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: pwd && ls -la
agent_action: Read README.md
agent_action: Read package.json
command: find . -type f -name "*.md" | head -20
command: find /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/app -type f -name "*.ts" -o -name "*.tsx" | head -30
command: find /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/lib -type f -name "*.ts" | head -40
command: ls -la /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/app
command: ls -la /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/lib
agent_action: Read lib/ai/tools/financial-tools.ts
agent_action: Read lib/ai/index.ts
agent_action: Read app/(chat)/api/chat/route.ts
agent_action: Read lib/ai/models.ts
agent_action: Read lib/ai/prompts.ts
agent_action: Read .env.example
agent_action: Read lib/db/schema.ts
agent_action: Read lib/ai/custom-middleware.ts
agent_action: Read lib/db/queries.ts
agent_action: Read lib/api
command: ls -la /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/lib/api
agent_action: Read lib/api/stock-filters.ts
command: cat /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/lib/utils/api-key-validation.ts
command: git -C /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0 log --oneline -20
command: find /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/app -name "*.tsx" | head -10 | xargs -I {} ls -l {}
agent_action: Read app/(chat)/actions.ts
command: grep -r "streamText\|generateObject\|generateText" /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0 --include="*.ts" --include="*.tsx" 2>/dev/null | head -20
agent_action: Read app/(auth)/auth.ts
agent_action: Read app/(auth)/auth.config.ts
command: grep -r "process.env\|OPENAI\|FINANCIAL" /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/lib --include="*.ts" 2>/dev/null | head -30
agent_action: Read lib/db/api-keys.ts
command: grep -r "fetch\|http\|axios" /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/lib/ai --include="*.ts" -n | head -20
command: tree -L 3 -I 'node_modules|.git|.next|pnpm-lock.yaml' /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0 2>/dev/null | head -100
command: find /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0 -maxdepth 3 -type d | grep -v node_modules | grep -v ".next" | sort
command: ls -la /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/lib/ai/
command: grep -r "FinancialToolsManager\|getTools\|financialTools" /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0 --include="*.ts" --include="*.tsx" -n | grep -v node_modules
command: grep -E "\"ai\"|\"@ai-sdk\"|\"langsmith\"|\"openai\"" /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/package.json
command: cat /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/tsconfig.json
command: cat /home/user/worktrees/attempt-3ca36d35-ba2d-46e2-b414-48f752ac4837-cap-0/drizzle.config.ts
agent_action: Now let me research the leading managed web-search/retrieval providers by consultin...
agent_action: Let me consult the actual documentation of the leading agent-focused providers in p...
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.exa.ai/reference/getting-started
search: Tavily vs Exa vs Brave Search API vs Perplexity Sonar agent web search 2026 comparison
agent_action: Let me consult Exa's docs and the Vercel AI SDK integration angle, since that's how...
url: https://exa.ai/docs/reference/getting-started
search: Tavily Vercel AI SDK tool integration TypeScript example @tavily/core
agent_action: ## Recommendation: Tavily For this repo, **Tavily** is the best fit. It's purpose-b...
result: Selected unknown