Why We Built a Typeform Knowledge Graph Connector for Cognee

Описание и применение

Создан коннектор Typeform для Cognee, который преобразует ответы в чистый маркдаун, улучшая извлечение сущностей и поиск по графу.

Задача

Survey responses in raw JSON break similarity lookups in LLM/RAG pipelines because they lack clean prose and semantic context.

Результат

The connector resolves Typeform schemas, maps answers to question titles, serializes responses into markdown prose, and feeds Cognee for entity extraction, improving similarity search and multi-hop querying.

Рабочий процесс

• 1. Install connector: pip install cognee-community-connector-typeform
• 2. Configure source with Typeform token, form IDs, and since timestamp
• 3. Ingest data via cognee.add()
• 4. Cognify dataset to extract entities and relations
• 5. Query the graph with natural language questions

Доказательства

Forms don't output clean prose. They spit out disjointed JSON arrays: arbitrary field IDs, cryptic choice indexes, nested metadata, and missing answers.

Источник

Our connector hooks into Typeform's Forms and Responses APIs via a resilient dlt pipeline.

Источник

Each submission is transformed into clean prose: ...

Источник