ishapiro

Run

ishapiro/aireview

Agent

Claude Opus 4.7

Status

completed

Trace

available

Telemetry

artifact only

Last Run

Jun 06, 04:50 AM

Decision Summary

competitor

Expected

Provider

Product

Selected

Provider

tavily

Product

Surface

provider_selection

Reason

claude-code selected tavily during first-pass provider discovery. No expected provider was set for this prompt.

Outcome

competitor

Trace Timeline

agent_action

Prompt-lab work item started

agent_action

Pinned repository checkout verified

21064131e0f9915aed0cf38c98c0ef40501d9392

agent_action

I'll research the repository structure and tech stack first, then evaluate web-sear...

I'll research the repository structure and tech stack first, then evaluate web-search providers.

command

find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0 -maxdepth 2 -type f $ -name "README*" -o -name "package.json" -o -name "pyproject.toml" -o -name "go.mod" -o -name "*.toml" -o -name "Dockerfile" $ | head -20

Tool result summary: /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/README.md /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/package.json /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/supabase/config.toml Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

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 and tech stack first, then evaluate web-search providers.

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 and tech stack first, then evaluate web-search providers.

agent_action

Glob /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0

Tool result summary: No files found Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Glob /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0

Tool result summary: server/api/amazon/lookup.post.js server/api/amazon/test.get.js server/api/auth/check-email.post.js server/api/test.get.js Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Glob /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0

Tool result summary: assets/css/main.css pages/auth/verify-email.vue public/savta_ai_logo_blue_with_text.png server/api/auth/check-email.post.js tailwind.config.js Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Read server/api

Tool result summary: EISDIR: illegal operation on a directory, read '/home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/server/api' Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

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 and tech stack first, then evaluate web-search providers.

agent_action

Read server/api/test.get.js

Tool result summary: 1 export default defineEventHandler(async (event) => { 2 return { 3 message: 'API test endpoint working', 4 timestamp: new Date().toISOString(), 5 method: event.method, 6 url: event.path 7 } 8 }) Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Grep /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0

Tool result summary: Found 30 files utils/string.js server/api/amazon/lookup.post.js pages/about.vue pages/admin/categories/index.vue pages/admin/reviews/[id].vue pages/admin/reviews/dedup.vue pages/admin/reviews/index.vue pages/admin/reviews/new.vue pages/admin/users/index.vue pages/auth/register.vue pages/breadcrumb-example.vue pages/categories-all.vue pages/categories/[slug].vue pages/index.vue pages/profile.vue pages/reviews/[slug].v Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

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 and tech stack first, then evaluate web-search providers.

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 and tech stack first, then evaluate web-search providers.

agent_action

Grep /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0

Tool result summary: Found 2 files components/AIContentGenerator.vue composables/useAI.js Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

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 and tech stack first, then evaluate web-search providers.

command

find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0 -type f -name ".env*" 2>/dev/null

Tool result summary: (Bash completed with no output) Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Grep /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0

Tool result summary: Found 31 files server/api/auth/check-email.post.js server/api/amazon/lookup.post.js pages/about.vue pages/admin/categories/index.vue pages/admin/reviews/[id].vue pages/admin/reviews/dedup.vue pages/admin/reviews/index.vue pages/admin/reviews/new.vue pages/admin/users/index.vue pages/auth/register.vue pages/auth/verify-email.vue pages/breadcrumb-example.vue pages/categories/[slug].vue pages/index.vue pages/profile.vue Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

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 and tech stack first, then evaluate web-search providers.

command

find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/server -type f | head -20

Tool result summary: /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/server/api/amazon/lookup.post.js /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/server/api/amazon/test.get.js /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/server/api/auth/check-email.post.js /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/server/api/test.get.js Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

command

find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0 -type f $ -name "*.toml" -o -name "wrangler*" -o -name "*worker*" $ 2>/dev/null | head -20

