/agent-readiness
SkillProductivityScore a task or workflow on its coordination-vs-judgment ratio to tell whether it's a good agent candidate (EXO 3.0 task-decomposition matrix).
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the /agent-readiness skill
What this skill tells your AI
The instructions your AI receives, as published by jkheadley/instar in skills/agent-readiness/SKILL.md and read by ahel’s review.
Salim Ismail's EXO 3.0 diagnostic, made runnable: score a piece of work on its coordination-vs-judgment ratio. Coordination work — routing information, approvals, scheduling, status tracking, prescriptive/standardized steps — is what AI agents do best, so it's agent-ready. Judgment work — resolving ambiguity, handling exceptions, navigating relationships, making a call with no playbook — should stay with (or escalate to) humans.
When to use
- Before delegating a task/workflow to an agent — is it actually a good candidate?
- When deciding whether a process should be fully automated, agent-with-oversight, hybrid, or kept human-led.
- When mapping which of your workflows a small team + agents could rebuild first (Salim: "every task that scores high on coordination has agent readiness").
How
Score a task:
curl -X POST -H "Authorization: Bearer $AUTH" -H 'Content-Type: application/json' \
-d '{"task":{"name":"Invoice intake","description":"Route invoices, schedule approvals, track status, compile a weekly report, notify owners."}}' \
http://localhost:${INSTAR_PORT:-4042}/agent-readiness/score
Score a workflow (by its steps):
curl -X POST -H "Authorization: Bearer $AUTH" -H 'Content-Type: application/json' \
-d '{"workflow":{"steps":["Fetch the record","Assign accounts","Schedule orientation","Update the tracker"]}}' \
http://localhost:${INSTAR_PORT:-4042}/agent-readiness/score
Returns:
{
"coordinationSignals": 5, "judgmentSignals": 0,
"coordinationRatio": 1.0, "overallReadiness": 100,
"recommendation": "deploy-agent",
"reason": "...",
"matched": { "coordination": ["route","schedule",...], "judgment": [] }
}
recommendation is one of: deploy-agent (75+), agent-with-oversight (55–74),
hybrid (40–54), human-led (<40). Deterministic + advisory — it answers a
question; it never blocks. Pair it with the MTP Protocol (/intent/org/test-action)
to check both "is this agent-ready?" and "does our purpose endorse it?"
Signals
- GitHub stars
- 79
- Forks
- 18
- Last commit
- Sep 2026
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agent-readiness-jkheadley- Source
- github.com/jkheadley/instar