Data accessibility

How you can actually get the data out of each provider. Verified against public documentation and the accounts used for the benchmark runs; a channel counts only if it is generally available, not waitlisted or enterprise-only.

MCP28 / 35

Model Context Protocol server: the data is callable directly from an AI agent or assistant.

CLI9 / 35

Official command-line tool for scripted lookups and bulk jobs from a terminal.

API35 / 35

Documented REST or GraphQL API with self-serve keys.

Dataset13 / 35

Full or partial dataset delivery over S3 / Snowflake / flat files under license.

CSV29 / 35

Self-serve CSV export from the web app or bulk upload-and-enrich.

Batch25 / 35

Documented API endpoint that takes several records in one request (bulk enrichment or batch lookup).

Webhooks24 / 35

Results or events pushed to a callback URL you supply, instead of polling for them.

Integrations26 / 35

Native app or sync in at least two of Clay, Zapier, Make, n8n, HubSpot and Salesforce.

Provider	MCP	CLI	API	Dataset	CSV	Batch	Webhooks	Integrations	Channels
Bright Data	yes	yes	yes	yes	yes	yes	yes	yes	8 / 8
Crustdata	yes	yes	yes	yes	yes	yes	yes	yes	8 / 8
Diffbot	yes	yes	yes	yes	yes	yes	yes	yes	8 / 8
ZoomInfo	yes	yes	yes	yes	yes	yes	yes	yes	8 / 8
Apollo.io	yes	yes	yes	no	yes	yes	yes	yes	7 / 8
Coresignal	yes	no	yes	yes	yes	yes	yes	yes	7 / 8
LeadMagic	yes	yes	yes	no	yes	yes	yes	yes	7 / 8
Reverse Contact	yes	yes	yes	yes	yes	no	yes	yes	7 / 8
AI Ark	yes	yes	yes	no	yes	yes	yes	no	6 / 8
Cognism	yes	no	yes	yes	yes	yes	no	yes	6 / 8
ContactOut	yes	no	yes	no	yes	yes	yes	yes	6 / 8
Fiber AI	yes	no	yes	yes	yes	yes	yes	no	6 / 8
FullEnrich	yes	no	yes	no	yes	yes	yes	yes	6 / 8
GetLeads	yes	yes	yes	no	yes	yes	yes	no	6 / 8
Icypeas	yes	no	yes	no	yes	yes	yes	yes	6 / 8
Lusha	yes	no	yes	no	yes	yes	yes	yes	6 / 8
RocketReach	yes	no	yes	no	yes	yes	yes	yes	6 / 8
Snov.io	yes	no	yes	no	yes	yes	yes	yes	6 / 8
Wiza	yes	no	yes	no	yes	yes	yes	yes	6 / 8
BetterContact	no	no	yes	no	yes	yes	yes	yes	5 / 8
Crunchbase	yes	no	yes	yes	yes	no	no	yes	5 / 8
Enrich.so	yes	no	yes	no	yes	yes	yes	no	5 / 8
Findymail	yes	no	yes	no	yes	no	yes	yes	5 / 8
Forager	no	no	yes	yes	no	yes	yes	yes	5 / 8
Hunter.io	yes	no	yes	no	yes	no	yes	yes	5 / 8
People Data Labs	no	no	yes	yes	yes	yes	no	yes	5 / 8
Prospeo	yes	no	yes	no	yes	yes	no	yes	5 / 8
Surfe	yes	no	yes	no	no	yes	yes	yes	5 / 8
LeadIQ	yes	no	yes	no	yes	no	no	yes	4 / 8
Aviato	no	no	yes	yes	no	yes	no	no	3 / 8
Captain Data	yes	no	yes	yes	no	no	no	no	3 / 8
Datagma	no	no	yes	no	yes	no	no	yes	3 / 8
Blitz API	yes	no	yes	no	no	no	no	no	2 / 8
QuickEnrich	no	no	yes	no	yes	no	no	no	2 / 8
HarvestAPI	no	no	yes	no	no	no	no	no	1 / 8

generally available · not offered. Sorted by number of channels. Corrections welcome: providers can request an update at any time.