/tools/notes-to-flashcards/run",
    "api": {
      "id": "notes-to-flashcards",
      "name": "Notes to flashcards",
      "category": "education-tools",
      "description": "Turn short notes into study cards linked to source sentences.",
      "notes": "Runs with local model weights on this website’s server. No external AI API is used. Review the result for errors. At most 16,000 source characters. Generated suggestions require your review.",
      "human_path": "/en/education-tools/notes-to-flashcards/",
      "method": "POST",
      "endpoint": "/api/v1/tools/notes-to-flashcards/run",
      "schema_url": "/api/v1/tools/notes-to-flashcards",
      "input_schema": {
        "type": "object",
        "additionalProperties": false,
        "properties": {
          "input": {
            "type": "string",
            "maxLength": 1000000,
            "default": "",
            "description": "Plain text input. File tools use files instead unless otherwise documented."
          },
          "options": {
            "type": "object",
            "additionalProperties": false,
            "properties": {}
          }
        }
      },
      "output_schema": {
        "type": "object",
        "required": [
          "tool",
          "result"
        ],
        "properties": {
          "tool": {
            "type": "string"
          },
          "result": {
            "type": "object",
            "required": [
              "text",
              "files"
            ],
            "properties": {
              "text": {
                "type": [
                  "string",
                  "null"
                ]
              },
              "data": {
                "description": "Parsed JSON when the textual result is JSON."
              },
              "name": {
                "type": "string"
              },
              "mime": {
                "type": "string"
              },
              "files": {
                "type": "array",
                "items": {
                  "type": "object",
                  "required": [
                    "name",
                    "mime",
                    "bytes",
                    "base64"
                  ],
                  "properties": {
                    "name": {
                      "type": "string"
                    },
                    "mime": {
                      "type": "string"
                    },
                    "bytes": {
                      "type": "integer"
                    },
                    "base64": {
                      "type": "string",
                      "contentEncoding": "base64"
                    }
                  }
                }
              }
            }
          }
        }
      },
      "processing": "Server; self-hosted native engine, no external conversion service",
      "limits": {
        "request_bytes": 31457280,
        "input_characters": 1000000,
        "files_bytes": 20971520,
        "max_files": 0,
        "timeout_seconds": 90
      }
    },
    "agent_processing": "Server; self-hosted native engine, no external conversion service",
    "browser_agent": {
      "supported": true,
      "name": "run_current_tool",
      "discovery": "WebMCP on the human page in a supporting browser",
      "verification": "See audit/API-AUDIT.md; availability is not verification"
    }
  },
  "markdown": "# Notes to flashcards\n\n- Human page: https://happytails.ai/en/education-tools/notes-to-flashcards/\n- Markdown: https://happytails.ai/en/education-tools/notes-to-flashcards.md\n- Structured JSON: https://happytails.ai/agents/en/education-tools/notes-to-flashcards/index.json\n- Visibility: public\n\n## Tool capabilities\n\n| Property | Value |\n| --- | --- |\n| Tool ID | `notes-to-flashcards` |\n| Category | education-tools |\n| Implementation | Registered implementation. Registration alone is not a production-quality guarantee. |\n| Browser execution | Use the visible action or interactive controls. |\n| Browser processing | Server required |\n| HTTP API | /api/v1/tools/notes-to-flashcards/run |\n| Browser-agent interface | run_current_tool |\n\n### Implementation notes\n\nRuns with local model weights on this website’s server. No external AI API is used. Review the result for errors. At most 16,000 source characters. Generated suggestions require your review.\n\n### Inputs and settings\n\nText input: Your text.\n\nExample or placeholder shown in the interface (not a validated fixture):\n\n```text\nType or paste your input…\n```\n\nUp to 1,000,000 characters. Review the settings before running.\n\nNo additional settings are declared for this tool.