Agent runtime governance
Audit runtime controls for tool permissions, approvals, memory, telemetry, evals, rollout, and containment. Use when reviewing tool-bearing agent systems. NOT for security scans, prompt-only work, or static code review.From its SKILL.md
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SKILL.md
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Agent Runtime Governance
Design and audit the controls that keep tool-bearing agent systems predictable, observable, and safe to operate.
Scope: Runtime governance for agents that use tools, memory, approvals,
subagents, evals, or external systems. NOT for generic vulnerability scanning
(security-scanner), normal code review (review), prompt-only
optimization (prompt-engineer), or MCP implementation details (mcp-creator).
Dispatch
$ARGUMENTS | Mode | Action |
|---|---|---|
| