agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll inspect the repo first to understand the agent stack and integration constrain...
command: /bin/bash -lc "rg -n \"openai|anthropic|agent|tool|search|retrieval|browser|web|llm|model|responses|langchain|llama|mastra|vercel|ai-sdk|sdk\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"'"
command: /bin/bash -lc "rg -n \"openai|anthropic|agent|tool|search|retrieval|browser|web|llm|model|responses|langchain|llama|mastra|vercel|ai-sdk|sdk\" -S . -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"'"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.lock'"' -g '"'!dist'"' -g '"'!build'"' | head -200"
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements.txt' -o -name 'Cargo.toml' -o -name 'README*' -o -name '.env*' \\) -print"
command: /bin/bash -lc "find . -maxdepth 3 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements.txt' -o -name 'Cargo.toml' -o -name 'README*' -o -name '.env*' \\) -print"
agent_action: `rg` isn’t installed in this workspace, so I’m falling back to `find`/`grep`. The r...
command: /bin/bash -lc "find . -maxdepth 5 -type f -not -path './node_modules/*' -not -path './.git/*' -not -path './dist/*' -not -path './build/*' | sort | head -300"
command: /bin/bash -lc "find . -maxdepth 5 -type f -not -path './node_modules/*' -not -path './.git/*' -not -path './dist/*' -not -path './build/*' | sort | head -300"
command: /bin/bash -lc 'grep -RInE "openai|anthropic|agent|tool|search|retrieval|browser|web|llm|model|responses|langchain|llama|mastra|vercel|ai-sdk|sdk" . --exclude-dir=.git --exclude-dir=node_modules --exclude-dir=dist --exclude-dir=build'
command: /bin/bash -lc 'grep -RInE "openai|anthropic|agent|tool|search|retrieval|browser|web|llm|model|responses|langchain|llama|mastra|vercel|ai-sdk|sdk" . --exclude-dir=.git --exclude-dir=node_modules --exclude-dir=dist --exclude-dir=build'
command: /bin/bash -lc "sed -n '1,260p' README.md && sed -n '1,200p' .env.example"
command: /bin/bash -lc "sed -n '1,260p' README.md && sed -n '1,200p' .env.example"
command: /bin/bash -lc "sed -n '1,220p' package.json"
command: /bin/bash -lc "sed -n '1,220p' package.json"
agent_action: The app is a Next/Vercel AI SDK financial agent with custom server tools around Fin...
command: /bin/bash -lc "sed -n '1,280p' 'app/(chat)/api/chat/route.ts'"
command: /bin/bash -lc "sed -n '1,280p' 'app/(chat)/api/chat/route.ts'"
command: /bin/bash -lc "sed -n '1,380p' lib/ai/tools/financial-tools.ts"
command: /bin/bash -lc "sed -n '1,380p' lib/ai/tools/financial-tools.ts"
command: /bin/bash -lc "sed -n '1,180p' lib/ai/index.ts && sed -n '1,120p' lib/ai/models.ts && sed -n '1,120p' lib/ai/prompts.ts"
command: /bin/bash -lc "sed -n '1,180p' lib/ai/index.ts && sed -n '1,120p' lib/ai/models.ts && sed -n '1,120p' lib/ai/prompts.ts"
command: /bin/bash -lc "sed -n '1,120p' hooks/use-tool-loading.ts && sed -n '105,175p' components/message.tsx"
command: /bin/bash -lc "sed -n '1,120p' hooks/use-tool-loading.ts && sed -n '105,175p' components/message.tsx"
search: managed web search API for AI agents Tavily Exa Brave Search API Perplexity Sonar L...
search: Perplexity Sonar API documentation search API citations current web
search: Valyu API documentation web search AI agents
search: Qwant API web search documentation
search: Bing Search APIs retired August 2025 Microsoft documentation
search: OpenAI Responses API web search tool documentation web_search_preview
search: Tavily Vercel AI SDK tool integration TypeScript
url: https://github.com/tavily-ai/ai-sdk
url: https://docs.linkup.so/
url: https://docs.dataforseo.com/v3/serp-overview/
agent_action: I have enough provider surface now. I’m doing one last pass on repo line references...
command: /bin/bash -lc "nl -ba lib/ai/tools/financial-tools.ts | sed -n '1,350p'"
command: /bin/bash -lc "nl -ba lib/ai/tools/financial-tools.ts | sed -n '1,350p'"
command: /bin/bash -lc "nl -ba 'app/(chat)/api/chat/route.ts' | sed -n '1,220p'"
command: /bin/bash -lc "nl -ba 'app/(chat)/api/chat/route.ts' | sed -n '1,220p'"
command: /bin/bash -lc "nl -ba lib/ai/index.ts lib/ai/models.ts lib/ai/prompts.ts | sed -n '1,180p'"
command: /bin/bash -lc "nl -ba lib/ai/index.ts lib/ai/models.ts lib/ai/prompts.ts | sed -n '1,180p'"
command: /bin/bash -lc "nl -ba package.json | sed -n '1,110p'"
command: /bin/bash -lc "nl -ba package.json | sed -n '1,110p'"
url: https://brave.com/search/api/
agent_action: **Choice** I’d use **Brave Search API, specifically its LLM Context endpoint**, as ...
result: Selected unknown