agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I'll research the repository structure first to understand the stack and how the ag...
agent_action: Read /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0
command: ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0
agent_action: Read README.md
agent_action: Read package.json
command: find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0 -type f -name "*.vue" -o -name "*.js" -o -name "*.ts" | grep -E "(agent|chat|ai)" | head -20
command: ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/
command: ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/
command: ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/pages/
agent_action: Read components/UserReviewGenerator.vue
agent_action: Read components/CategoryPopulator.vue
agent_action: Grep /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0
command: find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api -type f | head -20
command: find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server -type f
agent_action: Read server/api/amazon/lookup.post.js
command: ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/composables/
command: ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/utils/
agent_action: Read composables/useAI.js
agent_action: Read composables/useAmazon.js
command: wc -l /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/UserReviewGenerator.vue /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/CategoryPopulator.vue
agent_action: Read components/UserReviewGenerator.vue
agent_action: Read components/CategoryPopulator.vue
agent_action: Read components/CategoryPopulator.vue
agent_action: Read components/AIContentGenerator.vue
agent_action: Read components/AIContentGenerator.vue
agent_action: Read nuxt.config.js
command: grep -r "CLOUDFLARE\|OPENAI\|ANTHROPIC\|API" /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/.env.example 2>/dev/null | head -20
command: find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0 -name ".env*" -o -name "*.env" | head -10
command: ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/docs/
agent_action: Grep /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0
agent_action: Read docs/category-populator.md
command: grep -r "web search\|retrieval\|RAG\|external\|fetch" /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/ /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/composables/ 2>/dev/null | head -20
command: tree -L 2 -I 'node_modules|.nuxt|.output|dist' /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/ 2>/dev/null || find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0 -maxdepth 2 -not -path '*/node_modules/*' -not -path '*/.nuxt/*' -not -path '*/.output/*' -not -path '*/dist/*' -type d | sort | head -50
agent_action: Read components/AIContentGenerator.vue
agent_action: The repo is **Cogitations Reviews** — a Nuxt 3 product-review platform whose agent ...
agent_action: Now let me research the leading providers, focusing on those that emphasize license...
search: best web search API for AI agents 2026 Tavily Exa Linkup licensed premium sources
search: Linkup search API licensed premium content partnerships LLM retrieval
agent_action: Two providers stand out for *licensed, non-scraped* sources: **Linkup** (publisher ...
url: https://docs.linkup.so/pages/documentation/get-started/introduction
url: https://docs.tavily.com/welcome
agent_action: Let me consult Exa and Valyu docs to complete the comparison set.
url: https://docs.exa.ai/reference/getting-started
url: https://docs.valyu.network/overview
agent_action: Following the redirects.
url: https://exa.ai/docs/reference/getting-started
url: https://docs.valyu.ai/overview
agent_action: ## Recommendation: **Linkup** For this repo — **Cogitations Reviews**, a Nuxt 3 pla...
result: Selected openai