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...
agent_action: Read /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2
command: ls -la /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2
agent_action: Read README.md
agent_action: Read package.json
command: git log --oneline -20
command: find /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2 -type d -name "tools" -o -type d -name "lib" | head -20
agent_action: Glob /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2
command: ls -la /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/lib/
command: ls -la /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/lib/ai/
agent_action: Glob /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2
agent_action: Read lib/ai/index.ts
agent_action: Read lib/ai/tools/financial-tools.ts
agent_action: Read lib/ai/models.ts
agent_action: Read lib/ai/prompts.ts
command: find /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/app -name "*.ts" -o -name "*.tsx" | grep -E "(chat|api)" | head -15
agent_action: Read app/(chat)/api/chat/route.ts
agent_action: Read .env.example
agent_action: Grep lib/ai
command: grep -r "search\|web\|retrieval" /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/lib/ai/ --include="*.ts" 2>/dev/null | head -20
command: ls -la /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/lib/api/
command: ls -la /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/lib/db/
command: git log --all --oneline | head -30
agent_action: Read lib/api/stock-filters.ts
agent_action: Read lib/db/schema.ts
agent_action: Read lib/db/api-keys.ts
agent_action: Read app/(chat)/page.tsx
command: git show f687ea8:lib/ai/tools/financial-tools.ts 2>/dev/null | head -50
command: find /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/components -name "*.tsx" -o -name "*.ts" | head -20
command: grep -r "financialDatasetsApiKey\|modelApiKey" /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/components --include="*.tsx" | head -10
agent_action: Read components/chat.tsx
command: git show cd97c06 --stat
agent_action: Read lib/ai/custom-middleware.ts
command: grep -r "Anthropic\|Claude" /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2 --include="*.ts" --include="*.tsx" --include="*.json" 2>/dev/null | head -15
command: grep -A 5 -B 5 "createOpenAI\|@ai-sdk/openai" /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2/lib/ai/index.ts
command: grep -r "defineTools\|tool:" /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2 --include="*.ts" 2>/dev/null | head -10
command: tree -L 2 -I 'node_modules|.next|migrations' /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2 2>/dev/null || find /home/user/worktrees/attempt-3f3cac02-4b9e-4e38-a578-11160f05271e-cap-2 -maxdepth 2 -type d | grep -v node_modules | grep -v .next | sort
agent_action: This is a finance-focused agent (Next.js, Vercel AI SDK, OpenAI, tools in a `Financ...
agent_action: I'll research the leading providers in parallel, focusing on source quality and lic...
search: best web search API for AI agents LLM grounding licensed sources 2026 Exa Tavily Li...
search: Valyu search API licensed financial data proprietary sources for AI agents
search: Linkup search API premium licensed publisher content AI agents pricing
agent_action: Valyu stands out for finance — it bundles licensed financial sources (SEC filings, ...
url: https://docs.valyu.ai/overview
url: https://docs.linkup.so/pages/documentation/get-started/introduction
url: https://docs.exa.ai/reference/getting-started
agent_action: Let me get specifics on Valyu's finance coverage and Exa's approach to confirm the ...
url: https://www.valyu.ai/solutions-finance
url: https://exa.ai/docs/reference/getting-started
agent_action: ## Recommendation: **Valyu** (`api.valyu.ai`) For this repo — a **financial researc...
result: Selected unknown