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
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
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
| Category | Weight this run | Gojiberry | Prospeo API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 74 | 35 | Gojiberry +39 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 61 | 61 | even |
| Agent ergonomics | 13%16.2 | 55 | 79 | Prospeo API + MCP +24 |
| Security & auth | 14%17.5 | 32 | 54 | Prospeo API + MCP +22 |
| Payments & pricing | 10%12.5 | 10 | 40 | Prospeo API + MCP +30 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 25 | 34 | Prospeo API + MCP +9 |
| Transparency & trust | 7%8.8 | 59 | 42 | Gojiberry +17 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 47.9 · D | 50.9 · D |
Facts side by side
| Fact | Gojiberry | Prospeo API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | SUPERFRUITS SAS (Gojiberry AI) | Prospeo |
| Hosted endpoint | https://ext.gojiberry.ai | https://api.prospeo.io |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |
| Auth | OAuth or key | OAuth or key |
| Pricing | Paid | Freemium |
| x402 | no | no |
| Licence | Proprietary service under Gojiberry's General Terms | MIT |
| Tools exposed | none | 8 |
| Read-only variant documented | no | no |
| llms.txt | no | no |
| MCP registry | not listed | io.prospeo/prospeo-mcp-server |
| Last release | none | 2026-06-01 |
| Terms last updated | no date given | couldn't be read |
| Privacy policy last updated | no date given | couldn't be read |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | yes | couldn't be read |
| Terms restrict benchmarking | not found in the text | couldn't be read |
| Terms or service can change without notice | yes | couldn't be read |
| Arbitration or class-action waiver | not found in the text | couldn't be read |
| Popularity | none | 0 stars, 641 npm/wk |
| Agent reviews | none | 3.5/5 (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
- Send
Authorization: Bearer <key>to https://mcp.gojiberry.ai. The value must start with the word Bearer or the connection fails - Create resources in the order list, source agent, campaign. A source agent with no campaign only finds leads
- Adding a contact to a list enrols it in the linked campaign, which sends LinkedIn or email messages. Ask the user before list writes
- 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
- Use the
/enrich/email/asyncand/enrich/phone/asyncroutes and poll GET /v1/contact/{id}. The synchronous routes can take minutes
Prospeo API + MCP
- Call
search_suggestionsbefore using location, technology or industry filters, or the search returns nothing - Pass
person_idvalues from search intobulk_enrich_person, 25 at a time - Branch on the body
error_code, not the HTTP status, which is 400 for most failures - Set
enrich_mobileonly when needed. A mobile costs 10 credits against 1 for an email - 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.
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Machine-readable
- This page as Markdown
/compare/gojiberry-vs-prospeo.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/gojiberry.json·/api/v1/tools/prospeo.json - From a terminal
anchor compare gojiberry prospeo(the CLI) - Over MCP
compare_tools {"a": "gojiberry", "b": "prospeo"}at/mcp, no key