agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll inspect the repo shape first so the provider choice is grounded in how this ag...
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' | head -200"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name '*.md' \\) | sort | head -100"
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name '*.md' \\) | sort | head -100"
agent_action: The workspace is small and `rg` is not installed here, so I’m falling back to `find...
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "find . -maxdepth 5 -type f | sort | sed 's#"'^./##'"' | head -300"
command: /bin/bash -lc "find . -maxdepth 5 -type f | sort | sed 's#"'^./##'"' | head -300"
command: /bin/bash -lc "sed -n '1,240p' pyproject.toml"
command: /bin/bash -lc "sed -n '1,240p' pyproject.toml"
agent_action: The project is a Python/Gradio PDF RAG chatbot built on LlamaIndex 0.10 with local ...
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/core/engine/retriever.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/core/engine/retriever.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/pipeline.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/pipeline.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/setting/setting.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/setting/setting.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/core/engine/engine.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/core/engine/engine.py"
agent_action: The current query path is not an agent/tool loop; it builds a LlamaIndex chat engin...
command: /bin/bash -lc "sed -n '1,240p' rag_chatbot/core/ingestion/ingestion.py"
command: /bin/bash -lc "sed -n '1,240p' rag_chatbot/core/ingestion/ingestion.py"
command: /bin/bash -lc "sed -n '1,240p' rag_chatbot/core/prompt/qa_prompt.py"
command: /bin/bash -lc "sed -n '1,240p' rag_chatbot/core/prompt/qa_prompt.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/ui/ui.py"
command: /bin/bash -lc "sed -n '1,260p' rag_chatbot/ui/ui.py"
command: /bin/bash -lc "grep -R \"OpenAI\\|requests\\|Retriever\\|tool\\|stream_chat\\|chat\" -n rag_chatbot | head -200"
command: /bin/bash -lc "grep -R \"OpenAI\\|requests\\|Retriever\\|tool\\|stream_chat\\|chat\" -n rag_chatbot | head -200"
search: Exa API documentation search contents highlights autoprompt 2026
agent_action: I’m going to include both search APIs and retrieval/crawl APIs in the candidate poo...
command: /bin/bash -lc "sed -n '1,220p' /home/user/.codex/skills/.system/openai-docs/SKILL.md"
command: /bin/bash -lc "sed -n '1,220p' /home/user/.codex/skills/.system/openai-docs/SKILL.md"
search: site:platform.openai.com/docs web search tool Responses API documentation 2026
search: Firecrawl search API documentation web search extract 2026
search: SerpAPI documentation Google Search API 2026
search: site:google.serper.dev documentation serper API search
search: Google Custom Search JSON API documentation decommission 2027 new projects unavailable
search: Azure AI Agent Service Grounding with Bing Search documentation 2026 Microsoft Learn
search: Linkup company France web search API AI documentation
search: Linkup search API company based France AI search API
search: Parallel AI search API documentation web research API 2026
url: https://platform.openai.com/docs/guides/tools-file-search/
url: https://docs.tavily.com/
search: 'largest independent index' in https://brave.com/search/api/
url: https://docs.tavily.com/api-reference/endpoint/search
url: https://docs.brightdata.com/scraping-automation/serp-api
search: Jina AI Search Foundation API documentation s.jina.ai Reader API 2026
agent_action: **Recommendation** Choose **Tavily Search + Extract** as the default managed web-se...
result: Selected unknown