Mediterranean voxel harbor at golden hour

Vibes don't ship to production.

Forecast every engineering decision. Verify every outcome. Know whose changes hold.

Ingests from

GitHub
Linear
Slack
Jira

GitHub is live. Linear, Slack, and Jira are next.

Used by

Claude Code
Cursor
OpenCode
NousResearchHermes Agent
VS Code
Any MCP Client

Deeper context.

Fewer mistakes.

Faster teams.

When agents are buried in codebases, they can't stay aligned with your team's decisions. Oka frees them to focus on insights, not rediscovery.

Cold start

Year one of your git history, in sixty seconds.

Connect GitHub and Oka reads every commit, PR, issue, comment, design doc, README, and CLAUDE.md in your repos. By the time you open the dashboard, your team's decisions, patterns, and conventions are already there, waiting to be queried.

commitspull requestsissues + commentsdesign docsREADMEs + CLAUDE.md

Linear, Slack, and Jira are next.

How it works

From observation to the leaderboard

Five layers that turn AI coding sessions into engineering judgment your team can trust.

01Capture

Every session leaves a trace

Oka observes your AI coding sessions in real time, capturing decisions, constraints, and reasoning as they happen. No manual notes. No lost context.

  • Automatic observation via MCP tools
  • Decisions with rationale and alternatives
  • Constraints and architectural boundaries
oka reason: session
observesession started in apps/api/src/auth.ts
decisionuse JWT rotation over static tokens
constraintmust not break existing mobile clients
observerefactored TokenValidator trait → 3 impls
decisionkeep refresh window at 15 min (ADR-019)
observetest coverage 94%, auth module complete
02Consolidate

Raw signals become knowledge

Oka turns raw observations into structured learnings, patterns, and decisions, connected across every repo in your account, not just the one you logged from.

  • Automatic pattern detection across sessions
  • Contradiction and deviation tracking
  • Cross-repo knowledge, account-wide
oka reason: consolidate
scanprocessing 47 raw observations...
dedupmerged 12 duplicate signals
groupauth: 3 learnings, 1 pattern
  └ JWT rotation decided (94% confidence)
groupperf: 2 learnings, 1 contradiction
  └ N+1 resolved via batch loader
groupdeploy: 4 learnings, 2 patterns
  └ CI gates caught 3 regressions
done7 learnings, 4 patterns indexed
03Forecast

Predict whether it will hold

Every shipped change gets a confidence score before anyone clicks merge. The score is grounded in your team's history, and the rules that resolve it stay server-side so the agents being scored can't game them.

  • Confidence band per decision, learning, and PBI
  • Predicates kept off-agent for honest scoring
  • Sharpens as outcomes come in
oka reason: forecast

Forecast issued

Migrate auth to JWT rotation

Confidence0.73
0.650.81

Expected signals

no more than 2 auth test failures / week
zero deviations from JWT spec
p95 latency stays under 8ms
04Verify

Outcomes, not vibes

After a change ships, Oka watches what happens. Did the fix hold? Did something break a week later? Each verdict (held, regressed, inconclusive) comes with the evidence behind it, and if a fix later breaks, Oka walks back through the chain.

  • Verdicts with cited evidence
  • Regression chain walks forward and back
  • Auto-emitted follow-ups when fixes break
oka reason: outcomes
HeldMigrate auth to JWT rotation

4 sessions touched the tag, no contradictions

HeldRefactor TokenValidator trait

7 sessions, predicate satisfied

RegressedAdd rate-limit middleware

p95 latency exceeded threshold on 2026-05-14

regressed from: Add token-bucket impl

regressed from: Use Tower rate-limit

05Leaderboard

Know which agents to trust

A scorecard for every AI tool and teammate in your stack. How often their work actually holds in your codebase, ranked side by side and built straight from your git history.

  • Per-tool and per-person hold rate
  • Commits, PRs, and reverts from your history
  • Humans, bots, and AI agents, side by side
oka reason: leaderboard

Hold-rate by agent, last 30 days

Claude Code
0.84±0.04
Human
0.79±0.05
Cursor
0.71±0.06
Copilot
0.62±0.08
247 PRs scored·not later reverted
PM Agent

Your PM, briefed on everything you've shipped.

Oka's PM Agent has read every decision, every outcome, every regression in your account. Ask it "what should we ship next?" and you get an answer with the evidence behind it: which past work it pattern-matches, how confident it is, and what's likely to break if you ship it.

PM Agent: backlog briefing

What should we ship next on the auth migration?

PM Agent

Prioritize refresh-token rotation. JWT rotation has held in production. The rate-limit middleware regressed twice and is blocking the same release tag.

Migrate auth to JWT rotationHeld, 0.84 confidence
Refactor TokenValidator traitHeld, 0.91 confidence
Add rate-limit middlewareRegressed, 2 prior attempts
Per-agent attribution

Which agent's fixes actually hold?*

Oka knows which AI tool produced each shipped change. Claude Code, Cursor, Copilot, Devin, Codex, Aider, Amp, Hermes, or a human. Then it watches what happens next. The leaderboard shows you, for your codebase, whose work survives in production and whose unravels.

AgentFixesHold rate95% CITrend
Claude Code412
0.84
±0.04
Human178
0.79
±0.05
Cursor296
0.71
±0.06
GitHub Copilot184
0.62
±0.08
Devin47
0.58
±0.12

*Until your account has resolved enough outcomes to be honest about the numbers, the leaderboard says "Building baseline."

Dogfood

Oka was built with Oka.

One engineer. One hundred and one days. Every decision logged. Every shipped change scored. Every outcome tracked. The first case study writes itself.

Read the case study
836Klinesof code shipped
12,914testsacross Rust, TS, Python
101daysfrom first commit to prod
Liveleaderboardagent hold-rate from commit one

Pricing.

Per-engineer team plans with metered overages for LLM tokens, API calls, knowledge searches, and storage. Enterprise tiers with SSO, on-prem, and dedicated onboarding.

See pricing
FAQ

Frequently asked questions

Everything you need to know about Oka

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holds.

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