Tool result summary: /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/supabase/config.toml Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

command

Tool result summary: -rw-r--r-- 1 user user 12725 Jun 6 04:48 README.md -rw-r--r-- 1 user user 2736 Jun 6 04:48 nuxt.config.js -rw-r--r-- 1 user user 635749 Jun 6 04:48 package-lock.json -rw-r--r-- 1 user user 1632 Jun 6 04:48 package.json -rw-r--r-- 1 user user 1661 Jun 6 04:48 tailwind.config.js -rw-r--r-- 1 user user 94 Jun 6 04:48 tsconfig.json -rw-r--r-- 1 user user 229 Jun 6 04:48 vercel.json Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Read pages/search.vue

Tool result summary: 1 <template> 2 <div> 3 <h1 class="text-3xl font-bold text-gray-900 mb-2">Search Existing Reviews</h1> 4 <p class="text-sm text-gray-500 mb-6 max-w-2xl"> 5 Want a review that doesn't exist yet? <span class="font-medium text-primary-600">Registered users</span> can generate new AI-powered reviews for any product in seconds. 6 </p> 7 8  9 <button 10 v-if="searchCo Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Read pages/admin/reviews/new.vue

Tool result summary: 1 <template> 2 <div class="max-w-4xl mx-auto"> 3 <div class="flex items-center justify-between mb-8"> 4 <h1 class="text-3xl font-bold text-gray-900">Create New Review</h1> 5 <NuxtLink to="/admin/reviews"> 6 <Button label="Back to Reviews" icon="pi pi-arrow-left" /> 7 </NuxtLink> 8 </div> 9 10 <Card> 11 <template #content> 12 <div class="space-y-6"> 13 <form @submit.prevent="handleSubmit"> 14 <div class="field"> 15 <l Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Grep pages/admin/reviews

Tool result summary: Found 2 files pages/admin/reviews/[id].vue pages/admin/reviews/new.vue Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

command

find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0 -type f -name "*.example" -o -name "*ENV*" 2>/dev/null | head -10

Tool result summary: (Bash completed with no output) Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Read app.vue

Tool result summary: 1 <template> 2 <NuxtLayout> 3 <NuxtPage /> 4 </NuxtLayout> 5 </template> 6 7 <script setup> 8 // Global error handling 9 onErrorCaptured((err, instance, info) => { 10 console.error('Error:', err) 11 console.error('Component:', instance) 12 console.error('Info:', info) 13 return false // prevents error from propagating 14 }) 15 16 // Host and port check on app initialization 17 onMounted(() => { 18 // Only run this ch Agent context: I'll research the repository structure and tech stack first, then evaluate web-search providers.

agent_action

Repo understood: a Nuxt 3 / Vue app ("Cogitations Reviews") whose AI runs through a...

Repo understood: a Nuxt 3 / Vue app ("Cogitations Reviews") whose AI runs through a Cloudflare Worker calling OpenAI, with no tool-calling or retrieval today. Now let me consult the actual provider docs before recommending. Loading web tools.

agent_action

Now let me consult the actual documentation for the leading candidates: Tavily, Exa...

Now let me consult the actual documentation for the leading candidates: Tavily, Exa, Perplexity Sonar, and Brave Search API.

url

https://docs.tavily.com/documentation/api-reference/endpoint/search

Fetch prompt: Summarize the Tavily Search API: endpoint, request format, auth, key parameters, whether it returns LLM-ready answer/content (not just links), pricing/free tier if mentioned, and whether a JavaScript/Node SDK exists. Tool result summary: # Tavily Search API Summary **Endpoint:** `POST https://api.tavily.com/search` **Authentication:** Bearer token (API key format: `tvly-YOUR_API_KEY`) **Request Format:** JSON with required `query` parameter and optional filters **Key Parameters:** - `search_depth`: Controls latency/relevance (`advanced`, `basic`, `fast`, `ultra-fast`) - `max_results`: Up to 20 results (default: 5) - `topic`: `general` or `news` - `in Agent context: Now let me consult the actual documentation for the leading candidates: Tavily, Exa, Perplexity Sonar, and Brave Search API.

