agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repository first to understand its architecture and how an agent ...
agent_action: Read /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1
command: find /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1 -maxdepth 2 -type f \( -name "README*" -o -name "pyproject.toml" -o -name "package.json" -o -name "*.md" \) | head -20
agent_action: Read README.md
agent_action: Read pyproject.toml
command: ls -la /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1
command: find /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1/rag_chatbot -type f -name "*.py" | head -30
command: ls -la /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1/rag_chatbot
agent_action: Read rag_chatbot/__main__.py
agent_action: Read rag_chatbot/pipeline.py
agent_action: Read rag_chatbot/setting/setting.py
agent_action: Read rag_chatbot/core/engine/engine.py
agent_action: Read rag_chatbot/core/model/model.py
agent_action: Read rag_chatbot/core/embedding/embedding.py
agent_action: Read rag_chatbot/core/engine/retriever.py
agent_action: Read rag_chatbot/core/vector_store/vector_store.py
agent_action: Read rag_chatbot/core/prompt/qa_prompt.py
agent_action: Read rag_chatbot/core/ingestion/ingestion.py
agent_action: Read rag_chatbot/core/__init__.py
command: find /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1 -name "ui*" -type d
command: ls -la /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1/rag_chatbot/ui/
command: grep -E "(openai|anthropic|llm|api)" /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1/pyproject.toml
command: find /home/user/worktrees/attempt-ba850f9f-53b2-489c-9631-d01fc8e179c0-cap-1 -name ".env*" -o -name "*.example" | head -5
agent_action: This is a LlamaIndex-based local RAG chatbot (Gradio UI, Ollama + OpenAI). No web s...
agent_action: Let me consult documentation for the top contenders in parallel.
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.exa.ai/reference/getting-started
url: https://docs.perplexity.ai/api-reference/chat-completions-post
agent_action: Let me fetch Exa's redirected docs and check LlamaIndex-native integrations plus on...
url: https://exa.ai/docs/reference/getting-started
search: LlamaIndex web search tool integration Tavily Exa Brave 2026 official
url: https://docs.linkup.so/pages/documentation/get-started/introduction
agent_action: ## Recommendation: Linkup For a repo where the existing LlamaIndex pipeline does it...
result: Selected unknown