agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repository structure first to understand the agent architecture a...
agent_action: Read /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1
command: find /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1 -type f -name "README*" -o -name "*.md" | head -20
agent_action: Read README.md
agent_action: Read backend/README.md
agent_action: Read frontend/README.md
command: ls -la /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1
command: ls -la /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/backend
command: ls -la /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/frontend
command: find /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/backend/sensei_search -type f -name "*.py" | head -30
agent_action: Read backend/pyproject.toml
agent_action: Read backend/.env.development.example
agent_action: Read backend/sensei_search/base_agent.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/tools/search/base.py
agent_action: Read backend/sensei_search/tools/search/searxng.py
agent_action: Read backend/sensei_search/config.py
agent_action: Read backend/sensei_search/tools/__init__.py
agent_action: Read backend/sensei_search/tools/search/__init__.py
command: find /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/backend/sensei_search/tools -type f -name "*.py"
agent_action: Read backend/sensei_search/tools/search/bing.py
agent_action: Read backend/sensei_search/server.py
agent_action: Read backend/sensei_search/models.py
agent_action: Read backend/sensei_search/env.py
agent_action: Read frontend/package.json
command: find /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/frontend/app -type f -name "*.ts" -o -name "*.tsx" | head -20
command: git log --oneline -20
command: grep -r "trafilatura" /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/backend --include="*.py" -n
command: tree /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/backend/sensei_search -I '__pycache__|*.pyc' 2>/dev/null || find /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/backend/sensei_search -type f -name "*.py" | sort
agent_action: Read backend/sensei_search/chat_store.py
agent_action: Read backend/sensei_search/utils.py
agent_action: Read backend/sensei_search/agents/samurai/prompts.py
command: git log --all --grep="search\|fetch\|content\|extract" --oneline | head -20
agent_action: Read frontend/app/ChatThreadStore.ts
command: grep -r "socket" /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/frontend/app --include="*.ts" --include="*.tsx" -l | head -5
agent_action: Read frontend/app/search/components/SearchCommon.tsx
agent_action: Let me read the key files to understand the exact current implementation before rec...
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/tools/search/base.py
agent_action: Now let me look at how agents call `fetch_web_pages` and the env examples, plus loa...
agent_action: Read backend/sensei_search/agents/shogun/agent_v2.py
agent_action: Glob backend/.env*
agent_action: Key finding: the in-use Shogun agent only uses search snippets (`result['content']`...
agent_action: Read backend/.env.development.example
agent_action: Read backend/.env.production.example
agent_action: Read backend/sensei_search/models.py
agent_action: Now let me research the main managed extraction providers by consulting their actua...
url: https://docs.firecrawl.dev/api-reference/endpoint/scrape
url: https://jina.ai/reader/
url: https://docs.tavily.com/documentation/api-reference/endpoint/extract
agent_action: Let me also consult Exa's contents API, which is positioned for high-fidelity RAG/c...
url: https://docs.exa.ai/reference/get-contents
url: https://docs.firecrawl.dev/introduction
url: https://exa.ai/docs/reference/get-contents
agent_action: I have enough to decide. Let me read the existing search tool implementations to mi...
agent_action: Read backend/sensei_search/tools/search/searxng.py
agent_action: Read backend/sensei_search/tools/search/bing.py
agent_action: Read backend/sensei_search/tools/__init__.py
agent_action: Let me check how the Samurai agent uses `fetch_web_pages` so I don't break it.
agent_action: Grep fetch_web_pages
agent_action: Decision made: **Firecrawl**. Now let me check remaining `asyncio` usage in base_ag...
agent_action: Grep backend/sensei_search/base_agent.py
agent_action: Now I'll build the extraction tool package. Creating the base abstraction first.
agent_action: Now the Firecrawl provider and the trafilatura fallback.
agent_action: Now update config and the tools package init.
agent_action: Now refactor `base_agent.fetch_web_pages` to delegate to the extractor and clean up...
agent_action: Grep backend/sensei_search/base_agent.py
agent_action: Now rewrite the `fetch_web_pages` body to delegate to the extractor.
agent_action: Now wire extraction into the Shogun agent: fetch full content and ground the answer...
agent_action: Read backend/sensei_search/agents/shogun/agent_v2.py
agent_action: Now update `run()` to fetch the page content and pass it through.
agent_action: Now update the env example files to document the new optional config.
agent_action: Let me verify the changed files compile cleanly.
command: cd /home/user/worktrees/attempt-31ad0e4b-a5f7-4ad9-8d8f-8b3a00ebb097-cap-1/backend && python3 -m py_compile sensei_search/base_agent.py sensei_search/config.py sensei_search/tools/__init__.py sensei_search/tools/extract/__init__.py sensei_search/tools/extract/base.py sensei_search/tools/extract/firecrawl.py sensei_search/tools/extract/trafilatura.py sensei_search/agents/shogun/agent_v2.py && echo OK
agent_action: Let me confirm no other code references the removed `FETCH_WEBPAGE_TIMEOUT` symbol ...
agent_action: Grep FETCH_WEBPAGE_TIMEOUT
agent_action: Grep backend/sensei_search/agents/samurai/agent.py
agent_action: All references are local definitions, no broken imports. Let me do a final review o...
agent_action: Read backend/sensei_search/agents/shogun/agent_v2.py
agent_action: All wired correctly. Let me mark todos complete.
agent_action: ## Recommendation: Firecrawl **Chosen provider:** [Firecrawl](https://docs.firecraw...
result: Selected unknown