agents.md on auto-pilot
The skill system that allows no-coders to
build better apps faster. For your stack. With your rules.
Problem
In over 60% of agent failures, the root cause is missing context.
Not the model. Not the user. Context the agent could not find and no one thought to provide.
Solution
The skill system that keeps your agent on rails
Unyak gives your agent the context it actually needs. It assembles context from you, your codebase, your tools and your stack — and then keeps your agents.md file current as your app evolves.
Features
What's in the box
Better specifications
A skill (skill.md) guides users to write clearer, more complete specifications before the agent starts building.
Your stack and rules
The skill combines each new requirement with the agents.md from your blueprint, so context is always unified.
Capture what matters
The system locks in errors and decisions as lightweight ADRs and records full session trajectories.
Update agents.md
While building, the skill updates agents.md from decisions (ADRs), blueprint and stack changes automatically.
Autofix or escalate
When your builders hit a wall, the skill helps resolve it — and escalates to you only when needed.
For the CTO
Your Team. Your Stack. Your Rules.
Your blueprint repo
Unyak wraps your existing repo structure. No migration, no reformatting. What you have today is what gets distributed.
Flexible onboarding
Distribute via repo, MCP, or both. Switch or combine at any time without touching what builders receive.
Realtime updates
Changes to your blueprint propagate instantly into every active IDE. No manual sync, no version drift.
Full team visibility
See onboarding status and build progress per user. Know who is stuck before they ask for help.
Full logs
Every blocked session produces logs and a trajectory. You get the context needed to diagnose and fix faster.
Harness Support
Works with the tools your team already uses
Outcome
The agent stops failing on context it should have had.
Your no-code builders build better apps faster.
Your engineers stop wasting time supporting them.
Your organization's knowledge and skills compound.
Roadmap
What's coming next
Session Handovers
Passive session listening that detects decisions and failures from conversation automatically, plus end-of-session handover summaries that eliminate cold starts across multi-session builds.
AI Blueprint
Ranked error pattern clustering, decision pattern analysis, ticket clustering by root cause, and concrete improvement suggestions. The compounding value layer that makes every session better than the last.
Better Collaboration
Shared repo editing of the intent section via direct GitHub flow or the Unyak UI — a lightweight editor for non-technical contributors. Changes sync to active sessions automatically.
More notification Channels
Expanding beyond Slack to Teams, Telegram, and email.
Harness Expansion
VS Code with GitHub Copilot, Google Antigravity, Replit, Bolt, and v0. Full hook-based automation where the harness supports it.
Real-time Stack data
Connect your live data layer directly to the skill system. Unyak pulls schema, auth config, and data models from Supabase, Convex, Clerk, and other MCP-connected sources — so the agent always builds against what is actually deployed, not what was documented last month.
Customize it
Subdomain or full TLD per team or project. Scoped REST and MCP endpoints for building custom apps on top of the platform — app directories, hackathon tools, onboarding flows.