Now in alpha
Make agents work reliably in software, with full observability.
Software wasn't built for agents, so they guess — and guess differently every time. Unaka replaces the guesswork with a structured execution plan you can track.
Works with 19 tools (and growing)
LinearGitHubHubSpotSlackNotionStripeSentryResendIntercomCustomer.ioAttioAirtableNeonRailwayCloudflareClerkPostHogSupabaseVercelLinearGitHubHubSpotSlackNotionStripeSentryResendIntercomCustomer.ioAttioAirtableNeonRailwayCloudflareClerkPostHogSupabaseVercel
LLMs aren't designed for consistency. Ask an agent to perform the same task twice, get different results. And that's not a bug you can fix.
The same plan, every time. Tracked.
Agents send an intent, and Unaka responds with a ready-to-hydrate spec — with structured API calls, field names, and logic.
Deterministic by default
Same intent, same plan, every time. Plans resolve from a pre-built catalog, not a model — nothing to guess at.
Stateless
No workspace state stored on our side. Pass context per-request and get the same guarantees — yours to own.
Full observability
Every plan is inspectable. Method, endpoint, headers, body, outputs — see exactly what your agent did and why.
Under 200ms
Plans arrive in under 200ms. No model sits in the critical path — just a deterministic lookup against the catalog.
Zero tokens on the path
No LLM calls to generate a plan. Your agent doesn't pay to figure out what to do — 83% cheaper than MCP.
Universal catalog. One API for every tool.
19 providers. 592 workflows. Every object, action, and field resolved against a hand-built spec — not a model.
59 workflows
57 workflows
43 workflows
35 workflows
34 workflows
29 workflows
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23 workflows
22 workflows
59 workflows
57 workflows
43 workflows
35 workflows
34 workflows
29 workflows
29 workflows
29 workflows
28 workflows
28 workflows
27 workflows
26 workflows
26 workflows
25 workflows
25 workflows
24 workflows
23 workflows
23 workflows
22 workflows
Real benchmark data
Same intent. Same model.
Radically different outcomes.
Benchmarked against Claude Sonnet with Linear's official MCP server. Same intents, same model, real Linear issues created.
20/20
batch routing tests
Linear + GitHub
83%
cheaper than MCP
zero tokens consumed
11×
fewer API calls
on compound workflows
~200ms
average plan resolution
catalog-resolved, no model call
Stop shipping agents
that guess.
Unaka is in early access. If you're building agents that act in external software — this is the reliability layer you've been missing.