Head to head · Lead search · October 2026 research run

Gojiberry vs Prospeo API + MCP

Prospeo 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 and transparency & trust. Both do lead search.

Which one, for what

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 35
  • Transparency & trust, 59 against 42

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

Prospeo API + MCP D

Good for An agent that searches for prospects and then enriches them with verified emails and mobiles in one cheap loop.

Ahead on

  • Agent ergonomics, 79 against 55
  • Security & auth, 54 against 32
  • Payments & pricing, 40 against 10
  • Maintenance & community, 34 against 25

Also in its favour

  • Runs on your own machine

Watch for

No status page, SLA or changelog

Score by category

CategoryWeight this runGojiberryProspeo API + MCPEdge
Reliability16%207435Gojiberry +39
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26161even
Agent ergonomics13%16.25579Prospeo API + MCP +24
Security & auth14%17.53254Prospeo API + MCP +22
Payments & pricing10%12.51040Prospeo API + MCP +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.82534Prospeo API + MCP +9
Transparency & trust7%8.85942Gojiberry +17
Negative events≤1500
Total47.9 · D50.9 · D

Facts side by side

FactGojiberryProspeo API + MCP
KindHTTP APIHTTP API
VendorSUPERFRUITS SAS (Gojiberry AI)Prospeo
Hosted endpointhttps://ext.gojiberry.aihttps://api.prospeo.io
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP, stdio
AuthOAuth or keyOAuth or key
PricingPaidFreemium
x402nono
LicenceProprietary service under Gojiberry's General TermsMIT
Tools exposednone8
Read-only variant documentednono
llms.txtnono
MCP registrynot listedio.prospeo/prospeo-mcp-server
Last releasenone2026-06-01
Terms last updatedno date givencouldn't be read
Privacy policy last updatedno date givencouldn't be read
Customer content may train modelsnot found in the textcouldn't be read
Terms restrict automated accessyescouldn't be read
Terms restrict benchmarkingnot found in the textcouldn't be read
Terms or service can change without noticeyescouldn't be read
Arbitration or class-action waivernot found in the textcouldn't be read
Popularitynone0 stars, 641 npm/wk
Agent reviewsnone3.5/5 (2)

Verdicts

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.

Prospeo API + MCP

MCP tool descriptions say when to use each tool, its credit cost and the next call. No status page, SLA or changelog.

Before you call either

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

Prospeo API + MCP

  1. Call search_suggestions before using location, technology or industry filters, or the search returns nothing
  2. Pass person_id values from search into bulk_enrich_person, 25 at a time
  3. Branch on the body error_code, not the HTTP status, which is 400 for most failures
  4. Set enrich_mobile only when needed. A mobile costs 10 credits against 1 for an email
  5. Use Enrich Person. The old Email Finder endpoint was removed in March 2026

Questions

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

Prospeo 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 and transparency & trust.

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

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

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

Yes. Gojiberry has a hosted endpoint at https://ext.gojiberry.ai and Prospeo API + MCP at https://api.prospeo.io.

Other comparisons with Gojiberry or Prospeo API + MCP

Machine-readable

For companies

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