Why We Built a Typeform Knowledge Graph Connector for Cognee

说明与用途

为 Cognee 构建了 Typeform 连接器，将原始 JSON 调查响应转换为结构化 Markdown 语料，提升实体提取和图搜索效果。

问题

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

结果

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.

工作流

• 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

证据

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

来源

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

来源

Each submission is transformed into clean prose: ...

来源