Spectrawl

The unified web layer for AI agents. Search, browse, crawl, extract, and act on platforms — one package, self-hosted.

5,000 free searches/month via Gemini Grounded Search. Full page scraping, stealth browsing, multi-page crawling, structured extraction, AI browser agent, 24 platform adapters.

What It Does

AI agents need to interact with the web — searching, browsing pages, crawling sites, logging into platforms, posting content. Today you wire together Playwright + a search API + cookie managers + platform-specific scripts. Spectrawl is one package that does all of it.

npm install spectrawl

How It Works

Spectrawl searches via Gemini Grounded Search (Google-quality results), scrapes the top pages for full content, and returns everything to your agent. Your agent's LLM reads the actual sources and forms its own answer — no pre-chewed summaries.

Quick Start

npm install spectrawl
export GEMINI_API_KEY=your-free-key  # Get one at aistudio.google.com

const { Spectrawl } = require('spectrawl')
const web = new Spectrawl()

// Deep search — returns sources for your agent/LLM to process
const result = await web.deepSearch('how to build an MCP server in Node.js')
console.log(result.sources)   // [{ title, url, content, score }]

// With AI summary (opt-in — uses extra Gemini call)
const withAnswer = await web.deepSearch('query', { summarize: true })
console.log(withAnswer.answer)  // AI-generated answer with [1] [2] citations

// Fast mode — snippets only, skip scraping
const fast = await web.deepSearch('query', { mode: 'fast' })

// Basic search — raw results
const basic = await web.search('query')

Why no summary by default? Your agent already has an LLM. If we summarize AND your agent summarizes, you're paying two LLMs for one answer. We return rich sources — your agent does the rest.

Spectrawl vs Others

	Tavily	Crawl4AI	Firecrawl	Stagehand	Spectrawl
Speed	~2s	~5s	~3s	~3s	~6-10s
Free tier	1,000/mo	Unlimited	500/mo	None	5,000/mo
Returns	Snippets + AI	Markdown	Markdown/JSON	Structured	Full page + structured
Self-hosted	No	Yes	Yes	Yes	Yes
Anti-detect	No	No	No	No	Yes (Camoufox)
Block detection	No	No	No	No	8 services
CAPTCHA solving	No	No	No	No	Yes (Gemini Vision)
Structured extraction	No	No	No	Yes	Yes
NL browser agent	No	No	No	Yes	Yes
Network capturing	No	Yes	No	No	Yes
Multi-page crawl	No	Yes	Yes	No	Yes (+ sitemap)
Platform posting	No	No	No	No	24 adapters
Auth management	No	No	No	No	Cookie store + refresh

Search

Two modes: basic search and deep search.

Basic Search

const results = await web.search('query')

Returns raw search results from the engine cascade. Fast, lightweight.

Deep Search

const results = await web.deepSearch('query', { summarize: true })

Full pipeline: query expansion → parallel search → merge/dedup → rerank → scrape top N → optional AI summary with citations.

Search Engine Cascade

Default cascade: Gemini Grounded → Tavily → Brave

Gemini Grounded Search gives you Google-quality results through the Gemini API. Free tier: 5,000 grounded queries/month.

Engine	Free Tier	Key Required	Default
Gemini Grounded	5,000/month	GEMINI_API_KEY	✅ Primary
Tavily	1,000/month	TAVILY_API_KEY	✅ 1st fallback
Brave	2,000/month	BRAVE_API_KEY	✅ 2nd fallback
DuckDuckGo	Unlimited	None	Available
Bing	Unlimited	None	Available
Serper	2,500 trial	SERPER_API_KEY	Available
Google CSE	100/day	GOOGLE_CSE_KEY	Available
Jina Reader	Unlimited	None	Available
SearXNG	Unlimited	Self-hosted	Available

Deep Search Pipeline

Query → Gemini Grounded + DDG (parallel)
  → Merge & deduplicate (12-19 results)
  → Source quality ranking (boost GitHub/SO/Reddit, penalize SEO spam)
  → Parallel scraping (Jina → readability → Playwright fallback)
  → Returns sources to your agent (AI summary opt-in with summarize: true)

What you get without any keys

DDG-only search, raw results, no AI answer. Works from home IPs. Datacenter IPs get rate-limited by DDG — recommend at minimum a free Gemini key.

