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 the agent...
command: find /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0 -maxdepth 2 -type f \( -name "package.json" -o -name "requirements.txt" -o -name "requirements*.txt" -o -name "go.mod" -o -name "pyproject.toml" -o -name "Gemfile" \) 2>/dev/null
agent_action: Read frontend/package.json
agent_action: Read backend/requirements.txt
agent_action: Read backend/pyproject.toml
command: ls -la /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/
command: find /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/backend -type f -name "*.py" | head -30
command: ls -la /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/backend/
agent_action: Grep backend
agent_action: Read backend/sensei_search/tools/search
agent_action: Read backend/sensei_search/tools/search/searxng.py
agent_action: Read backend/sensei_search/tools/search/base.py
command: find /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/backend/sensei_search/tools -type f -name "*.py"
agent_action: Read backend/sensei_search/tools/__init__.py
agent_action: Read backend/sensei_search/agents/samurai/agent.py
agent_action: Read backend/sensei_search/agents/shogun/agent_v2.py
agent_action: Read backend/sensei_search/base_agent.py
agent_action: Read backend/sensei_search/config.py
agent_action: Read backend/sensei_search/tools/search/__init__.py
agent_action: Read backend/sensei_search/env.py
agent_action: Read backend/.env.development.example
agent_action: Read backend/sensei_search/tools/search/bing.py
command: git log --oneline -20 | head -20
agent_action: Read backend/sensei_search/models.py
command: grep -E "trafilatura|aiohttp|openai|redis" /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/backend/pyproject.toml
agent_action: Read backend/sensei_search/server.py
command: git log --all --oneline --grep="fetch\|scrape\|extract\|page\|url\|content" | head -30
agent_action: Read backend/sensei_search/chat_store.py
command: find /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/backend -name "*.py" -type f | xargs grep -l "def fetch\|class.*Tool\|tool_use_id" 2>/dev/null | head -10
command: grep -r "TODO\|FIXME\|XXX" /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/backend/sensei_search --include="*.py" | head -20
command: find /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/frontend -type f -name "*.ts" -o -name "*.tsx" | head -20
agent_action: Read frontend/app/ChatThreadStore.ts
command: grep -r "socket\.on\|emit\|web_results\|medium_results\|answer\|related_questions" /home/user/worktrees/attempt-07f5b7b3-3903-44ba-8d2e-e26fc1c56b8e-cap-0/frontend --include="*.ts" --include="*.tsx" | head -30
agent_action: Read README.md
agent_action: The repo is "Sensei Search" — Python/FastAPI backend that currently uses `aiohttp` ...
agent_action: Now let me consult documentation for the leading managed providers in parallel.
url: https://docs.firecrawl.dev/features/scrape
url: https://jina.ai/reader/
url: https://docs.tavily.com/documentation/api-reference/endpoint/extract
url: https://docs.exa.ai/reference/get-contents
agent_action: Let me follow the Exa redirect and check Firecrawl's batch endpoint for scale details.
url: https://exa.ai/docs/reference/get-contents
url: https://docs.firecrawl.dev/api-reference/endpoint/batch-scrape
agent_action: ## Recommendation: Firecrawl (`/scrape` + `/batch/scrape`) **Repo context.** Sensei...
result: Selected openai