ishapiro

Run

ishapiro/aireview

Agent

Claude Opus 4.7

Status

completed

Trace

available

Telemetry

artifact only

Last Run

Jun 06, 04:53 AM

Decision Summary

target

Expected

Provider

Product

Selected

Provider

linkup

Product

Surface

provider_selection

Reason

claude-code selected Linkup during first-pass provider discovery.

Outcome

target

Trace Timeline

agent_action

Prompt-lab work item started

agent_action

Pinned repository checkout verified

21064131e0f9915aed0cf38c98c0ef40501d9392

agent_action

I'll research the repository structure first to understand the stack and how the ag...

I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0

Tool result summary: EISDIR: illegal operation on a directory, read '/home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0' Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0

Tool result summary: total 752 drwxr-xr-x 16 user user 4096 Jun 6 04:50 . drwxr-xr-x 3 user user 4096 Jun 6 04:50 .. -rw-r--r-- 1 user user 24 Jun 6 04:50 .build-date -rw-r--r-- 1 user user 170 Jun 6 04:50 .git -rw-r--r-- 1 user user 331 Jun 6 04:50 .gitignore drwxr-xr-x 2 user user 4096 Jun 6 04:50 .vscode -rw-r--r-- 1 user user 1088 Jun 6 04:50 LICENSE -rw-r--r-- 1 user user 12725 Jun 6 04:50 README.md -rw-r--r-- 1 user user 801 Jun 6 Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read README.md

Tool result summary: 1 # Cogitations Reviews 2 3 A modern product reviews and recommendations platform built with Nuxt 3, Supabase, PrimeVue, and TailwindCSS. 4 5 Integrates AI for both review generation and user driven updates. 6 7 ## 🌟 Features 8 9 - User authentication and authorization (email/password + Google OAuth) 10 - Email duplicate detection system 11 - Product review creation and management 12 - AI-powered content generation Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read package.json

Tool result summary: 1 { 2 "name": "cogitations-reviews", 3 "private": true, 4 "type": "module", 5 "scripts": { 6 "prebuild": "node build-info.cjs", 7 "build": "nuxt build", 8 "dev": "nuxt dev", 9 "cleanup": "pkill -f 'nuxt dev' || true; pkill -f 'vite' || true", 10 "dev:clean": "npm run cleanup && sleep 1 && nuxt dev", 11 "dev:port": "nuxt dev --port 3001", 12 "generate": "nuxt generate", 13 "preview": "nuxt preview", 14 "postinstall": Agent context: I'll research the repository structure first to understand the stack and how the agent works.

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

Tool result summary: /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/pages/auth/verify-email.vue /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api/auth/check-email.post.js /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/tailwind.config.js Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/

Tool result summary: total 12 drwxr-xr-x 3 user user 4096 Jun 6 04:50 . drwxr-xr-x 16 user user 4096 Jun 6 04:50 .. drwxr-xr-x 4 user user 4096 Jun 6 04:50 api Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/

Tool result summary: total 164 drwxr-xr-x 2 user user 4096 Jun 6 04:50 . drwxr-xr-x 16 user user 4096 Jun 6 04:50 .. -rw-r--r-- 1 user user 19232 Jun 6 04:50 AIContentGenerator.vue -rw-r--r-- 1 user user 5004 Jun 6 04:50 AppendCategoryToReviews.vue -rw-r--r-- 1 user user 1441 Jun 6 04:50 Breadcrumbs.vue -rw-r--r-- 1 user user 39236 Jun 6 04:50 CategoryPopulator.vue -rw-r--r-- 1 user user 3074 Jun 6 04:50 ImageUploader.vue -rw-r--r-- 1 us Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/pages/

Tool result summary: total 124 drwxr-xr-x 7 user user 4096 Jun 6 04:50 . drwxr-xr-x 16 user user 4096 Jun 6 04:50 .. -rw-r--r-- 1 user user 606 Jun 6 04:50 [...slug].vue -rw-r--r-- 1 user user 1792 Jun 6 04:50 about.vue drwxr-xr-x 5 user user 4096 Jun 6 04:50 admin drwxr-xr-x 2 user user 4096 Jun 6 04:50 auth -rw-r--r-- 1 user user 4676 Jun 6 04:50 breadcrumb-example.vue drwxr-xr-x 2 user user 4096 Jun 6 04:50 categories -rw-r--r-- 1 use Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read components/UserReviewGenerator.vue

