Why Use This This skill provides specialized capabilities for jeremylongshore's codebase.
Use Cases Developing new features in the jeremylongshore repository Refactoring existing code to follow jeremylongshore standards Understanding and working with jeremylongshore's codebase structure
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Updated At Apr 3, 2026, 03:47 AM
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License MIT
---
name: exa-core-workflow-b
description: |
Execute Exa findSimilar, getContents, answer, and streaming answer workflows.
Use when finding pages similar to a URL, retrieving content for known URLs,
or getting AI-generated answers with citations.
Trigger with phrases like "exa find similar", "exa get contents",
"exa answer", "exa similarity search", "findSimilarAndContents".
allowed-tools: Read, Write, Edit, Bash(npm:*), Bash(node:*), Grep
version: 1.0.0
license: MIT
author: Jeremy Longshore <[email protected] >
compatible-with: claude-code, codex, openclaw
tags: [saas, exa, workflow, similarity-search, answer]
---
# Exa Core Workflow B — Similarity, Contents & Answer
## Overview
Secondary Exa workflow covering three endpoints beyond search: `findSimilar` (discover pages semantically related to a URL), `getContents` (retrieve text/highlights for known URLs), and `answer` (get AI-generated answers with web citations). These complement the primary search workflow in `exa-core-workflow-a`.
## Prerequisites
- `exa-js` installed and `EXA_API_KEY` configured
- Familiarity with `exa-core-workflow-a` search patterns
## Instructions
### Step 1: Find Similar Pages
```typescript
import Exa from "exa-js";
const exa = new Exa(process.env.EXA_API_KEY);
// findSimilar takes a URL (not a query string) and returns
// pages with semantically similar content
const similar = await exa.findSimilar(
"https://openai.com/research/gpt-4",
{
numResults: 10,
excludeSourceDomain: true, // exclude openai.com from results
startPublishedDate: "2024-01-01T00:00:00.000Z",
excludeDomains: ["reddit.com", "twitter.com"],
}
);
for (const r of similar.results) {
console.log(`${r.title} — ${r.url}`);
}
```
### Step 2: Find Similar with Contents
```typescript
// findSimilarAndContents combines similarity search + content extraction
const results = await exa.findSimilarAndContents(
"https://huggingface.co/blog/llama3",
{
numResults: 5,
text: { maxCharacters: 2000 },
highlights: { maxCharacters: 500, query: "open source LLM" },
excludeSourceDomain: true,
}
);
for (const r of results.results) {
console.log(`## ${r.title}`);
console.log(`URL: ${r.url}`);
console.log(`Highlights: ${r.highlights?.join(" | ")}`);
console.log(`Text preview: ${r.text?.substring(0, 300)}...\n`);
}
```
### Step 3: Get Contents for Known URLs
```typescript
// getContents retrieves page content for a list of URLs you already have
// Useful when you have URLs from a previous search or external source
const contents = await exa.getContents(
[
"https://arxiv.org/abs/2401.00001",
"https://arxiv.org/abs/2401.00002",
"https://blog.example.com/article",
],
{
text: { maxCharacters: 3000 },
highlights: { maxCharacters: 500 },
summary: { query: "key findings and methodology" },
livecrawl: "preferred", // try fresh, fall back to cache
livecrawlTimeout: 15000, // 15s timeout
// Subpage crawling: retrieve linked pages from each URL
subpages: 3, // crawl up to 3 subpages per URL
subpageTarget: "documentation", // find subpages matching this term
}
);
for (const r of contents.results) {
console.log(`${r.title}: ${r.text?.length || 0} chars`);
if (r.summary) console.log(`Summary: ${r.summary}`);
}
```
### Step 4: AI-Powered Answer with Citations
```typescript
// answer() searches the web and returns an AI-generated answer with sources
const answer = await exa.answer(
"What are the key differences between RAG and fine-tuning for LLMs?",
{
text: true,
// The answer response includes citations linking to source results
}
);
console.log("Answer:", answer.answer);
console.log("\nSources:");
for (const r of answer.results) {
console.log(` - ${r.title}: ${r.url}`);
}
```
### Step 5: Streaming Answer
```typescript
// streamAnswer returns chunks as they're generated
for await (const chunk of exa.streamAnswer(
"What is the current state of quantum computing in 2025?"
)) {
if (chunk.content) {
process.stdout.write(chunk.content);
}
if (chunk.citations) {
console.log("\n\nCitations:", JSON.stringify(chunk.citations, null, 2));
}
}
```
## Output
- Similar pages discovered from a seed URL
- Page content (text, highlights, summary) for known URLs
- AI-generated answers with web source citations
- Streaming answer chunks for real-time display
## Error Handling
| Error | HTTP Code | Cause | Solution |
|-------|-----------|-------|----------|
| `INVALID_URLS` | 400 | Malformed URLs in getContents | Validate URLs have protocol |
| `CRAWL_NOT_FOUND` | 404 | Content unavailable at URL | Verify URL is accessible |
| `CRAWL_TIMEOUT` | 504 | Live crawl exceeded timeout | Increase `livecrawlTimeout` |
| `SOURCE_NOT_AVAILABLE` | 403 | Paywalled or blocked content | Try without `livecrawl: "always"` |
| `UNABLE_TO_GENERATE_RESPONSE` | 501 | Insufficient data for answer | Rephrase query or add context |
| Empty `similar.results` | 200 | Seed URL not indexed | Try a more popular seed URL |
## Examples
### Competitive Intelligence Pipeline
```typescript
async function findCompetitors(companyUrl: string) {
// Find companies similar to a given company
const similar = await exa.findSimilarAndContents(companyUrl, {
numResults: 10,
excludeSourceDomain: true,
text: { maxCharacters: 500 },
category: "company",
});
return similar.results.map(r => ({
name: r.title,
url: r.url,
description: r.text?.substring(0, 200),
}));
}
```
### Batch URL Content Retrieval
```typescript
async function enrichUrls(urls: string[]) {
// Process URLs in batches to stay within rate limits
const batchSize = 10;
const allContents = [];
for (let i = 0; i < urls.length; i += batchSize) {
const batch = urls.slice(i, i + batchSize);
const contents = await exa.getContents(batch, {
text: { maxCharacters: 1500 },
summary: { query: "main topic and key points" },
});
allContents.push(...contents.results);
}
return allContents;
}
```
## Resources
- [Exa Find Similar](https://docs.exa.ai/reference/find-similar-links)
- [Exa Get Contents](https://docs.exa.ai/reference/get-contents)
- [Exa Contents Retrieval](https://docs.exa.ai/reference/contents-retrieval)
## Next Steps
For common errors, see `exa-common-errors`. For SDK patterns, see `exa-sdk-patterns`.