# MoltSets Alternative for AI Agents — Ravn

Canonical: https://askravn.com/compare/moltsets-alternative

Compare

# A MoltSets alternative, compared honestly.

If you want a large people and company dataset bundled into a flat plan priced by rate limit, MoltSets is a strong pick. Pick Ravn when most of your work is verifying and finding work emails, and you would rather run people and company lookups on your own provider key than rent someone else’s database.
[Start free: 1,000 lookups](https://askravn.com/#start) [Read the docs](https://askravn.com/docs)

## MoltSets and Ravn at a glance
Only facts from public pricing pages. Where a page did not say, the cell says so.
| MoltSets | Ravn | 
Price entry point | Solo $27/mo | $24/mo | 
What the entry plan includes | 1,000 enrichment + 500 search records per 5 hours. Paid tiers sold as “unlimited data” under fair use, priced by rate limit (Pro $97, Team $397, Max $997). | 10,000 lookups a month across every tool: verification, email finding, website scraping, phone validation, IP to company. Beyond that, $1 per 1,000 ($0.001 each), billed monthly, up to a spending cap you set. People and company lookups run on your own provider key (e.g. People Data Labs); Ravn makes the call and stores nothing. | 
Free tier | 1,000 enrichment records (lifetime) + 100 search records | 1,000 lookups total, no card | 
Misses charged? | No charge on miss stated for phone tokens; not stated on pricing page for other records | No. A `not_found` result is free | 
MCP server | Yes | Yes, remote, OAuth sign-in or API key | 
CLI | Yes | Yes, `npx ravn` | 
REST API | Yes | Yes | 
Unused allowance | Not stated on pricing page (paid plans are priced by rate limit, not credits) | No credits to expire. The plan includes 10,000 lookups a month; beyond that it is $1 per 1,000, billed monthly. | Source: [MoltSets pricing page](https://moltsets.com/pricing), checked 3 Nov 2026. Prices from each company’s public pricing page, checked 3 November 2026. Check their site for current prices. Ravn prices: [pricing](https://askravn.com/pricing).
Their strengths
## Where MoltSets is the better choice
MoltSets includes licensed people and company data in a flat plan priced by rate limit, with no per-record credits. If your agent pulls a lot of person records every day, that model can work out simpler and cheaper than paying per record.Its Chrome extension is live in the browser today, while Ravn’s is [still on its way to the Chrome Web Store](https://askravn.com/chrome-extension). It also lists mobile ad ID audiences, which Ravn doesn’t offer yet. Like Ravn, it ships an MCP server, a CLI, a REST API and a Claude skills library.
Our fit
## Where Ravn fits better
Ravn is $24 a month, and that plan includes 10,000 of our own live checks a month, then $1 per 1,000: [email verification](https://askravn.com/features/email-verification-api), the [email finder](https://askravn.com/features/email-finder-api), website scraping, phone validation and IP to company. Every miss is free, on every tool.Here is the real difference: Ravn sells the software, not the data. People and company lookups run on your own data-provider account (People Data Labs); Ravn makes the call and stores nothing. Rook keeps no people data and resells no one’s records, so you are not renting a database or trusting us to hold one. Verdicts say whether the mailbox was actually checked (`mailbox_checked`), and we never call an address valid when it was not. Opted-out people are removed and never returned again ([opt-out](https://askravn.com/privacy#optout)).
Switch
## Switching in 10 minutes
Free accounts get 1,000 lookups with no card, so you can try this before changing anything.
- / 01
### Connect the MCP server
In Claude: Settings → Connectors → Add custom connector, paste `https://api.askravn.com/mcp`, sign in with your email code and click Allow. In Claude Code: `claude mcp add --transport http ravn https://api.askravn.com/mcp`, then `/mcp` → Authenticate. See the [MCP server guide](https://askravn.com/mcp-server).
- / 02
### Sign in from the terminal
Run `npx ravn login`, enter the 6-digit code from your email, then `npx ravn tools` to list all 25 tools. The [CLI docs](https://askravn.com/docs#cli) cover every flag.
- / 03
### Map MoltSets jobs to Ravn tools
Person search → `search_people`. Company enrichment → `domain_to_company` or `search_companies`. LinkedIn URL to email → `linkedin_to_business_email`. Email checks → `validate_email` or `validate_emails`. Schemas for each are in the [tool reference](https://askravn.com/docs#tools).
- / 04
### Test on a small sample
Run `npx ravn enrich leads.csv --tool domain_to_company --column Website --limit 25 --dry-run`, check the plan, then drop `--dry-run`. Your columns are kept, `rw_*` columns are added, and progress saves every 25 rows so a stopped run resumes.
FAQ
## Common questions.
[All questions →](https://askravn.com/faq)Does Ravn include a people database in its monthly plan like MoltSets?No, and that is deliberate. Ravn stores no people data and resells no one’s records. People and company lookups run on your own People Data Labs key, and each call is one lookup from your plan, with misses free. If you want a large people database bundled into a flat subscription, MoltSets’ model suits that better.Is there a Ravn Chrome extension for LinkedIn?It is built and on its way to the Chrome Web Store. It reads only the profile URL, never the page, and finds a verified email with your API key. Until the listing is live, MoltSets’ extension is the one you can install today. See [the extension page](https://askravn.com/chrome-extension).Can Ravn build ad audiences from hashed emails?Yes, for hashed emails: `npx ravn audience` turns a verified list into SHA-256 files for Meta or Google, hashed on your machine. See [hashed email audiences](https://askravn.com/features/hashed-email-audiences). Mobile ad ID audiences, which MoltSets lists, are not available from Ravn yet.How do Ravn skills compare to the MoltSets skills library?Ravn has a library of 21 distinct playbooks, one per job rather than one per CRM, installed with `npx ravn skill install --all`. MoltSets lists about 80 skill pages, many of them the same playbook for different CRMs. See [the skills library](https://askravn.com/skills).

## More in [compare](https://askravn.com/compare)
Every page uses the same account, plan and tools. [See pricing →](https://askravn.com/pricing)
- [People Data Labs Alternative for AI AgentsPeople Data Labs vs Ravn, checked 3 Nov 2026: cost per person record, free tier, compliance, MCP and CLI access, and which one fits your use..](https://askravn.com/compare/people-data-labs-alternative)
- [Snov.io Alternative for AI AgentsSnov.io vs Ravn, checked 3 Nov 2026: entry price, verification credits, credit expiry, MCP and API access, and whether you need a full sales suite..](https://askravn.com/compare/snov-alternative)
- [ZeroBounce Alternative for AI AgentsZeroBounce vs Ravn, checked 3 Nov 2026: cost per 1,000 verifications, free tiers, unknown results, MCP and API, and when each makes sense..](https://askravn.com/compare/zerobounce-alternative)
- [Apollo Alternative for AI AgentsApollo vs Ravn, checked 3 Nov 2026: free plans, MCP, API access and credit resets, plus when an all-in-one prospecting suite is the better pick..](https://askravn.com/compare/apollo-alternative)
- [Clay Alternative for AI AgentsClay vs Ravn: a spreadsheet-style enrichment workflow tool versus tools an AI agent calls directly.](https://askravn.com/compare/clay-alternative)
- [Dropcontact Alternative for AI AgentsDropcontact vs Ravn, checked 3 Nov 2026: entry price, free credits, pay-on-success, MCP and API, and when GDPR-first CRM cleaning is the better fit..](https://askravn.com/compare/dropcontact-alternative)