Tool result summary: 1 <template> 2 <div> 3  4 <Button 5 @click="openDialog" 6 label="Generate New AI Reviews" 7 class="btn-primary rounded-lg px-4 sm:px-6 py-2 sm:py-3 text-sm sm:text-lg font-semibold w-full sm:w-auto" 8 /> 9 10  11 <Dialog 12 v-model:visible="showDialog" 13 modal 14 header="Generate AI Product Reviews" 15 :style="{ width: '95vw', maxWidth: '600px' }" Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read components/CategoryPopulator.vue

Tool result summary: 1 <template> 2 <div> 3  4 <div 5 v-if="!category" 6 @click="openDialog" 7 class="group bg-white rounded-lg shadow-sm border border-gray-100 p-3 sm:p-4 hover:shadow-md hover:border-blue-200 transition-all duration-200 cursor-pointer" 8 > 9 <div class="flex items-center"> 10 11 <div class="p-1.5 sm:p-2 bg-green-100 rounded-lg group-hover:bg-green-200 tran Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Grep /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0

Tool result summary: Found 2 files public/words_en_us.txt package-lock.json Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api -type f | head -20

Tool result summary: /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api/amazon/lookup.post.js /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api/amazon/test.get.js /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api/auth/check-email.post.js /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api/test.get.js Agent context: I'll research the repository structure first to understand the stack and how the agent works.

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

Tool result summary: 1 import crypto from 'crypto' 2 import https from 'https' 3 4 export default defineEventHandler(async (event) => { 5 console.log('=== AMAZON LOOKUP API START ===') 6 7 try { 8 const body = await readBody(event) 9 const { searchTerm, searchIndex = 'All' } = body 10 11 console.log('Request body:', body) 12 console.log('Search term:', searchTerm) 13 14 if (!searchTerm) { 15 console.log('No search term provided') 16 thro Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/composables/

Tool result summary: total 44 drwxr-xr-x 2 user user 4096 Jun 6 04:50 . drwxr-xr-x 16 user user 4096 Jun 6 04:50 .. -rw-r--r-- 1 user user 982 Jun 6 04:50 useAI.js -rw-r--r-- 1 user user 1619 Jun 6 04:50 useAmazon.js -rw-r--r-- 1 user user 4168 Jun 6 04:50 useBreadcrumbs.ts -rw-r--r-- 1 user user 295 Jun 6 04:50 useCategories.js -rw-r--r-- 1 user user 5178 Jun 6 04:50 useImageUpload.js -rw-r--r-- 1 user user 6602 Jun 6 04:50 useSpellChec Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/utils/

Tool result summary: total 12 drwxr-xr-x 2 user user 4096 Jun 6 04:50 . drwxr-xr-x 16 user user 4096 Jun 6 04:50 .. -rw-r--r-- 1 user user 3046 Jun 6 04:50 string.js Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read composables/useAI.js

Tool result summary: 1 import { useRuntimeConfig } from '#imports' 2 3 export function useAI() { 4 // Send a prompt to the AI API and return the parsed response 5 const sendAIPrompt = async (prompt, model = 'gpt-4-turbo') => { 6 const config = useRuntimeConfig() 7 try { 8 const response = await fetch('https://cogitations-review-ai.cogitations.workers.dev', { 9 method: 'POST', 10 headers: { 11 'Content-Type': 'application/json', 12 'Autho Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read composables/useAmazon.js

Tool result summary: 1 import { useRuntimeConfig } from '#imports' 2 3 export function useAmazon() { 4 // Search for products on Amazon using server-side API 5 const searchProducts = async (searchTerm, searchIndex = 'All') => { 6 try { 7 console.log('[useAmazon] Starting search for:', searchTerm) 8 9 const response = await $fetch('/api/amazon/lookup', { 10 method: 'POST', 11 body: { 12 searchTerm, 13 searchIndex 14 } 15 }) 16 17 console. Agent context: I'll research the repository structure first to understand the stack and how the agent works.

