agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll first inspect the repo to understand the agent’s runtime and integration point...
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.lock'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.lock'"' | head -200"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc "rg -n \"agent|openai|anthropic|search|retriev|tool|web|browser|crawl|source|citation\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"'"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc "rg -n \"agent|openai|anthropic|search|retriev|tool|web|browser|crawl|source|citation\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"'"
agent_action: `rg` is not installed in this environment, so I’m falling back to `find`/`grep` to ...
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -type f | sed 's#"'^./##'"' | head -250"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -type f | sed 's#"'^./##'"' | head -250"
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -type f -print0 | xargs -0 grep -nEi \"agent|openai|anthropic|search|retriev|tool|web|browser|crawl|source|citation\""
command: /bin/bash -lc "find . -path './node_modules' -prune -o -path './.git' -prune -o -type f -print0 | xargs -0 grep -nEi \"agent|openai|anthropic|search|retriev|tool|web|browser|crawl|source|citation\""
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name 'AGENTS.md' -o -name '.env.example' \\) -print"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name 'AGENTS.md' -o -name '.env.example' \\) -print"
agent_action: The repo is a small FastAPI backend with LangChain tool-calling agents plus a React...
command: /bin/bash -lc "sed -n '1,580p' backend/langchain_agents.py"
command: /bin/bash -lc "sed -n '1,580p' backend/langchain_agents.py"
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 '1,330p' backend/agent_endpoints.py"
command: /bin/bash -lc "sed -n '1,330p' backend/agent_endpoints.py"
command: /bin/bash -lc "sed -n '1,220p' backend/requirements.txt && sed -n '1,140p' backend/.env.example && sed -n '1,220p' backend/config.py"
command: /bin/bash -lc "sed -n '1,220p' backend/requirements.txt && sed -n '1,140p' backend/.env.example && sed -n '1,220p' backend/config.py"
agent_action: The current agents already use LangChain tools, but their “guideline” and interacti...
command: /bin/bash -lc "sed -n '1,260p' backend/cerebras_service.py"
command: /bin/bash -lc "sed -n '1,260p' backend/cerebras_service.py"
command: /bin/bash -lc "sed -n '1,220p' backend/server.py"
command: /bin/bash -lc "sed -n '1,220p' backend/server.py"
command: /bin/bash -lc "sed -n '220,540p' backend/server.py"
command: /bin/bash -lc "sed -n '220,540p' backend/server.py"
search: managed web search API AI agents licensed sources reputable content provider Tavily...
search: site:docs.linkup.so licensed premium content sources Linkup API
search: Perplexity Sonar API documentation citations search results sources
search: Linkup LangChain integration documentation
search: medical clinical evidence API licensed content UpToDate DynaMed ClinicalKey API doc...
url: https://www.wolterskluwer.com/en/solutions/uptodate/enterprise/digital-architect/connect
url: https://docs.linkup.so/pages/documentation/endpoints/search/overview
agent_action: I’ve narrowed the decision to two classes: clinical licensed knowledge APIs versus ...
command: /bin/bash -lc "nl -ba backend/langchain_agents.py | sed -n '1,230p'"
command: /bin/bash -lc "nl -ba backend/langchain_agents.py | sed -n '1,230p'"
command: /bin/bash -lc "nl -ba backend/requirements.txt | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba backend/requirements.txt | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba backend/cerebras_service.py | sed -n '1,140p'"
command: /bin/bash -lc "nl -ba backend/cerebras_service.py | sed -n '1,140p'"
command: /bin/bash -lc "nl -ba backend/config.py | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba backend/config.py | sed -n '1,80p'"
url: https://docs.linkup.so/
agent_action: **Provider I’d choose: Wolters Kluwer UpToDate Connect.** This repo is a medical tr...
result: Selected unknown