Multi-step research agent inside ChatGPT — autonomous browsing produces 5-30min citation-heavy reports.
Demo · hover to playGeneral-purpose agent that turns a single prompt into a finished deliverable.
| Spec | Manus | Pythagora |
|---|---|---|
| Agent Rank | 87 / 100 (S) | 67 / 100 (B) |
| Autonomy | Autonomous | Autonomous |
| Pricing | Freemium · from $19 | Freemium · from $49 |
| Open source | No | Yes |
| Capabilities | Browser, Tool use, Code, Memory, RAG | Code, Tool use, Memory |
| Integrations | 3 apps | 2 apps |
| Verified | Verified | Verified |
| Released | May 2025 | Mar 2024 |
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Affiliate links. We may earn a commission at no extra cost to you.
Pick Manus if cost is the main constraint. Pick Pythagora if auditability or self-hosting matters. Most working teams running both can use Manus for primary work and Pythagora for the workflows where its specific strengths matter.
Manus starts at Freemium · from $19; Pythagora starts at Freemium · from $49. Manus is the cheaper entry option. For team deployments the TCO can differ — use the AI Agent Rank TCO calculator for your specific volume.
Both Manus and Pythagora are Autonomous agents — neither has a meaningful autonomy advantage over the other. The decision should hinge on capabilities and pricing instead.
Adjacent agents in the same category with overlapping capabilities — worth a side-by-side glance before you commit.
Multi-step research agent inside ChatGPT — autonomous browsing produces 5-30min citation-heavy reports.
Demo · hover to playMulti-step research agent that produces sourced reports from a single question.
Demo · hover to playAgentic AI search engine — multi-step web research with citations, code, and image modes.