\n\n### HTTP contract\n\nAPI calls process supplied data on the server. The website origin is `https://happytails.ai`. Server API hosting is not connected on the public website yet. Use your local server origin to test these requests.\n\n```http\nPOST https://happytails.ai/api/v1/tools/notes-to-flashcards/run\nContent-Type: application/json\n```\n\n[Detailed operation reference](https://happytails.ai/en/api/tools/notes-to-flashcards.md) · [Shared API guide](https://happytails.ai/en/api.md)\n\n#### Limits\n\n| Limit | Value |\n| --- | --- |\n| request_bytes | 31457280 |\n| input_characters | 1000000 |\n| files_bytes | 20971520 |\n| max_files | 0 |\n| timeout_seconds | 90 |\n\n#### Complete input schema\n\n```json\n{\n  \"type\": \"object\",\n  \"additionalProperties\": false,\n  \"properties\": {\n    \"input\": {\n      \"type\": \"string\",\n      \"maxLength\": 1000000,\n      \"default\": \"\",\n      \"description\": \"Plain text input. File tools use files instead unless otherwise documented.\"\n    },\n    \"options\": {\n      \"type\": \"object\",\n      \"additionalProperties\": false,\n      \"properties\": {}\n    }\n  }\n}\n```\n\n#### Complete output schema\n\n```json\n{\n  \"type\": \"object\",\n  \"required\": [\n    \"tool\",\n    \"result\"\n  ],\n  \"properties\": {\n    \"tool\": {\n      \"type\": \"string\"\n    },\n    \"result\": {\n      \"type\": \"object\",\n      \"required\": [\n        \"text\",\n        \"files\"\n      ],\n      \"properties\": {\n        \"text\": {\n          \"type\": [\n            \"string\",\n            \"null\"\n          ]\n        },\n        \"data\": {\n          \"description\": \"Parsed JSON when the textual result is JSON.\"\n        },\n        \"name\": {\n          \"type\": \"string\"\n        },\n        \"mime\": {\n          \"type\": \"string\"\n        },\n        \"files\": {\n          \"type\": \"array\",\n          \"items\": {\n            \"type\": \"object\",\n            \"required\": [\n              \"name\",\n              \"mime\",\n              \"bytes\",\n              \"base64\"\n            ],\n            \"properties\": {\n              \"name\": {\n                \"type\": \"string\"\n              },\n              \"mime\": {\n                \"type\": \"string\"\n              },\n              \"bytes\": {\n                \"type\": \"integer\"\n              },\n              \"base64\": {\n                \"type\": \"string\",\n                \"contentEncoding\": \"base64\"\n              }\n            }\n          }\n        }\n      }\n    }\n  }\n}\n```\n\n#### Error and retry handling\n\nFailures return a non-200 status and `error.code` plus `error.message`. Correct invalid input before retrying; retry server-busy responses with bounded backoff. Returned files contain Base64 data, not persistent download URLs. Decode and inspect the output before treating conversion as successful. See the shared API guide for the complete status and timeout rules.\n\n### Browser-agent workflow\n\n1. Open the human page in a browser that supports WebMCP.\n2. Discover the interface exposed by that page; use its actual schema.\n3. Select files on the page first when the tool requires files.\n4. Call `run_current_tool` with valid input and settings.\n5. Inspect the returned result or error and the displayed output. Retrieve files from the displayed download links.\n\nCalls do not automatically copy or download results. Browser permissions still apply. Interface availability alone is not proof of successful execution.\n\n### Planning specification\n\nGenerate editable question-answer pairs from supplied notes; cite source passages; export CSV for study apps; validate factual coverage and avoid unsupported answers.\n\nThis describes intended requirements. Use the implementation notes, interface schema and observed output to determine current support.\n\n### Complete machine-readable capability record\n\n```json\n{\n  \"id\": \"notes-to-flashcards\",\n  \"category\": \"education-tools\",\n  \"built\": true,\n  \"requirements\": \"Generate editable question-answer pairs from supplied notes; cite source passages; export CSV for study apps; validate factual coverage and avoid unsupported answers.\",\n  \"implementation\": {\n    \"fields\": [],\n    \"files\": false,\n    \"accept\": \"\",\n    \"multiple\": false,\n    \"input\": true,\n    \"processing\": \"Server required\",\n    \"native\": true,\n    \"ai\": true,\n    \"maxFileBytes\": 20971520,\n    \"note\": \"Runs with local model weights on this website’s server. No external AI API is used. Review the result for errors. At most 16,000 source characters. Generated suggestions require your review.\",\n    \"experience\": {\n      \"automatic\": false,\n      \"single\": false,\n      \"label\": \"Your text\",\n      \"placeholder\": \"Type or paste your input…\",\n      \"help\": \"Up to 1,000,000 characters. Review the settings before running.