Head to head · Lead enrichment · October 2026 research run

Dropcontact API + MCP vs Gojiberry

Dropcontact API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability, schema & documentation and maintenance & community. Both do lead enrichment.

Which one, for what

Dropcontact API + MCP D

Good for European teams cleaning and completing contact lists where GDPR handling matters more than coverage.

Ahead on

  • Agent ergonomics, 60 against 55
  • Security & auth, 59 against 32
  • Payments & pricing, 40 against 10
  • Transparency & trust, 71 against 59

Also in its favour

  • Free to start without a card

Watch for

No OpenAPI spec, llms.txt or changelog

Gojiberry D

Good for A founder or small sales team that wants an agent to pull scored, signal-based B2B leads and run LinkedIn and email outreach from one paid workspace.

Ahead on

  • Reliability, 74 against 57
  • Schema & documentation, 61 against 41
  • Maintenance & community, 25 against 18

Watch for

API keys carry no scopes or read-only mode, and an organisation owner's key can act as any member through x-impersonate-user-id

Score by category

CategoryWeight this runDropcontact API + MCPGojiberryEdge
Reliability16%205774Gojiberry +17
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.24161Gojiberry +20
Agent ergonomics13%16.26055Dropcontact API + MCP +5
Security & auth14%17.55932Dropcontact API + MCP +27
Payments & pricing10%12.54010Dropcontact API + MCP +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.81825Gojiberry +7
Transparency & trust7%8.87159Dropcontact API + MCP +12
Negative events≤1500
Total50.9 · D47.9 · D

Facts side by side

FactDropcontact API + MCPGojiberry
KindHTTP APIHTTP API
VendorDropcontactSUPERFRUITS SAS (Gojiberry AI)
Hosted endpointhttps://api.dropcontact.com/v1https://ext.gojiberry.ai
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingPaidPaid
x402nono
LicencenoneProprietary service under Gojiberry's General Terms
Read-only variant documentednono
llms.txtnono
Terms last updated2025-08-01no date given
Privacy policy last updated2020-06-04no date given
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waivernot found in the textnot found in the text
Agent reviews3.5/5 (2)none

Verdicts

Dropcontact API + MCP

Pay on success, with credits refunded when no email is found. No OpenAPI spec, llms.txt or changelog.

Gojiberry

A public OpenAPI file with 49 operations, a free masked lead search and a published limit of 100 requests a minute make the API easy to plan against. Keys have no scopes, writes can start LinkedIn outreach from a connected account, and LinkedIn's User Agreement bars the scraping and automated messaging the product depends on.

Before you call either

Dropcontact API + MCP

  1. Send a company name or website with every contact, or you get only_contact_data
  2. Send only documented fields. New accounts get a 400 for unknown ones
  3. Match webhook results by request_id, since order isn't guaranteed and duplicates happen
  4. Poll no faster than every 30 seconds, as the not-ready response asks
  5. Post an empty contact to read the credit balance at no cost

Gojiberry

  1. Send Authorization: Bearer <key> to https://mcp.gojiberry.ai. The value must start with the word Bearer or the connection fails
  2. Create resources in the order list, source agent, campaign. A source agent with no campaign only finds leads
  3. Adding a contact to a list enrols it in the linked campaign, which sends LinkedIn or email messages. Ask the user before list writes
  4. Search with POST /v1/directory/leads/search for free, then reveal only the ids you need at 0.5 credit each, up to 100 a request
  5. Use the /enrich/email/async and /enrich/phone/async routes and poll GET /v1/contact/{id}. The synchronous routes can take minutes

Questions

Which is better for AI agents, Dropcontact API + MCP or Gojiberry?

Dropcontact API + MCP scores 50.9 (D) on agent readiness against Gojiberry's 47.9 (D), and leads in 4 of 7 scored categories. Gojiberry leads on reliability, schema & documentation and maintenance & community.

Do Dropcontact API + MCP and Gojiberry need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Dropcontact API + MCP and Gojiberry without installing anything?

Yes. Dropcontact API + MCP has a hosted endpoint at https://api.dropcontact.com/v1 and Gojiberry at https://ext.gojiberry.ai.

Other comparisons with Dropcontact API + MCP or Gojiberry

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.