Browse

Stealth browsing with anti-detection. Three tiers (auto-escalation):

1. Playwright + stealth plugin — default, works immediately
2. Camoufox binary — engine-level anti-fingerprint (npx spectrawl install-stealth)
3. Remote Camoufox — for existing deployments

If tier 1 gets blocked, Spectrawl automatically escalates to tier 2 (if installed) or tier 3 (if configured). No manual intervention needed.

Browse Options

const page = await web.browse('https://example.com', {
  screenshot: true,    // Take a PNG screenshot
  fullPage: true,      // Full page screenshot (not just viewport)
  html: true,          // Return raw HTML alongside markdown
  stealth: true,       // Force stealth mode
  camoufox: true,      // Force Camoufox engine
  noCache: true,       // Bypass cache
  auth: 'reddit'       // Use stored auth cookies for this platform
})

Browse Response

{
  content: "# Page Title\n\nExtracted markdown content...",
  url: "https://example.com",
  title: "Page Title",
  statusCode: 200,
  cached: false,
  engine: "camoufox",            // which engine was used
  screenshot: Buffer<png>,        // PNG buffer (JS) or base64 (HTTP)
  html: "<html>...</html>",       // raw HTML (if html: true)
  blocked: false,                 // true if block page detected
  blockInfo: null                 // { type: 'cloudflare', detail: '...' }
}

Block Page Detection

Spectrawl detects block/challenge pages from 8 anti-bot services and reports them in the response instead of returning garbage HTML:

• Cloudflare (including RFC 9457 structured errors)
• Akamai
• AWS WAF
• Imperva / Incapsula
• DataDome
• PerimeterX / HUMAN
• hCaptcha challenges
• reCAPTCHA challenges
• Generic bot detection (403, "access denied", etc.)

When a block is detected, the response includes blocked: true and blockInfo: { type, detail }.

Site-Specific Fallbacks

Some sites block all datacenter IPs regardless of stealth. Spectrawl automatically routes these through alternative APIs:

Site	Problem	Fallback	Cost
Reddit	Blocks all datacenter IPs	PullPush API — Reddit archive	Free
Amazon	CAPTCHA wall on product pages	Jina Reader — server-side rendering	Free
X/Twitter	Login wall on posts	xAI Responses API with x_search	~$0.06/post
LinkedIn	HTTP 999, IP fingerprinting	Requires residential proxy (see below)	~$7/GB

These fallbacks activate automatically — just browse() the URL and Spectrawl picks the right path. No config needed for Reddit and Amazon. X requires XAI_API_KEY env var. LinkedIn requires a residential proxy.

LinkedIn: Why It's Different

LinkedIn fingerprints the IP where cookies were created. Even valid cookies get rejected from a different IP. Every free approach fails from datacenter servers:

• Direct browse: HTTP 999
• Voyager API with cookies: 401 (IP mismatch)
• Jina Reader: empty response
• Facebook/Googlebot UA: 317K of CSS, zero content

The only working solution is a residential proxy. We recommend Bright Data for best results (72M+ residential IPs, ~99.7% success rate, dedicated social media unlockers). For budget use, Smartproxy ($7/GB, 55M IPs, 3-day free trial) works well at lower cost.

Setup:

# Bright Data (recommended)
npx spectrawl config set proxy '{"host":"brd.superproxy.io","port":22225,"username":"YOUR_ZONE_USER","password":"YOUR_PASS"}'

# Smartproxy (budget alternative)
npx spectrawl config set proxy '{"host":"gate.smartproxy.com","port":10001,"username":"YOUR_USER","password":"YOUR_PASS"}'

# Store your LinkedIn cookies (export from browser)
npx spectrawl login linkedin --account yourname --cookies ./linkedin-cookies.json

# Now browse LinkedIn normally
curl localhost:3900/browse -d '{"url":"https://www.linkedin.com/in/someone"}'

Other residential proxy providers that work:

• IPRoyal — $7/GB, 32M IPs
• Bright Data — premium quality, higher cost
• Oxylabs — enterprise-grade

⚠️ Avoid WebShare — recycled datacenter IPs marketed as residential, no HTTPS support.

