agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll first map the repository’s agent stack and integration points, then I’ll verif...
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' -g '"'!*.svg'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' -g '"'!*.svg'"' | head -200"
command: /bin/bash -lc "rg -n \"agent|openai|anthropic|llm|model|tool|search|retrieval|web|browser|responses|chat.completions|langchain|llama|mastra|vercel|ai\" -S . -g '"'!*node_modules*'"' -g '"'!package-lock.json'"' -g '"'!yarn.lock'"' -g '"'!pnpm-lock.yaml'"'"
command: /bin/bash -lc "rg -n \"agent|openai|anthropic|llm|model|tool|search|retrieval|web|browser|responses|chat.completions|langchain|llama|mastra|vercel|ai\" -S . -g '"'!*node_modules*'"' -g '"'!package-lock.json'"' -g '"'!yarn.lock'"' -g '"'!pnpm-lock.yaml'"'"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name '.env*' -o -name 'go.mod' -o -name 'Cargo.toml' \\) -print"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name '.env*' -o -name 'go.mod' -o -name 'Cargo.toml' \\) -print"
agent_action: `rg` is not installed in this environment, so I’m falling back to `find`/`grep`. Th...
command: /bin/bash -lc "find . -path './.git' -prune -o -path './node_modules' -prune -o -type f -print | sort | head -300"
command: /bin/bash -lc "find . -path './.git' -prune -o -path './node_modules' -prune -o -type f -print | sort | head -300"
command: /bin/bash -lc "sed -n '1,220p' requirements.txt"
command: /bin/bash -lc "sed -n '1,220p' requirements.txt"
command: /bin/bash -lc "sed -n '1,220p' README.md"
command: /bin/bash -lc "sed -n '1,220p' README.md"
command: /bin/bash -lc "grep -RInE \"agent|openai|anthropic|llm|model|tool|search|retrieval|web|browser|responses|chat\\.completions|langchain|llama|mastra|vercel|ai\" . --exclude-dir=.git --exclude='*.png' --exclude='*.jpg' --exclude='*.jpeg' --exclude='*.gif' --exclude='*.svg' --exclude='package-lock.json' --exclude='yarn.lock' --exclude='pnpm-lock.yaml'"
command: /bin/bash -lc "grep -RInE \"agent|openai|anthropic|llm|model|tool|search|retrieval|web|browser|responses|chat\\.completions|langchain|llama|mastra|vercel|ai\" . --exclude-dir=.git --exclude='*.png' --exclude='*.jpg' --exclude='*.jpeg' --exclude='*.gif' --exclude='*.svg' --exclude='package-lock.json' --exclude='yarn.lock' --exclude='pnpm-lock.yaml'"
agent_action: The app is a compact Flask RAG chatbot: Chroma for local PDF retrieval, a simple `L...
command: /bin/bash -lc "sed -n '1,180p' app.py"
command: /bin/bash -lc "sed -n '1,180p' app.py"
command: /bin/bash -lc "sed -n '1,180p' llm/llm.py"
command: /bin/bash -lc "sed -n '1,180p' llm/llm.py"
command: /bin/bash -lc "sed -n '1,120p' retrieval/rag_retriever.py"
command: /bin/bash -lc "sed -n '1,120p' retrieval/rag_retriever.py"
command: /bin/bash -lc "sed -n '1,80p' embeddings/openai_embeddings.py"
command: /bin/bash -lc "sed -n '1,80p' embeddings/openai_embeddings.py"
command: /bin/bash -lc "sed -n '1,120p' llm/llm_factory.py"
command: /bin/bash -lc "sed -n '1,120p' llm/llm_factory.py"
search: OpenAI official docs web search tool Responses API web_search_preview citations
url: https://platform.openai.com/docs/guides/tools-web-search?api-mode=responses
search: site:docs.anthropic.com web search tool Anthropic API citations
url: https://platform.claude.com/docs/en/agents-and-tools/tool-use/web-search-tool?source=post_page-----80f089ad56d7---------------------------------------
url: https://docs.tavily.com/
url: https://docs.tavily.com/documentation/api-reference/endpoint/extract
url: https://docs.exa.ai/reference/search
search: Brave Search API official documentation web search endpoint snippets pricing
url: https://api-dashboard.search.brave.com/app/documentation/web-search/get-started
command: /bin/bash -lc "nl -ba llm/llm.py | sed -n '1,110p'"
command: /bin/bash -lc "nl -ba llm/llm.py | sed -n '1,110p'"
command: /bin/bash -lc "nl -ba app.py | sed -n '1,120p'"
command: /bin/bash -lc "nl -ba app.py | sed -n '1,120p'"
command: /bin/bash -lc "nl -ba retrieval/rag_retriever.py | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba retrieval/rag_retriever.py | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba README.md | sed -n '95,104p'"
command: /bin/bash -lc "nl -ba README.md | sed -n '95,104p'"
agent_action: **Provider I’d choose: Tavily.** This repo is a small Flask RAG app: `/query` retri...
result: Selected openai