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 tech stack and how t...
agent_action: Glob *.json
agent_action: Glob *.txt
agent_action: Glob *.toml
agent_action: Glob *.md
command: ls -la /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/ | head -30
agent_action: Read README.md
agent_action: Read backend/requirements.txt
agent_action: Read frontend/package.json
command: find /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/backend -type f -name "*.py" | head -20
command: ls -la /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/backend/
agent_action: Read backend/cerebras_service.py
agent_action: Read backend/langchain_agents.py
agent_action: Read backend/agent_endpoints.py
agent_action: Read backend/server.py
agent_action: Read backend/config.py
command: ls -la /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/frontend/src/ | head -20
command: find /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/frontend -name "*.js" -o -name "*.jsx" | head -20
agent_action: Glob frontend/src/utils/*.js
agent_action: Read frontend/src/utils/api.js
agent_action: Read backend/models.py
agent_action: Read backend/server.py
agent_action: Grep backend
agent_action: Read backend/auth.py
command: wc -l /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/backend/server.py
agent_action: Read backend/server.py
command: grep -n "agent_endpoints\|from agent_endpoints\|include" /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/backend/server.py
command: grep -n "agent_endpoints\|from agent\|import agent" /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/backend/server.py | head -20
agent_action: Read backend/server.py
command: head -20 /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/backend/server.py
command: ls -la /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/
command: find /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0 -name ".env*" -o -name "*.example" 2>/dev/null
agent_action: Read backend/.env.example
command: ls -la /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/frontend/src/pages/ 2>/dev/null | head -20
command: find /home/user/worktrees/attempt-3d287bbf-9d98-4c06-b2b3-ceec5ff881b3-cap-0/frontend/src -name "*.js" -o -name "*.jsx" | wc -l
agent_action: Read frontend/src/pages/PatientDashboard.js
agent_action: The repo is AyuMitraAI: a FastAPI + LangChain + Cerebras (llama-3.3-70b) medical ag...
agent_action: Let me consult the documentation of the leading candidates in parallel: Tavily, Exa...
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.exa.ai/reference/getting-started
url: https://docs.perplexity.ai/home
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 LangChain integration and pricing...
url: https://exa.ai/docs/reference/getting-started
search: Tavily LangChain integration TavilySearch tool pricing free tier 2026
agent_action: I have enough grounded information. Here's my recommendation. ## Recommendation: **...
result: Selected unknown