CAPTCHA Solving

Built-in CAPTCHA solver using Gemini Vision (free tier: 1,500 req/day):

• ✅ Image CAPTCHAs
• ✅ Text/math CAPTCHAs
• ✅ Simple visual challenges
• ❌ reCAPTCHA v2/v3 (requires token solving services)
• ❌ hCaptcha (requires token solving services)
• ❌ Cloudflare Turnstile (requires token solving services)

The solver automatically detects CAPTCHA type and attempts resolution before returning the page.

Extract — Structured Data Extraction

Pull structured data from any page using LLM + optional CSS/XPath selectors. Like Stagehand's extract() but self-hosted and integrated with Spectrawl's anti-detect browsing.

Basic Extraction

const result = await web.extract('https://news.ycombinator.com', {
  instruction: 'Extract the top 3 story titles and their point counts',
  schema: {
    type: 'object',
    properties: {
      stories: {
        type: 'array',
        items: {
          type: 'object',
          properties: {
            title: { type: 'string' },
            points: { type: 'number' }
          }
        }
      }
    }
  }
})
// result.data = { stories: [{ title: "...", points: 210 }, ...] }

HTTP API

curl -X POST http://localhost:3900/extract \
  -H 'Content-Type: application/json' \
  -d '{
    "url": "https://example.com",
    "instruction": "Extract the page title and main heading",
    "schema": {"type": "object", "properties": {"title": {"type": "string"}, "heading": {"type": "string"}}}
  }'

Response:

{
  "data": { "title": "Example Domain", "heading": "Example Domain" },
  "url": "https://example.com",
  "title": "Example Domain",
  "contentLength": 129,
  "duration": 679
}

Targeted Extraction with Selectors

Narrow extraction scope using CSS or XPath selectors — reduces tokens and improves accuracy:

const result = await web.extract('https://news.ycombinator.com', {
  instruction: 'Extract all story titles',
  selector: '.titleline',  // CSS selector
  // or: selector: 'xpath=//table[@class="itemlist"]'
  schema: { type: 'object', properties: { titles: { type: 'array', items: { type: 'string' } } } }
})

Relevance Filtering (BM25)

For large pages, filter content by relevance before sending to the LLM — saves tokens:

const result = await web.extract('https://en.wikipedia.org/wiki/Node.js', {
  instruction: 'Extract the creator and release date',
  relevanceFilter: true   // BM25 scoring keeps only relevant sections
})
// Content reduced from 50K+ chars to ~2K relevant chars

Extract from Content (No Browsing)

Already have the content? Skip the browse step:

const result = await web.extractFromContent(markdownContent, {
  instruction: 'Extract all email addresses',
  schema: { type: 'object', properties: { emails: { type: 'array', items: { type: 'string' } } } }
})

Uses Gemini Flash (free) by default. Falls back to OpenAI if configured.

Agent — Natural Language Browser Actions

Control a browser with natural language. Navigate, click, type, scroll — the LLM interprets the page and decides what to do.

const result = await web.agent('https://example.com', 'click the More Information link', {
  maxSteps: 5,       // max actions to take
  screenshot: true   // screenshot after completion
})
// result.success = true
// result.url = "https://www.iana.org/domains/reserved" (navigated!)
// result.steps = [{ step: 1, action: "click", elementIdx: 0, result: "clicked" }, ...]

HTTP API

curl -X POST http://localhost:3900/agent \
  -H 'Content-Type: application/json' \
  -d '{"url": "https://example.com", "instruction": "click the More Information link", "maxSteps": 3}'

Response:

{
  "success": true,
  "url": "https://www.iana.org/domains/reserved",
  "title": "IANA — Reserved Domains",
  "steps": [
    { "step": 1, "action": "click", "elementIdx": 0, "reason": "clicking the More Information link", "result": "clicked" }
  ],
  "content": "...",
  "duration": 5200
}

Supported Actions

The agent can: click, type (fill inputs), select (dropdowns), press (keyboard keys), scroll (up/down).

