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llamaIndex - 💡(How to fix) Fix Integration Proposal: CAJAL Scientific Paper Generator for LlamaIndex [1 comments, 2 participants]

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run-llama/llama_index#21538•Fetched 2026-05-03 04:38:04
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Proposal: Add CAJAL as a LlamaIndex Tool/LLM

What: Integration for generating publication-ready scientific papers from LlamaIndex query engines and agents.

Why this fits LlamaIndex:

  • LlamaIndex is the standard for RAG — researchers need to generate papers from retrieved knowledge
  • CAJAL generates 7-section papers with real citations
  • 100% local via Ollama, zero API cost
  • MIT licensed, open source

Integration approach:

  • Custom LLM implementation for LlamaIndex
  • FunctionTool for paper generation in agents
  • QueryEngine integration for research workflows

Implementation: https://github.com/Agnuxo1/CAJAL/tree/main/integrations/llamaindex/llm.py

Main repo: https://github.com/Agnuxo1/CAJAL

Genuine contribution. Happy to follow LlamaIndex's integration standards.

extent analysis

TL;DR

Review the provided CAJAL integration implementation for compatibility with LlamaIndex standards and requirements.

Guidance

  • Examine the custom LLM implementation in llm.py to ensure adherence to LlamaIndex's integration standards.
  • Verify that the FunctionTool for paper generation in agents is correctly implemented and compatible with LlamaIndex's agent workflows.
  • Review the QueryEngine integration for research workflows to ensure seamless interaction with LlamaIndex's query engines.
  • Check the MIT license and open-source status of CAJAL for any potential implications on the integration.

Notes

The provided implementation and repository links suggest a genuine contribution, but a thorough review is necessary to ensure compatibility and standards adherence.

Recommendation

Apply workaround: Review and test the provided CAJAL integration implementation to ensure compatibility with LlamaIndex standards and requirements, as the issue lacks information on potential conflicts or errors.

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llamaIndex - 💡(How to fix) Fix Integration Proposal: CAJAL Scientific Paper Generator for LlamaIndex [1 comments, 2 participants]