Unaka delivers a deterministic execution plan in under a second — 83% cheaper than MCP — mapping natural language intent to a typed, ready-to-run spec your agent can act on immediately.
Every action-oriented request forces your LLM to reason through APIs, guess at field shapes, and figure out sequence. That reasoning costs tokens every single time.
MCP servers auto-create entities, guess at values, and make decisions without asking. The 10,000th 'create urgent bug' makes the same mistakes as the first.
Every new software tool is an engineering project. Build an MCP server. Define tools. Handle edge cases. Maintain it forever. Multiply by every provider you need.
"create urgent bug assign to me"
Unaka
{ status: "ready", steps: [...] }
| Without Unaka | With Unaka | |
|---|---|---|
| Setup | Manual per tool | Catalog-driven |
| Token cost | High (reasoning every call) | Zero |
| Speed | 10–30 seconds | Sub-second |
| Accuracy | Probabilistic | Deterministic |
| Data stored | Varies | Nothing |
| Prompt | Complexity | Harness | Tokens | API Calls | Cost | Correct |
|---|---|---|---|---|---|---|
| Create urgent bug for login timeout assign to me | Simple | Unaka Winner | 0 | 1 | $0.00 | ✓ |
| MCP | 23,769 | 3 | $0.0713 | ✓ | ||
| High priority feature, Engineering team, due next Friday, assign to me | Complex | Unaka Winner | 0 | 2 | $0.00 | ✓ |
| MCP | 32,071 | 4 | $0.0962 | ✓ |
Benchmarked against Claude Sonnet with Linear's official MCP server. Same intents, same model, real Linear issues created. Unaka returns a plan — execution is the caller's responsibility.
Get a plan generation layer for your product without building or maintaining it. When an agent expresses intent, Unaka generates the plan. You execute it. Agents work better in your product.
One integration. Every provider in the catalog. Your agent expresses intent, Unaka returns a deterministic plan. No more reasoning about APIs. No more token burn on tool selection.
Every action-oriented request currently costs tokens on API reasoning. With Unaka's catalog native to your model, that reasoning cost goes to zero. Intent in. Plan out.
Unaka sits between your agent and your software. We generate plans. We execute nothing. We log nothing about you.
Intents, params, and outcomes are never stored. Your prompts never touch our database.
We count workflow executions and success rates. Never what was said. Never who said it.
Unsupported intents are stripped of all identifying information before anything is logged.
Unaka is in early access. We're working directly with SaaS companies and agent builders to expand provider coverage.