Network Request Capturing

Capture XHR/fetch requests made by a page during browsing — useful for discovering hidden APIs:

const result = await web.browse('https://example.com', {
  captureNetwork: true,
  captureNetworkHeaders: true,  // include request headers
  captureNetworkBody: true      // include response bodies (<50KB)
})
// result.networkRequests = [
//   { url: "https://api.example.com/data", method: "GET", status: 200, contentType: "application/json", body: "..." }
// ]

HTTP API

curl -X POST http://localhost:3900/browse \
  -d '{"url": "https://example.com", "captureNetwork": true, "captureNetworkBody": true}'

Screenshots

Take screenshots of any page via browse:

JavaScript

const result = await web.browse('https://example.com', {
  screenshot: true,
  fullPage: true       // optional: capture entire page, not just viewport
})
// result.screenshot is a PNG Buffer
fs.writeFileSync('screenshot.png', result.screenshot)

HTTP API

curl -X POST http://localhost:3900/browse \
  -H 'Content-Type: application/json' \
  -d '{"url": "https://example.com", "screenshot": true, "fullPage": true}'

Response:

{
  "content": "# Page Title\n\nExtracted markdown...",
  "url": "https://example.com",
  "title": "Page Title",
  "screenshot": "iVBORw0KGgo...base64-encoded-png...",
  "cached": false
}

Note: Screenshots bypass the cache — each request renders a fresh page.

Crawl

Multi-page website crawler with automatic RAM-based parallelization.

const result = await web.crawl('https://docs.example.com', {
  depth: 2,              // how many link levels to follow
  maxPages: 50,          // stop after N pages
  format: 'markdown',    // 'markdown' or 'html'
  scope: 'domain',       // 'domain' | 'subdomain' | 'path'
  concurrency: 'auto',   // auto-detect from available RAM, or set a number
  merge: true,           // merge all pages into one document
  includePatterns: [],   // regex patterns to include
  excludePatterns: [],   // regex patterns to skip
  delay: 300,            // ms between batch launches (politeness)
  stealth: true          // use anti-detect browsing
})

Crawl Response

{
  pages: [
    { url: 'https://docs.example.com/', content: '...', title: '...', statusCode: 200 },
    { url: 'https://docs.example.com/guide', content: '...', title: '...', statusCode: 200 },
    // ...
  ],
  stats: {
    pagesScraped: 23,
    duration: 45000,
    concurrency: 4
  }
}

Sitemap-Based Crawling

Spectrawl auto-discovers sitemap.xml and pre-seeds the crawl queue — much faster than link-following for documentation sites:

const result = await web.crawl('https://docs.example.com', {
  useSitemap: true,  // enabled by default
  maxPages: 20
})
// [crawl] Found sitemap at https://docs.example.com/sitemap.xml with 82 URLs
// [crawl] Pre-seeded 20 URLs from sitemap

Set useSitemap: false to disable and rely only on link discovery.

Webhook Notifications

Get notified when a crawl completes:

curl -X POST http://localhost:3900/crawl \
  -d '{"url": "https://docs.example.com", "maxPages": 50, "webhook": "https://your-server.com/webhook"}'

Spectrawl will POST the full crawl result to your webhook URL when finished.

Async Crawl Jobs

For large sites, use async mode to avoid HTTP timeouts:

# Start a crawl job (returns immediately)
curl -X POST http://localhost:3900/crawl \
  -d '{"url": "https://docs.example.com", "depth": 3, "maxPages": 100, "async": true}'
# Response: { "jobId": "abc123", "status": "running" }

# Check job status
curl http://localhost:3900/crawl/abc123

# List all jobs
curl http://localhost:3900/crawl/jobs

# Check system capacity
curl http://localhost:3900/crawl/capacity

RAM-Based Auto-Parallelization

Spectrawl estimates ~250MB per browser tab and calculates safe concurrency from available system RAM:

• 8GB server: ~4 concurrent tabs
• 16GB server: ~8 concurrent tabs
• 32GB server: 10 concurrent tabs (capped)

Auth

Persistent cookie storage (SQLite), multi-account management, automatic expiry detection.

// Add account
await web.auth.add('x', { account: '@myhandle', method: 'cookie', cookies })

// Check health
const accounts = await web.auth.getStatus()
// [{ platform: 'x', account: '@myhandle', status: 'valid', expiresAt: '...' }]

Cookie refresh cron fires events before accounts go stale (see Events).

