Gumloop vs IKKF
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Gumloop compared with IKKF
| Detail | 
Gumloop | 
IKKF |
|---|
| What it does | The multiplayer AI agent builder
| Knowledge Engine that distills experience into sovereign, reusable skills for AI agents
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| Stage | Not given
| Not given
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| Founded | Not given
| Not given
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| Based in | US
| Not given
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| Pricing model | Freemium
| Freemium
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| Pricing | Free 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing.
| IKKF CLI: free forever, no license required. IKKF for macOS: $9.99 one-off purchase.
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| Key features | - Browser automation with real browser execution
- Over 300 native integrations
- Support for any AI model including frontier and open-source
- Session recordings with audit logs
- Human-in-the-loop with secure handoffs
- Password vault for credential management
- CAPTCHA handling
- Agent self-improvement through reflection
- Detailed spend analytics per model and agent
- Role-based access control and governance
| - Seven-phase execution protocol
- Synthesis Gate ensures expertise is distilled before task completion
- Universal AI provider support
- Local-first operation with no cloud or telemetry
- Work decomposed into 10-15 minute chunks
- Plain-text skill files you can read and audit
- Real deliverables written to your workspace
- Skill library and synthesis
- Two execution modes: Light and Full
- Resume and restore interrupted tasks
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| What makes it different | - Anyone can build agents without coding, not just technical teams
- Full observability and control over AI spend with credit-based billing
- Agents run in real browser with full web access and integration capabilities
- Enterprise-grade security with VPC deployment and data ownership
| - Ownership of all skills—your expertise stays yours, not locked in opaque third-party systems
- Synthesis Gate forces real learning and skill building alongside task completion
- Free CLI forever with no license, key, or machine-lock
- Local-first privacy—no cloud, no telemetry, full control
- Works with any AI agent—one protocol, instant provider swaps
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | 4 ▼ −1 (down) since last check |
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| Trust Flow (Majestic) | 19 | 4 |
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| Citation Flow (Majestic) | 49 | 18 |
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| Referring domains (Majestic) | 4273 | 7 |
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5 details filled in for both companies.
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