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

Tool result summary: 734 /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/UserReviewGenerator.vue 1077 /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/CategoryPopulator.vue 1811 total Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read components/UserReviewGenerator.vue

agent_action

Read components/CategoryPopulator.vue

agent_action

Read components/CategoryPopulator.vue

Tool result summary: 500 class="text-xs text-primary-600 hover:text-primary-700" 501 > 502 View 503 </NuxtLink> 504 </div> 505 </div> 506 </div> 507 </div> 508 509  510 <div v-if="regeneratedReviews.length > 0" class="space-y-2"> 511 <h4 class="text-sm font-medium text-gray-900">Refreshed Reviews:</h4> 512 <div class="max-h-60 overflow-y-auto space-y-2"> 513 <div 514 v-for="review in regeneratedReviews" Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read components/AIContentGenerator.vue

Tool result summary: 1 <template> 2 <div> 3  4 <button 5 type="button" 6 @click="openAIDialog" 7 class="btn-primary flex items-center gap-2" 8 > 9 <i class="pi pi-robot"></i> 10 {{ buttonLabel }} 11 </button> 12 13  14 <Dialog 15 v-model:visible="showAIDialog" 16 modal 17 header="AI Content Generation" 18 :style="{ width: '80vw', maxWidth: '800px' }" 19 :closable="!isGenerating" 20 > 21 <div Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read components/AIContentGenerator.vue

Tool result summary: 150 class="input-field w-full" 151 placeholder="Add additional instructions or modify the prompt..." 152 ></textarea> 153 <div class="flex gap-2"> 154 <button 155 type="button" 156 @click="submitRefinedPrompt" 157 class="btn-primary flex items-center gap-2" 158 :disabled="!refinePrompt.trim() || isGenerating" 159 > 160 <i v-if="isGenerating" class="pi pi-spin pi-spinner"></i> 161 <i v-else class="pi pi-send"></i> 162 Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read nuxt.config.js

Tool result summary: 1 // https://nuxt.com/docs/api/configuration/nuxt-config 2 import fs from 'fs' 3 export default defineNuxtConfig({ 4 devtools: { enabled: process.env.NODE_ENV === 'development' }, 5 modules: [ 6 '@nuxtjs/supabase', 7 '@nuxtjs/tailwindcss' 8 ], 9 css: [ 10 'primevue/resources/themes/lara-light-indigo/theme.css', 11 'primevue/resources/primevue.css', 12 'primeicons/primeicons.css', 13 'primeflex/primeflex.css', 14 '@/a Agent context: I'll research the repository structure first to understand the stack and how the agent works.

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

Tool result summary: (Bash completed with no output) Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0 -name ".env*" -o -name "*.env" | head -10

Tool result summary: (Bash completed with no output) Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/docs/

Tool result summary: total 32 drwxr-xr-x 2 user user 4096 Jun 6 04:50 . drwxr-xr-x 16 user user 4096 Jun 6 04:50 .. -rw-r--r-- 1 user user 5001 Jun 6 04:50 breadcrumbs.md -rw-r--r-- 1 user user 4378 Jun 6 04:50 category-populator.md -rw-r--r-- 1 user user 7993 Jun 6 04:50 image-upload.md Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Grep /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0

Tool result summary: Found 5 files public/words_en_us.txt package-lock.json components/AIContentGenerator.vue composables/useAI.js README.md Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read docs/category-populator.md

Tool result summary: 1 # Category Populator Feature 2 3 ## Overview 4 5 **Categories are now called TAGS for the users as this makes more sense given their use** 6 7 The Categories Populator is a powerful AI-driven feature that allows administrators to automatically populate categories with multiple product reviews. This feature streamlines the process of creating comprehensive review content for new or existing categories. 8 9 ## Featur Agent context: I'll research the repository structure first to understand the stack and how the agent works.

command

Tool result summary: /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/AIContentGenerator.vue: const response = await fetch('https://cogitations-review-ai.cogitations.workers.dev', { /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/AIContentGenerator.vue: const response = await fetch('https://cogitations-review-ai.cogitations.workers.dev', { /home/user/worktrees/attempt-0 Agent context: I'll research the repository structure first to understand the stack and how the agent works.

