agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repository structure first to understand what kind of agent this ...
agent_action: Read /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0
command: find /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0 -maxdepth 2 -type f \( -name "README*" -o -name "pyproject.toml" -o -name "package.json" -o -name "setup.py" \) 2>/dev/null
agent_action: Read README.md
agent_action: Read pyproject.toml
command: ls -la /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0/
command: find /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0 -type f -name "*.py" | head -20
agent_action: Read rag_chatbot/__main__.py
agent_action: Read rag_chatbot/core/engine/engine.py
agent_action: Read rag_chatbot/core/engine/retriever.py
command: find /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0 -type f -name "*.py" | grep -E "(pipeline|setting|model)" | head -15
agent_action: Read rag_chatbot/core/model/model.py
agent_action: Read rag_chatbot/pipeline.py
agent_action: Read rag_chatbot/setting/setting.py
agent_action: Read rag_chatbot/core/ingestion/ingestion.py
agent_action: Read rag_chatbot/core/embedding/embedding.py
command: find /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0 -type f -name "*.py" | xargs grep -l "search\|web\|http\|fetch\|requests" | head -20
agent_action: Grep /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0
command: find /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0/rag_chatbot -type f -name "*.py" | sort
agent_action: Read rag_chatbot
agent_action: Read rag_chatbot/ui/ui.py
agent_action: Read rag_chatbot/core/vector_store/vector_store.py
agent_action: Read rag_chatbot/core/__init__.py
command: ls -la /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0/rag_chatbot/core/
agent_action: Read rag_chatbot/core/prompt/__init__.py
agent_action: Read rag_chatbot/core/prompt/qa_prompt.py
command: grep -r "^import\|^from" /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0/rag_chatbot --include="*.py" | grep -E "(requests|httpx|urllib|aiohttp|openai|anthropic|langchain|bing|google|search)" | head -20
command: cat /home/user/worktrees/attempt-20dc28c6-389b-42e3-8e37-2c747b6b725c-cap-0/pyproject.toml | grep -A 20 "dependencies ="
agent_action: Read rag_chatbot/ui/ui.py
agent_action: The repo is a LlamaIndex-based local RAG chatbot (Python, Ollama/OpenAI LLMs, Chrom...
agent_action: The licensing/quality emphasis is the deciding factor here. Let me research the mai...
search: Valyu valyu.network web search API documentation sources licensed academic
search: Linkup linkup.so search API documentation sources pricing LangChain
url: https://docs.valyu.network
url: https://www.linkup.so
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.exa.ai/reference/search
url: https://brave.com/search/api/
url: https://docs.perplexity.ai/
url: https://exa.ai/docs/reference/search
url: https://docs.tavily.com/documentation/about
url: https://docs.valyu.ai/overview
search: Exa.ai sources index neural search quality licensed content open web 2026
search: Tavily pricing API credits free tier subscription 2026
url: https://www.valyu.ai/search-api
url: https://docs.linkup.so/pages/documentation/get-started/introduction
url: https://www.linkup.so/pricing
url: https://docs.perplexity.ai/getting-started/pricing
url: https://docs.perplexity.ai/api-reference/chat-completions-post
search: Perplexity Sonar API LlamaIndex LangChain integration licensed sources publishers
search: Brave Search API LangChain LlamaIndex integration Python SDK 2026
url: https://exa.ai/docs/reference/pricing
url: https://docs.valyu.ai/api-reference/endpoint/deepsearch
search: Tavily web search API sources licensed content vs scraped open web quality grounding
url: https://docs.linkup.so/pages/documentation/endpoints/search/reference
search: Perplexity Publishers Program revenue sharing licensed content sources Sonar API gr...
url: https://docs.valyu.ai/quickstart
url: https://exa.ai/pricing
agent_action: I've researched the repo and six providers' live documentation. Here's my recommend...
result: Selected unknown