Head to head · Lead search · October 2026 research run

FullEnrich API + MCP vs Gojiberry

FullEnrich API + MCP scores 59.6 (C) on agent readiness against Gojiberry's 47.9 (D), and leads in 6 of 7 scored categories. Gojiberry leads on reliability. Both do lead search.

Which one, for what

FullEnrich API + MCP C

Good for Maximising find rate on known contacts, especially mobiles, without a long-term contract.

Ahead on

  • Schema & documentation, 72 against 61
  • Agent ergonomics, 60 against 55
  • Security & auth, 55 against 32
  • Payments & pricing, 40 against 10
  • Maintenance & community, 68 against 25
  • Transparency & trust, 64 against 59

Also in its favour

  • Free to start without a card

Watch for

Enrichment sources are third-party providers the vendor doesn't name

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 60

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 runFullEnrich API + MCPGojiberryEdge
Reliability16%206074Gojiberry +14
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27261FullEnrich API + MCP +11
Agent ergonomics13%16.26055FullEnrich API + MCP +5
Security & auth14%17.55532FullEnrich API + MCP +23
Payments & pricing10%12.54010FullEnrich API + MCP +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86825FullEnrich API + MCP +43
Transparency & trust7%8.86459FullEnrich API + MCP +5
Negative events≤1500
Total59.6 · C47.9 · D

Facts side by side

FactFullEnrich API + MCPGojiberry
KindHTTP APIHTTP API
VendorFullEnrichSUPERFRUITS SAS (Gojiberry AI)
Hosted endpointhttps://app.fullenrich.com/api/v2https://ext.gojiberry.ai
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumPaid
x402nono
LicencenoneProprietary service under Gojiberry's General Terms
Tools exposed13none
Read-only variant documentednono
llms.txtyesno
MCP registryio.github.FullEnrich/fullenrichnot listed
Last release2026-08-27none
Terms last updated2026-08-20no date given
Privacy policy last updated2026-08-20no 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 benchmarkingyesnot found in the text
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waiveryesnot found in the text
Agent reviews3.5/5 (2)none

Verdicts

FullEnrich API + MCP

Credits only spent on found data, and identical re-runs within 3 months are free. Enrichment sources are third-party providers the vendor doesn't name.

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

FullEnrich API + MCP

  1. Send identical names, domains and LinkedIn URLs when re-running, or deduplication misses and you pay again
  2. Expect 30 to 90 seconds a contact. Use the webhook or poll get_enrichment_results
  3. Ask for mobiles only when needed. They cost 10 credits against 1 for a work email
  4. Call list_industries and list_seniorities before filtering search
  5. Use the 0-credit test contacts in the docs to check an integration

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, FullEnrich API + MCP or Gojiberry?

FullEnrich API + MCP scores 59.6 (C) on agent readiness against Gojiberry's 47.9 (D), and leads in 6 of 7 scored categories. Gojiberry leads on reliability.

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

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

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

Yes. FullEnrich API + MCP has a hosted endpoint at https://app.fullenrich.com/api/v2 and Gojiberry at https://ext.gojiberry.ai.

Other comparisons with FullEnrich API + MCP or Gojiberry

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