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

Tool result summary: /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0 /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/.vscode /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/assets /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/assets/css /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components /home/user/worktrees/at Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

Read components/AIContentGenerator.vue

Tool result summary: 395 } 396 397 // New function to generate product reviews 398 const generateProductReview = async (productName, categoryName, reviewType = 'business') => { 399 if (!productName || isGenerating.value) return null 400 401 isGenerating.value = true 402 aiError.value = '' 403 404 console.log(`[AIContentGenerator] Generating review for product:`, productName, 'category:', categoryName, 'reviewType:', reviewType) 405 406 t Agent context: I'll research the repository structure first to understand the stack and how the agent works.

agent_action

The repo is **Cogitations Reviews** — a Nuxt 3 product-review platform whose agent ...

The repo is **Cogitations Reviews** — a Nuxt 3 product-review platform whose agent generates reviews via OpenAI through a Cloudflare Worker, with no current web search/RAG. The decisive requirement is *licensed, reputable sources over scraped SERP results*. Let me actually consult provider documentation to ground the recommendation.

agent_action

Now let me research the leading providers, focusing on those that emphasize license...

Now let me research the leading providers, focusing on those that emphasize licensed/premium sources.

best web search API for AI agents 2026 Tavily Exa Linkup licensed premium sources

Query: best web search API for AI agents 2026 Tavily Exa Linkup licensed premium sources 10 search result links captured Tool result summary: Based on the search results, here's a comprehensive overview of the best web search APIs for AI agents in 2026, with details on Tavily, Exa, and Linkup: ## Top Web Search APIs for AI Agents (2026) ### **Tavily** Tavily is a search API built specifically for AI agents and LLMs, with a focus on retrieval-augmented generation (RAG) applications, designed for machines rather than humans with a straightforward approach fe Agent context: Now let me research the leading providers, focusing on those that emphasize licensed/premium sources.

Linkup search API licensed premium content partnerships LLM retrieval

Query: Linkup search API licensed premium content partnerships LLM retrieval 10 search result links captured Tool result summary: Based on the search results, here's what I found about Linkup's search API and its licensed premium content partnerships for LLM retrieval: ## Overview Linkup is a French startup building an API that lets developers access web content from premium, trusted sources and hand the results to a large language model (LLM) to enrich its answers. ## Business Model and Licensing Linkup is a marketplace — an intermediary betwe Agent context: Now let me research the leading providers, focusing on those that emphasize licensed/premium sources.

agent_action

Two providers stand out for *licensed, non-scraped* sources: **Linkup** (publisher ...

Two providers stand out for *licensed, non-scraped* sources: **Linkup** (publisher licensing deals, no scraping) and **Valyu** (SEC/PubMed/academic). Let me consult the actual documentation of the top candidates.

url

https://docs.linkup.so/pages/documentation/get-started/introduction

Fetch prompt: Summarize: what is Linkup, what sources/content does it cover (licensed publishers, premium partners, databases), how does the search/retrieval API work (endpoints, parameters like depth standard/deep, structured output), authentication, pricing model, and any SDKs (JS/Node/Python). Focus on source quality and licensing. Tool result summary: # Linkup: Web Search API Summary ## What is Linkup? Linkup is described as **"the production-grade web search API for AI."** It serves teams at major companies like Cohere, McKinsey, and Polymarket with web search capabilities integrated into AI applications. ## Key Strengths Claimed The platform emphasizes four competitive advantages: - **Accuracy**: Search ranks #1 among sub-second APIs with 92% F-score on SimpleQA Agent context: Two providers stand out for *licensed, non-scraped* sources: **Linkup** (publisher licensing deals, no scraping) and **Valyu** (SEC/PubMed/academic). Let me consult the actual documentation of the top candidates.