url

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

Fetch prompt: Summarize the Exa API: what it does (search + content retrieval), endpoints, auth, whether it returns full page content/highlights for LLMs, JavaScript SDK availability, and pricing/free tier if mentioned. 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 the Exa API Agent context: Now let me consult the actual documentation for the leading candidates: Tavily, Exa, Perplexity Sonar, and Brave Search API.

url

https://docs.perplexity.ai/api-reference/chat-completions-post

Fetch prompt: Summarize the Perplexity Sonar API: what it does, endpoint, auth, OpenAI-compatibility, whether responses include web citations/grounding, models available, and pricing if mentioned. Tool result summary: # Perplexity Sonar API Summary **What it does:** Generates chat completions with integrated web search capabilities, allowing models to provide grounded responses with citations. **Endpoint:** `POST /v1/sonar` at `https://api.perplexity.ai` **Authentication:** HTTP Bearer token required **OpenAI Compatibility:** The API follows OpenAI's chat completion format with request/response structures similar to ChatGPT, makin Agent context: Now let me consult the actual documentation for the leading candidates: Tavily, Exa, Perplexity Sonar, and Brave Search API.

url

https://api-dashboard.search.brave.com/app/documentation/web-search/get-started

Fetch prompt: Summarize the Brave Search API: endpoint, auth, what it returns (links/snippets vs full content), free tier and pricing, and whether there's an official JS SDK. Tool result summary: # Brave Search API Summary **Endpoint:** `https://api.search.brave.com/res/v1/web/search` **Authentication:** API key via `X-Subscription-Token` header **Returns:** The API provides search results with snippets and metadata, not full page content. Results include: - Title, URL, and description (snippet) - Optional extra snippets (up to 5 additional excerpts per result) - Location data for place-based queries - Rich d Agent context: Now let me consult the actual documentation for the leading candidates: Tavily, Exa, Perplexity Sonar, and Brave Search API.

agent_action

Let me fetch the Exa redirect and grab pricing details for the top two candidates.

url

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

Fetch prompt: Summarize the Exa API: what it does (search + content retrieval), endpoints, auth, whether it returns full page content/highlights for LLMs, JavaScript/Node SDK availability, and pricing/free tier if mentioned. Tool result summary: # Exa API Summary **What It Does:** Exa functions as "a search engine made for AIs," offering web search and content retrieval optimized for language models. **Core Endpoints:** - `/search` — Embeddings-based web search - `/contents` — Retrieves parsed HTML from search results - `/answer` — Direct question-answering capability - `/research` — Automated research with structured JSON output and citations **Content Deli Agent context: Let me fetch the Exa redirect and grab pricing details for the top two candidates.

url

https://tavily.com/#pricing

Fetch prompt: What is Tavily's pricing and free tier? How many free API credits per month, and what do paid plans cost? Tool result summary: # Tavily Pricing Information Based on the web page provided, I cannot find specific details about Tavily's pricing structure, free tier allocation, or monthly API credits. The page includes a "[Pricing](/pricing)" link in the navigation menu, but the actual pricing details are not displayed in the content shared. To get accurate information about: - Free tier API credits per month - Paid plan costs - Feature tiers Yo Agent context: Let me fetch the Exa redirect and grab pricing details for the top two candidates.

agent_action

One quick search to confirm free-tier/pricing figures, then I'll write up the recom...

One quick search to confirm free-tier/pricing figures, then I'll write up the recommendation.

