agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repo's architecture first, then verify provider docs before recom...
command: find /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3 -type f -name "*.py" | grep -E "(llm_service|kb_retrieval|endpoints|config)" | head -20
agent_action: Read backend/services/llm_service.py
agent_action: Read backend/services/kb_retrieval_service.py
agent_action: Read backend/config.py
agent_action: Read backend/api/v1/endpoints.py
agent_action: Read backend/api/v1/endpoints.py
agent_action: Grep /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3
command: find /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3/scrapling-service -type f -name "*.py" | head -10
agent_action: Read scrapling-service/main.py
command: grep -n "retrieve\|context\|prompt\|messages" /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3/backend/api/v1/endpoints.py | head -40
agent_action: Read backend/api/v1/endpoints.py
command: grep -rn "api_key\|API_KEY" /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3/backend/models --include="*.py" | head -30
command: find /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3 -name "models.py" -type f | head -5
command: find /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3 -type d -name models | head -5
agent_action: Read backend/models.py
command: grep -rn "web.search\|web_search\|tavily\|brave\|exa\|serp" /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3/backend --include="*.py"
command: find /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3/backend -name "*encrypt*" -type f
agent_action: Read backend/core/encryption.py
agent_action: Read backend/api/v1/endpoints.py
command: grep -n "StreamingResponse\|yield\|sse_event" /home/user/worktrees/attempt-0b01f2c5-9fcc-4aa0-a58a-6ee371ba6679-cap-3/backend/api/v1/endpoints.py | head -20
agent_action: Read backend/api/v1/sse_utils.py
agent_action: Now let me verify the finalist providers against their current official documentation.
agent_action: Let me consult the official documentation for the top finalists in parallel.
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.exa.ai/reference/search
url: https://api-dashboard.search.brave.com/app/documentation/web-search/get-started
agent_action: Let me follow the Exa redirect and check Tavily's Extract endpoint plus pricing.
url: https://exa.ai/docs/reference/search
url: https://tavily.com/#pricing
agent_action: I have enough verified detail to make a recommendation. Let me confirm Tavily's fre...
url: https://docs.tavily.com/documentation/api-credits
agent_action: ## Recommendation: Tavily Search API **Why Tavily.** This repo's chat agent already...
result: Selected unknown