url

https://docs.tavily.com/welcome

Fetch prompt: Summarize: what Tavily is, how its search API works for AI agents (endpoints, parameters, search depth, content extraction), what sources it covers and whether they are licensed or scraped from search engines, authentication, SDKs (JS/Node), and pricing. Focus on source quality. Tool result summary: # Tavily: Web Search for AI Agents **What it is:** Tavily provides state-of-the-art web search capabilities designed specifically for AI agents and applications. **Core APIs & Endpoints:** The platform offers five main capabilities: - Web search functionality - Webpage content extraction - Webpage crawling - Webpage mapping - Research task creation **Search Capabilities:** The documentation references "search depth" Agent context: Two providers stand out for *licensed, non-scraped* sources: **Linkup** (publisher licensing deals, no scraping) and **Valyu** (SEC/PubMed/academic). Let me consult the actual documentation of the top candidates.

agent_action

Let me consult Exa and Valyu docs to complete the comparison set.

url

https://docs.exa.ai/reference/getting-started

Fetch prompt: Summarize: what Exa is, how its neural/embeddings search works, what content/sources it indexes and whether they are licensed or scraped, key endpoints (search, contents, find similar), structured outputs, SDKs (JS/Node, Python), authentication, and pricing. Focus on source quality and whether sources are reputable/licensed. Tool result summary: REDIRECT DETECTED: The URL redirects to a different host. Original URL: https://docs.exa.ai/reference/getting-started Redirect URL: https://exa.ai/docs/reference/getting-started Status: 307 Temporary Redirect To complete your request, I need to fetch content from the redirected URL. Please use WebFetch again with these parameters: - url: "https://exa.ai/docs/reference/getting-started" - prompt: "Summarize: what Exa i Agent context: Let me consult Exa and Valyu docs to complete the comparison set.

url

https://docs.valyu.network/overview

Fetch prompt: Summarize: what Valyu is, what licensed/proprietary data sources it covers (SEC, PubMed, academic, financial, web), how the search/retrieval API works, endpoints, SDKs (JS/Python), authentication, and pricing. Focus on licensed source coverage and whether it suits grounding a consumer product-review agent. Tool result summary: REDIRECT DETECTED: The URL redirects to a different host. Original URL: https://docs.valyu.network/overview Redirect URL: https://docs.valyu.ai/overview Status: 301 Moved Permanently To complete your request, I need to fetch content from the redirected URL. Please use WebFetch again with these parameters: - url: "https://docs.valyu.ai/overview" - prompt: "Summarize: what Valyu is, what licensed/proprietary data sourc Agent context: Let me consult Exa and Valyu docs to complete the comparison set.

agent_action

Following the redirects.

url

https://exa.ai/docs/reference/getting-started

Fetch prompt: Summarize: what Exa is, how its neural/embeddings search works, what content/sources it indexes and whether they are licensed or scraped, key endpoints (search, contents, find similar), structured outputs, SDKs (JS/Node, Python), authentication, and pricing. Focus on source quality and whether sources are reputable/licensed. Tool result summary: # Exa Summary Based on the provided documentation page, here's what I can determine: **What Exa Is:** Exa describes itself as "a search engine made for AIs," designed to help artificial intelligence systems find precise web content. **Core Functionality:** The platform offers four main endpoints: - `/search` – embeddings-based web search with intelligent methods - `/contents` – retrieves clean, parsed HTML from resul Agent context: Following the redirects.

url

https://docs.valyu.ai/overview

Fetch prompt: Summarize: what Valyu is, what licensed/proprietary data sources it covers (SEC, PubMed, academic, financial, web), how the search/retrieval API works, endpoints, SDKs (JS/Python), authentication, and pricing. Focus on licensed source coverage and whether it suits grounding a consumer product-review agent. Tool result summary: # Valyu AI Search API Summary ## What Valyu Is Valyu provides a unified search API enabling AI agents to access "web search and 36+ proprietary data sources." The platform combines real-time internet searches with licensed content, offering "full-text multimodal retrieval." ## Licensed & Proprietary Data Coverage The platform covers: - **Academic**: Scholarly papers, textbooks, and journals - **Medical**: "Peer-revie Agent context: Following the redirects.