Tavily API free tier credits per month pricing 2026 vs Exa search pricing

Query: Tavily API free tier credits per month pricing 2026 vs Exa search pricing 20 search result links captured Tool result summary: Links: [{"title":"API Pricing | Exa","url":"https://exa.ai/pricing"},{"title":"Exa Pricing Update - Exa","url":"https://exa.ai/docs/changelog/pricing-update"},{"title":"Exa AI Pricing 2026: Plans, Costs & Free Options | AISO Tools","url":"https://aisotools.com/pricing/exa-ai"},{"title":"Exa Pricing 2026: Plans & Hidden Costs","url":"https://costbench.com/software/web-scraping/exa/"},{"title":"Exa Pricing | AI Search Agent context: One quick search to confirm free-tier/pricing figures, then I'll write up the recommendation.

agent_action

## Recommendation: Tavily Search API **Why Tavily for this repo.** Cogitations Revi...

## Recommendation: Tavily Search API **Why Tavily for this repo.** Cogitations Reviews is a Nuxt 3 / Vue app whose AI runs through a Cloudflare Worker calling OpenAI via plain `fetch`, with no tool-calling and no retrieval today. Tavily fits that shape best: - **Returns LLM-ready content, not just links.** A single `POST /api/tavily-search` can return an `include_answer` field plus cleaned markdown `raw_content` — so you can drop results straight into the OpenAI prompt without building your own scraper/parser. - **Trivial to wire into your existing pattern.** Bearer-token REST + an official **JS/Node SDK** mirrors how `useAmazon.js` / `useAI.js` already work; you'd add a `/server/api/tools/web-search.post.js` endpoint and a `TAVILY_API_KEY` in `runtimeConfig` — same shape as the Amazon keys. - **Cost/friction.** 1,000 free credits/month (no card), then ~$0.008/credit PAYGO — cheaper at scale than Exa's new $7–12/1k. **Alternatives considered:** - **Perplexity Sonar** — OpenAI-compatible, returns grounded answers + citations. Strong if you wanted to *replace* the LLM call, but it bundles search+generation, giving you less control over your own OpenAI prompts; better as an answer eng

result

Selected openai

Commands

exit code not materialized

find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0 -type f -name ".env*" 2>/dev/null

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find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0/server -type f | head -20

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find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0 -type f $ -name "*.toml" -o -name "wrangler*" -o -name "*worker*" $ 2>/dev/null | head -20

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find /home/user/worktrees/attempt-3038bc61-4880-413b-a8bb-70ffe8f03348-cap-0 -type f -name "*.example" -o -name "*ENV*" 2>/dev/null | head -10

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URLs Fetched

https://docs.tavily.com/documentation/api-reference/endpoint/search

status not materialized

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

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https://docs.perplexity.ai/api-reference/chat-completions-post

status not materialized

https://api-dashboard.search.brave.com/app/documentation/web-search/get-started

status not materialized

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

status not materialized

https://tavily.com/#pricing

status not materialized

https://docs.tavily.com/documentation/api-credits

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https://www.tavily.com/pricing

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https://linkgo.dev/faq/the-pricing-options-for-tavily

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https://getpulsesignal.com/pricing/tavily

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https://freetier.co/directory/products/tavily

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https://costbench.com/software/web-scraping/tavily/

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https://costbench.com/software/web-scraping/tavily/free-plan/

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https://www.firecrawl.dev/blog/tavily-pricing

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https://aisotools.com/pricing/tavily

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https://www.buildmvpfast.com/tools/api-pricing-estimator/tavily

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https://exa.ai/pricing

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https://exa.ai/docs/changelog/pricing-update

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https://aisotools.com/pricing/exa-ai

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https://costbench.com/software/web-scraping/exa/

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https://exa.ai/pricing?tab=websets

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https://brightdata.com/blog/comparison/bright-data-vs-exa

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https://exa.ai/

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

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https://www.buildmvpfast.com/api-costs/ai-search

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https://www.buildmvpfast.com/tools/api-pricing-estimator/exa

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Changed Files

Artifact only

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

Runs

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Run

Decision Summary

Trace Timeline

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URLs Fetched

Changed Files

Runs

Run

Decision Summary

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