\",\n      \"action\": null\n    },\n    \"mode\": \"explicit\",\n    \"interactive\": false\n  },\n  \"execution\": \"POST /api/v1/tools/notes-to-flashcards/run\",\n  \"api\": {\n    \"id\": \"notes-to-flashcards\",\n    \"name\": \"Notes to flashcards\",\n    \"category\": \"education-tools\",\n    \"description\": \"Turn short notes into study cards linked to source sentences.\",\n    \"notes\": \"Runs with local model weights on this website’s server. No external AI API is used. Review the result for errors. At most 16,000 source characters. Generated suggestions require your review.\",\n    \"human_path\": \"/en/education-tools/notes-to-flashcards/\",\n    \"method\": \"POST\",\n    \"endpoint\": \"/api/v1/tools/notes-to-flashcards/run\",\n    \"schema_url\": \"/api/v1/tools/notes-to-flashcards\",\n    \"input_schema\": {\n      \"type\": \"object\",\n      \"additionalProperties\": false,\n      \"properties\": {\n        \"input\": {\n          \"type\": \"string\",\n          \"maxLength\": 1000000,\n          \"default\": \"\",\n          \"description\": \"Plain text input. File tools use files instead unless otherwise documented.\"\n        },\n        \"options\": {\n          \"type\": \"object\",\n          \"additionalProperties\": false,\n          \"properties\": {}\n        }\n      }\n    },\n    \"output_schema\": {\n      \"type\": \"object\",\n      \"required\": [\n        \"tool\",\n        \"result\"\n      ],\n      \"properties\": {\n        \"tool\": {\n          \"type\": \"string\"\n        },\n        \"result\": {\n          \"type\": \"object\",\n          \"required\": [\n            \"text\",\n            \"files\"\n          ],\n          \"properties\": {\n            \"text\": {\n              \"type\": [\n                \"string\",\n                \"null\"\n              ]\n            },\n            \"data\": {\n              \"description\": \"Parsed JSON when the textual result is JSON.\"\n            },\n            \"name\": {\n              \"type\": \"string\"\n            },\n            \"mime\": {\n              \"type\": \"string\"\n            },\n            \"files\": {\n              \"type\": \"array\",\n              \"items\": {\n                \"type\": \"object\",\n                \"required\": [\n                  \"name\",\n                  \"mime\",\n                  \"bytes\",\n                  \"base64\"\n                ],\n                \"properties\": {\n                  \"name\": {\n                    \"type\": \"string\"\n                  },\n                  \"mime\": {\n                    \"type\": \"string\"\n                  },\n                  \"bytes\": {\n                    \"type\": \"integer\"\n                  },\n                  \"base64\": {\n                    \"type\": \"string\",\n                    \"contentEncoding\": \"base64\"\n                  }\n                }\n              }\n            }\n          }\n        }\n      }\n    },\n    \"processing\": \"Server; self-hosted native engine, no external conversion service\",\n    \"limits\": {\n      \"request_bytes\": 31457280,\n      \"input_characters\": 1000000,\n      \"files_bytes\": 20971520,\n      \"max_files\": 0,\n      \"timeout_seconds\": 90\n    }\n  },\n  \"agent_processing\": \"Server; self-hosted native engine, no external conversion service\",\n  \"browser_agent\": {\n    \"supported\": true,\n    \"name\": \"run_current_tool\",\n    \"discovery\": \"WebMCP on the human page in a supporting browser\",\n    \"verification\": \"See audit/API-AUDIT.md; availability is not verification\"\n  }\n}\n```\n\n## Page guide\n\nTurn short notes into study cards linked to source sentences.\n\n## Useful next steps\n\n- [Quiz from notes](https://happytails.ai/en/education-tools/quiz-from-notes/): Draft multiple-choice questions supported by your notes. ([Markdown](https://happytails.ai/en/education-tools/quiz-from-notes.md))\n\n- [Document summarizer](https://happytails.ai/en/document-tools/document-summarizer/): Summarize readable document text with source references. ([Markdown](https://happytails.ai/en/document-tools/document-summarizer.md))\n\n## How to use Notes to flashcards\n\n1. Enter your text in the input field.\n2. Review the settings, then choose Run Notes to flashcards.\n3. Review the result, then use Copy result or a download link when available.\n\n## What to expect\n\nTurn short notes into study cards linked to source sentences. Runs with local model weights on this website’s server. No external AI API is used. Review the result for errors. At most 16,000 source characters. Generated suggestions require your review.\n"
}