agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repository structure first to understand what this agent is and h...
command: find /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1 -maxdepth 2 -type f -name "README*" -o -name "package.json" -o -name "pyproject.toml" -o -name "go.mod" -o -name ".gitignore" | head -20
agent_action: Read README.md
agent_action: Read package.json
command: find /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1 -type f -name "*.ts" -o -name "*.tsx" -o -name "*.js" -o -name "*.jsx" | grep -E "(agent|tool|api)" | head -30
command: ls -la /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1/lib/ 2>/dev/null | head -40
command: find /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1/lib/ai -type f
agent_action: Read lib/ai/index.ts
agent_action: Read lib/ai/models.ts
agent_action: Read lib/ai/tools/financial-tools.ts
agent_action: Read lib/ai/prompts.ts
agent_action: Read app/(chat)/api/chat/route.ts
agent_action: Read lib/ai/custom-middleware.ts
command: find /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1 -maxdepth 2 -name ".env*" -o -name "*.env*"
agent_action: Read .env.example
command: ls -la /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1/lib/db/
agent_action: Read lib/db/api-keys.ts
agent_action: Read lib/db/schema.ts
agent_action: Read lib/utils.ts
command: grep -E "fetch|axios|node-fetch|got|request" /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1/package.json
command: find /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1/app -type f -name "*.ts" -o -name "*.tsx" | head -20
agent_action: Read app/(chat)/actions.ts
command: git log --oneline -20 2>/dev/null || echo "No git history or not a git repo"
command: find /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1/lib/types -type f -name "*.ts"
agent_action: Read lib/types/data-stream.ts
agent_action: Read lib/api/stock-filters.ts
command: find /home/user/worktrees/attempt-fb15356c-40ec-40e3-b3c7-57ce49f5f24b-cap-1/components -name "*.tsx" | grep -i "message\|chat\|tool" | head -10
agent_action: Read components/chat.tsx
agent_action: This is an AI Financial Agent (Next.js + Vercel AI SDK + OpenAI) where tools are Zo...
agent_action: Now I'll research the leading providers, focusing on accuracy and citations. Let me...
search: best web search API for LLM agents grounding citations Exa Tavily Linkup accuracy 2026
search: Linkup search API factual accuracy benchmark SimpleQA citations
search: Tavily vs Exa search API RAG accuracy source quality comparison
agent_action: Strong signal that Linkup, Exa, Tavily, and Perplexity lead on accuracy. Let me con...
url: https://docs.linkup.so/pages/documentation/get-started/introduction
url: https://docs.exa.ai/reference/getting-started
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
agent_action: Let me fetch the Exa docs from the redirect URL and check Perplexity Sonar's citati...
url: https://exa.ai/docs/reference/getting-started
url: https://docs.perplexity.ai/api-reference/chat-completions-post
agent_action: ## Recommendation: Linkup For a product that can't tolerate hallucinated answers, *...
result: Selected openai