SkillSpec helps teams building AI agents assess, track, and improve the skills their agents use in production, so capability doesn't drift and good agents don't stay good by accident.
Most teams can deploy agents, but they can't systematically manage capability over time. They don't know which skills are strong, which are weak, or whether a change to a SKILL.md actually helped. As the number of agents grows, capability management turns into guesswork.
You can review outputs, but you don't have a reliable view of which skills are performing well, underperforming, or drifting over time.
When a skill underperforms, improvement is manual: read feedback, guess at the cause, edit SKILL.md, redeploy, and hope the change helps.
There's no clear record of whether a skill improved, regressed, or stayed stagnant. Without that history, every change is a guess.
Some of the biggest capability problems are easy to miss until they've already affected results.
A skill can be perfectly written but never trigger if its description doesn't match how users phrase their requests. Your carefully crafted SKILL.md sits idle — and you'd never know.
A skill that used to work can become less effective as prompts, tooling, or team expectations change. Without ongoing assessment, that drift stays invisible.
SkillSpec gives teams a structured way to assess skills, improve them, and verify what actually got better.
Capture structured feedback on how a skill performed in real work, not just isolated tests.
Identify recurring patterns in where a skill is helping, failing, or degrading across repeated use.
Generate targeted SKILL.md changes, review them, and apply the improvements worth keeping.
Track whether the change actually improved outcomes over time, so development is evidence-based instead of anecdotal.
Track capability at the skill level across agents, with trends, targets, and signals that show where attention is needed.
SkillSpec converts recurring feedback into proposed SKILL.md changes, then tracks whether those changes improved results.
SkillSpec gives agents structured visibility into their own skills, weak spots, and approved improvement directives, so they can adapt and improve within the guardrails you control.
Manage skills as a team with shared libraries, visibility controls, and a common view of what good looks like.
Join the waitlist to get early access and help shape how teams assess and improve agent capability in production.