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Claude Octopus
by nyldn · nyldn/claude-octopus
Run up to 8 models in parallel on the same task; surface where they disagree — that's where your blindspot is.
Octopus is a multi-model orchestration skill: define a task, it dispatches to N model providers, then highlights consensus and disagreement. Useful for research, design review, and plan critique where one model can have a confident-but-wrong opinion.
Why use it
Key features
- Up to 8 models in parallel
- Disagreement highlighting
- Cost guard (caps spend per run)
- Supports Anthropic, OpenAI, Google, xAI, etc.
- Output is a single decision-aid Markdown
Live Demo
What it looks like in practice
ready
Use Cases
Real-world ways to use Claude Octopus
When to use: You're about to commit to an architecture and want a second (and third, and fourth) opinion.
Flow
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Brief
Provide the design doc + question.✓ Copied
→ Octopus dispatches to N models
-
Read disagreements
Skim only where models disagree.✓ Copied
→ Real risks surface
-
Decide
Resolve disagreements with a focused follow-up.✓ Copied
→ Documented decision
Outcome: Decision made with explicit awareness of where models disagree.
Combinations
Pair with other MCPs for X10 leverage
Use Octopus on the proposed plan, then flow-next executes the agreed-on version
Combine claude-octopus with flow-next-skill: Use Octopus on the proposed plan, then flow-next executes the agreed-on version✓ Copied
Cost & Limits
What this costs to run
- API quota
- Per-provider limits
- Tokens per call
- N × normal
- Monetary
- Pay-per-call across providers
- Tip
- Set the cost cap; use cheap models for the panel and one premium
Security
Permissions, secrets, blast radius
Minimum scopes: multi-provider keys
Credential storage: API keys per provider in env
Data egress: Each configured provider
Never grant: ship customer data through every provider blindly — review egress
Troubleshooting
Common errors and fixes
One provider 401s
Octopus continues with the rest; log shows which key
Alternatives
Claude Octopus vs others
| Alternative | When to use it instead | Tradeoff |
|---|
| Single-model with self-critique | Cost-sensitive | Misses provider-specific blindspots |