Events

Spectrawl emits events for auth state changes, rate limits, and action results. Subscribe to stay informed:

const { EVENTS } = require('spectrawl')

web.on(EVENTS.COOKIE_EXPIRING, (data) => {
  console.log(`Cookie expiring for ${data.platform}:${data.account}`)
})

web.on(EVENTS.RATE_LIMITED, (data) => {
  console.log(`Rate limited on ${data.platform}`)
})

// Wildcard — catch everything
web.on('*', ({ event, ...data }) => {
  console.log(`Event: ${event}`, data)
})

Available Events

Event	When
cookie_expiring	Cookie approaching expiry
cookie_expired	Cookie has expired
auth_failed	Authentication attempt failed
auth_refreshed	Cookie successfully refreshed
rate_limited	Platform rate limit hit
action_failed	Platform action failed
action_success	Platform action succeeded
health_check	Periodic health check result

Act — 24 Platform Adapters

Post to 24+ platforms with one API:

await web.act('github', 'create-issue', { repo: 'user/repo', title: 'Bug report', body: '...' })
await web.act('reddit', 'post', { subreddit: 'node', title: '...', text: '...' })
await web.act('devto', 'post', { title: '...', body: '...', tags: ['ai'] })
await web.act('huggingface', 'create-repo', { name: 'my-model', type: 'model' })

Live tested: GitHub ✅, Reddit ✅, Dev.to ✅, HuggingFace ✅, X (reads) ✅

Platform	Auth Method	Actions
X/Twitter	Cookie + OAuth 1.0a	post
Reddit	Cookie API	post, comment, delete
Dev.to	REST API key	post, update
Hashnode	GraphQL API	post
LinkedIn	Cookie API (Voyager)	post
IndieHackers	Browser automation	post, comment
Medium	REST API	post
GitHub	REST v3	repo, file, issue, release
Discord	Bot API	send, thread
Product Hunt	GraphQL v2	launch, comment
Hacker News	Cookie API	submit, comment
YouTube	Data API v3	comment
Quora	Browser automation	answer
HuggingFace	Hub API	repo, model card, upload
BetaList	REST API	submit
14 Directories	Generic adapter	submit

Built-in rate limiting, content dedup (MD5, 24h window), and dead letter queue for retries.

Source Quality Ranking

Spectrawl ranks results by domain trust — something most search tools don't do:

• Boosted: GitHub, StackOverflow, HN, Reddit, MDN, arxiv, Wikipedia
• Penalized: SEO farms, thin content sites, tag/category pages
• Customizable: bring your own domain weights

const web = new Spectrawl({
  sourceRanker: {
    boost: ['github.com', 'news.ycombinator.com'],
    block: ['spamsite.com']
  }
})

HTTP Server

npx spectrawl serve --port 3900

Endpoints

Method	Path	Description
POST	/search	Search the web
POST	/browse	Stealth browse a URL
POST	/crawl	Crawl a website (sync or async)
POST	/extract	Structured data extraction with LLM
POST	/agent	Natural language browser actions
POST	/act	Platform actions
GET	/status	Auth account health
GET	/health	Server health
GET	/crawl/jobs	List async crawl jobs
GET	/crawl/:jobId	Get crawl job status/results
GET	/crawl/capacity	System crawl capacity

Request / Response Examples

POST /search

curl -X POST http://localhost:3900/search \
  -H 'Content-Type: application/json' \
  -d '{"query": "best headless browsers 2026", "summarize": true}'

Response:

{
  "sources": [
    {
      "title": "Top Headless Browsers in 2026",
      "url": "https://example.com/article",
      "snippet": "Short snippet from search...",
      "content": "Full page markdown content (if scraped)...",
      "source": "gemini-grounded",
      "confidence": 0.95
    }
  ],
  "answer": "AI-generated summary with [1] citations... (only if summarize: true)",
  "cached": false
}

POST /browse

curl -X POST http://localhost:3900/browse \
  -H 'Content-Type: application/json' \
  -d '{"url": "https://example.com", "screenshot": true, "fullPage": true}'

Response:

{
  "content": "# Example Domain\n\nThis domain is for use in illustrative examples...",
  "url": "https://example.com",
  "title": "Example Domain",
  "statusCode": 200,
  "screenshot": "iVBORw0KGgoAAAANSUhEUg...base64...",
  "cached": false,
  "engine": "playwright"
}

POST /crawl

curl -X POST http://localhost:3900/crawl \
  -H 'Content-Type: application/json' \
  -d '{"url": "https://docs.example.com", "depth": 2, "maxPages": 10}'

Response:

