agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repository first to understand what it is and how it works, then ...
agent_action: Read /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3
command: find /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 -maxdepth 2 -type f \( -name "README*" -o -name "package.json" -o -name "pyproject.toml" -o -name "go.mod" -o -name "Makefile" \) | head -20
agent_action: Read README.md
agent_action: Read package.json
command: ls -la /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 | head -30
command: find /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 -type d -name "*tool*" -o -type d -name "*agent*" | head -20
command: ls -la /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib/
command: ls -la /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib/ai/
command: ls -la /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib/ai/tools/
agent_action: Read lib/ai/tools/financial-tools.ts
agent_action: Read lib/ai/index.ts
agent_action: Read lib/ai/custom-middleware.ts
command: find /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 -name "*.ts" -o -name "*.tsx" | xargs grep -l "FinancialToolsManager\|generateText\|streamText" | head -5
agent_action: Read app/(chat)/api/chat/route.ts
agent_action: Read .env.example
command: git -C /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 log --oneline -20
agent_action: Read lib/ai/models.ts
agent_action: Read lib/ai/prompts.ts
agent_action: Grep package.json
command: grep -r "import.*fetch\|from.*axios\|from.*got" /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib --include="*.ts" | head -10
command: ls -la /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/app/
command: ls -la /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib/api/
agent_action: Read lib/api/stock-filters.ts
command: ls -la /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/app/api/
command: grep -n "fetch" /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib/ai/tools/financial-tools.ts | head -20
command: find /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 -name "*.ts" -o -name "*.tsx" | xargs grep -l "streamText" | head -5
agent_action: Read components/overview.tsx
command: find /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 -name "*.tsx" -o -name "*.ts" | xargs grep -l "useChat\|POST.*chat" | head -5
command: grep -r "submitMessage\|sendMessage" /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/app --include="*.tsx" --include="*.ts" | head -5
agent_action: Read components/chat.tsx
command: git -C /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 show f687ea8:lib/ai/tools/ 2>/dev/null || echo "Commit not available in detail"
command: git -C /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 log --name-status f687ea8 -1
command: git -C /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 show f687ea8:lib/ai/tools/index.ts
agent_action: Read lib/ai/tools/index.ts
command: find /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib/ai -type f -name "*.ts"
agent_action: Read tsconfig.json
command: head -50 /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/next.config.ts
command: grep -r "method.*POST\|method.*GET\|headers.*Authorization" /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3/lib --include="*.ts" | head -15
agent_action: Read lib/ai/tools/financial-tools.ts
command: git -C /home/user/worktrees/attempt-48fc3bfe-850c-4bd1-afb1-06d63d30b372-cap-3 log --oneline -1 --format="%H %s"
agent_action: Now I understand the repo: it's an AI Financial Agent (Next.js/TypeScript, Vercel A...
agent_action: Let me enumerate and research providers with parallel web searches.
search: best web search API for LLM agents 2026 Tavily Exa Brave Perplexity comparison
search: managed web search retrieval API for AI agents grounding 2026 list providers
search: European non-US web search API Linkup Mojeek Qwant Jina AI agents 2026
search: Bing Web Search API retirement 2025 alternatives for developers
agent_action: Strong landscape captured. Key fact: Bing Web Search API was retired Aug 2025. Now ...
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
url: https://docs.exa.ai/reference/search
url: https://brave.com/search/api/
url: https://docs.linkup.so/pages/documentation/get-started/introduction
agent_action: Let me fetch the Exa docs (redirected) and verify Tavily's Vercel AI SDK integratio...
url: https://exa.ai/docs/reference/search
search: Tavily Vercel AI SDK integration tool free tier 1000 credits pricing
agent_action: ## Recommendation: **Tavily** For this repo — a Next.js/TypeScript financial agent ...
result: Selected unknown