agent_action

## Recommendation: **Linkup** For this repo — **Cogitations Reviews**, a Nuxt 3 pla...

## Recommendation: **Linkup** For this repo — **Cogitations Reviews**, a Nuxt 3 platform whose agent generates product reviews via OpenAI (through a Cloudflare Worker) with no current retrieval — Linkup is the best fit against your decisive criterion: *licensed, reputable sources, not scraped SERPs*. **Why Linkup wins:** - **Licensing model is the actual differentiator.** Linkup signs content-licensing deals with publishers and pulls from their CMS directly — no scraping — and pays partners per access. It blends news publishers with structured knowledge databases (e.g., Statista, Xerfi), which is exactly the reputable grounding a review agent needs. - **Quality + fit:** ranks #1 among sub-second APIs (92% F-score on SimpleQA), configurable source-trust, and a `Fetch` endpoint returning LLM-ready markdown — easy to inject into the existing prompt pipeline. - **Ops fit:** JS/Node SDK (matches the Nuxt stack), SOC 2 Type II, GDPR, zero data retention; clean `Search`/`Research` endpoints. **Main alternatives considered:** - **Valyu** — also genuinely licensed (SEC, PubMed, arXiv, FDA, financial). Rejected: its 36+ sources are academic/financial/medical, with no consumer/product or e-co

result

Selected openai

Commands

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0

exit code not materialized

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

exit code not materialized

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/

exit code not materialized

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/components/

exit code not materialized

ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/pages/

exit code not materialized

find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server/api -type f | head -20

exit code not materialized

find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/server -type f

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ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/composables/

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ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/utils/

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grep -r "CLOUDFLARE\|OPENAI\|ANTHROPIC\|API" /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/.env.example 2>/dev/null | head -20

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find /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0 -name ".env*" -o -name "*.env" | head -10

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ls -la /home/user/worktrees/attempt-0999a630-179d-442f-92d3-6886ddfb6790-cap-0/docs/

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URLs Fetched

https://www.firecrawl.dev/blog/exa-alternatives

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https://nomadlab.cc/blog/2026/05/best-ai-search-apis-2026-tavily-exa-serper-firecrawl

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https://www.firecrawl.dev/blog/best-web-search-apis

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https://websearchapi.ai/blog/exa-ai-alternatives

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https://brightdata.com/blog/ai/exa-alternatives

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https://composio.dev/content/9-top-ai-search-engine-tools

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https://www.tavily.com/

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https://www.firecrawl.dev/blog/best-ai-search-engines-agents

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https://medium.com/@unicodeveloper/tavily-alternatives-in-2026-after-the-nebius-acquisition-9de526780686

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https://roundproxies.com/blog/best-exa-ai-alternatives/

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https://techcrunch.com/2024/11/28/linkup-connects-llms-with-premium-content-sources-legally/

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https://www.startuphub.ai/linkup-is-girding-for-the-gated-data-future-of-agentic-ai-search/

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https://finance.yahoo.com/news/linkup-connects-llms-premium-content-162953702.html

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https://www.linkup.so/

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https://python.langchain.com/docs/integrations/retrievers/linkup_search/

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https://aiagentstore.ai/ai-agent/linkup

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https://www.yardstick.live/blog/latest-news-articles-in-ai/linkup-offers-a-legal-way-to-connect-llms-with-premium-content

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https://aiagentsdirectory.com/agent/linkup

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https://aiagentslist.com/agents/linkup

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https://www.linkup.so/ai-agents

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https://docs.linkup.so/pages/documentation/get-started/introduction

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https://docs.tavily.com/welcome

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https://docs.exa.ai/reference/getting-started

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https://docs.valyu.network/overview

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https://exa.ai/docs/reference/getting-started

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https://docs.valyu.ai/overview

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Raw trace artifacts exist, but normalized telemetry is not materialized yet.

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