{
  "pages": [
    {
      "url": "https://docs.example.com/",
      "content": "# Docs Home\n\n...",
      "title": "Documentation",
      "statusCode": 200
    }
  ],
  "stats": {
    "pagesScraped": 8,
    "duration": 12000,
    "concurrency": 4
  }
}

POST /act

curl -X POST http://localhost:3900/act \
  -H 'Content-Type: application/json' \
  -d '{"platform": "github", "action": "create-issue", "repo": "user/repo", "title": "Bug", "body": "Details..."}'

Error Responses

All errors follow RFC 9457 Problem Details format:

{
  "type": "https://spectrawl.dev/errors/rate-limited",
  "status": 429,
  "title": "rate limited",
  "detail": "Reddit rate limit: max 3 posts per hour",
  "retryable": true
}

Error types: bad-request (400), unauthorized (401), forbidden (403), not-found (404), rate-limited (429), internal-error (500), upstream-error (502), service-unavailable (503).

Proxy Configuration

Route browsing through residential or datacenter proxies. Required for LinkedIn — see Site-Specific Fallbacks for why.

{
  "browse": {
    "proxy": {
      "host": "gate.smartproxy.com",
      "port": 10001,
      "username": "YOUR_USER",
      "password": "YOUR_PASS"
    }
  }
}

The proxy is used for all Playwright and Camoufox browsing sessions. You can also start a local rotating proxy server that rotates through multiple upstream proxies:

npx spectrawl proxy --port 8080

Recommended providers:

Provider	Price	IPs	Best For
Bright Data	$12+/GB	72M	⭐ Best quality, ~99.7% success, social unlockers
Smartproxy	$7/GB	55M	Best budget option, 3-day free trial
IPRoyal	$7/GB	32M	Good alternative
Oxylabs	$10+/GB	100M+	Enterprise-grade

MCP Server

Works with any MCP-compatible agent (Claude, Cursor, OpenClaw, LangChain):

npx spectrawl mcp

MCP Tools

Tool	Description	Key Parameters
web_search	Search the web	query, summarize, scrapeTop, minResults
web_browse	Stealth browse a URL	url, auth, screenshot, html
web_act	Platform action	platform, action, account, text, title
web_auth	Manage auth	action (list/add/remove), platform, account
web_status	Check auth health	—

CLI

npx spectrawl init              # create spectrawl.json
npx spectrawl search "query"    # search from terminal
npx spectrawl status            # check auth health
npx spectrawl serve             # start HTTP server
npx spectrawl mcp               # start MCP server
npx spectrawl proxy             # start rotating proxy server
npx spectrawl install-stealth   # download Camoufox browser
npx spectrawl version           # show version

Configuration

spectrawl.json — full defaults:

{
  "port": 3900,
  "concurrency": 3,
  "search": {
    "cascade": ["gemini-grounded", "tavily", "brave"],
    "scrapeTop": 5
  },
  "browse": {
    "defaultEngine": "playwright",
    "proxy": null,
    "humanlike": {
      "minDelay": 500,
      "maxDelay": 2000,
      "scrollBehavior": true
    }
  },
  "auth": {
    "refreshInterval": "4h",
    "cookieStore": "./data/cookies.db"
  },
  "cache": {
    "path": "./data/cache.db",
    "searchTtl": 3600,
    "scrapeTtl": 86400,
    "screenshotTtl": 3600
  },
  "rateLimit": {
    "x": { "postsPerHour": 5, "minDelayMs": 30000 },
    "reddit": { "postsPerHour": 3, "minDelayMs": 600000 }
  }
}

Human-like Browsing

Spectrawl simulates human browsing patterns by default:

• Random delays between page loads (500-2000ms)
• Scroll behavior simulation
• Random viewport sizes from common resolutions
• Configurable via browse.humanlike

Environment Variables

GEMINI_API_KEY      Free — primary search + summarization (aistudio.google.com)
BRAVE_API_KEY       Brave Search (2,000 free/month)
TAVILY_API_KEY      Tavily Search (1,000 free/month)
SERPER_API_KEY      Serper.dev (2,500 trial queries)
GITHUB_TOKEN        For GitHub adapter
DEVTO_API_KEY       For Dev.to adapter
HF_TOKEN            For HuggingFace adapter
OPENAI_API_KEY      Alternative LLM for summarization
ANTHROPIC_API_KEY   Alternative LLM for summarization

License

MIT