agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll inspect the repo to understand what “agent” means here and where a web extract...
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"' | head -200"
command: /bin/bash -lc "rg -n \"agent|web|fetch|extract|crawl|browser|url|http|readability|scrape|search\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"'"
command: /bin/bash -lc "rg -n \"agent|web|fetch|extract|crawl|browser|url|http|readability|scrape|search\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"'"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
agent_action: `rg` is not installed in this workspace, so I’m switching to `find`/`grep` for the ...
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'README*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'Cargo.toml' -o -name 'go.mod' -o -name '*.md' \\) -not -path './.git/*' -not -path './node_modules/*' -print"
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'README*' -o -name 'package.json' -o -name 'pyproject.toml' -o -name 'Cargo.toml' -o -name 'go.mod' -o -name '*.md' \\) -not -path './.git/*' -not -path './node_modules/*' -print"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -path './build' -prune -o -type f | sed 's#"'^./##'"' | head -250"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -path './dist' -prune -o -path './build' -prune -o -type f | sed 's#"'^./##'"' | head -250"
command: /bin/bash -lc 'grep -RInE "agent|web|fetch|extract|crawl|browser|url|http|readability|scrape|search" . --exclude-dir=.git --exclude-dir=node_modules --exclude-dir=dist --exclude-dir=build 2>/dev/null | head -250'
command: /bin/bash -lc 'grep -RInE "agent|web|fetch|extract|crawl|browser|url|http|readability|scrape|search" . --exclude-dir=.git --exclude-dir=node_modules --exclude-dir=dist --exclude-dir=build 2>/dev/null | head -250'
agent_action: The backend is a Python search/chat app with existing SearXNG/Bing search tools and...
command: /bin/bash -lc "sed -n '1,220p' README.md"
command: /bin/bash -lc "sed -n '1,220p' README.md"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/tools/search/bing.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/tools/search/bing.py"
command: /bin/bash -lc "sed -n '1,240p' backend/sensei_search/tools/search/base.py"
command: /bin/bash -lc "sed -n '1,240p' backend/sensei_search/tools/search/base.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/tools/search/searxng.py"
command: /bin/bash -lc "sed -n '1,260p' backend/README.md"
command: /bin/bash -lc "sed -n '1,260p' backend/README.md"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/tools/search/searxng.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/agents/shogun/agent_v2.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/agents/shogun/agent_v2.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/agents/shogun/agent_v1.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/agents/shogun/agent_v1.py"
command: /bin/bash -lc "sed -n '260,620p' backend/sensei_search/agents/shogun/agent_v2.py"
command: /bin/bash -lc "sed -n '260,620p' backend/sensei_search/agents/shogun/agent_v2.py"
command: /bin/bash -lc "sed -n '1,300p' backend/sensei_search/agents/samurai/agent.py"
command: /bin/bash -lc "sed -n '1,300p' backend/sensei_search/agents/samurai/agent.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/config.py"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/tools/search/__init__.py"
command: /bin/bash -lc "sed -n '1,260p' backend/sensei_search/config.py"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/tools/search/__init__.py"
command: /bin/bash -lc "sed -n '1,260p' backend/pyproject.toml"
command: /bin/bash -lc "sed -n '1,260p' backend/pyproject.toml"
agent_action: Samurai already expects full page texts in `web_pages`, while Shogun only passes sn...
command: /bin/bash -lc "sed -n '300,620p' backend/sensei_search/agents/samurai/agent.py"
command: /bin/bash -lc "sed -n '300,620p' backend/sensei_search/agents/samurai/agent.py"
command: /bin/bash -lc 'grep -RIn "trafilatura" backend --exclude-dir=.git --exclude-dir=.venv 2>/dev/null'
command: /bin/bash -lc 'grep -RIn "trafilatura" backend --exclude-dir=.git --exclude-dir=.venv 2>/dev/null'
command: /bin/bash -lc "grep -RIn \"FETCH_WEBPAGE_TIMEOUT\\|web_pages\\|search_results\\[\\\"general\\\"\\]\\|result\\['content'\\]\" backend/sensei_search --exclude-dir=.git 2>/dev/null"
command: /bin/bash -lc "grep -RIn \"FETCH_WEBPAGE_TIMEOUT\\|web_pages\\|search_results\\[\\\"general\\\"\\]\\|result\\['content'\\]\" backend/sensei_search --exclude-dir=.git 2>/dev/null"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/agents/shogun/prompts.py"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/agents/shogun/prompts.py"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/agents/samurai/prompts.py"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/agents/samurai/prompts.py"
agent_action: There is an important implementation detail: the repo already has a local `fetch_we...
command: /bin/bash -lc "sed -n '1,280p' backend/sensei_search/base_agent.py"
command: /bin/bash -lc "sed -n '1,280p' backend/sensei_search/base_agent.py"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/models.py"
command: /bin/bash -lc "sed -n '1,220p' backend/sensei_search/models.py"
command: /bin/bash -lc "sed -n '1,220p' frontend/app/types.tsx"
command: /bin/bash -lc "sed -n '1,220p' frontend/app/types.tsx"
command: /bin/bash -lc "sed -n '1,260p' frontend/app/components/ChatHistoryItem/WebSourceCard.tsx"
command: /bin/bash -lc "sed -n '1,260p' frontend/app/components/ChatHistoryItem/WebSourceCard.tsx"
search: Tavily Extract API documentation extract raw content URLs include images advanced e...
url: https://docs.tavily.com/api-reference/endpoint/extract
url: https://r.jina.ai/docs
search: 'results' in https://docs.exa.ai/reference/get-contents
search: Diffbot Article API documentation extract clean article text URL fields resolvedPag...
agent_action: I’m broadening the comparison to include older enterprise extractors as well as AI-...
command: /bin/bash -lc "nl -ba backend/sensei_search/base_agent.py | sed -n '180,215p'"
command: /bin/bash -lc "nl -ba backend/sensei_search/base_agent.py | sed -n '180,215p'"
command: /bin/bash -lc "nl -ba backend/sensei_search/agents/shogun/agent_v2.py | sed -n '50,65p'"
command: /bin/bash -lc "nl -ba backend/sensei_search/agents/shogun/agent_v2.py | sed -n '50,65p'"
command: /bin/bash -lc "nl -ba backend/sensei_search/agents/samurai/agent.py | sed -n '300,320p'"
command: /bin/bash -lc "nl -ba backend/sensei_search/agents/samurai/agent.py | sed -n '300,320p'"
command: /bin/bash -lc "nl -ba backend/sensei_search/tools/search/base.py | sed -n '12,35p'"
command: /bin/bash -lc "nl -ba backend/sensei_search/tools/search/base.py | sed -n '12,35p'"
command: /bin/bash -lc "nl -ba backend/pyproject.toml | sed -n '1,25p'"
command: /bin/bash -lc "nl -ba backend/pyproject.toml | sed -n '1,25p'"
url: https://docs.diffbot.com/reference/extract-analyze
agent_action: **Recommendation** Use **Firecrawl Scrape** as the managed web-page fetching/extrac...
result: Selected unknown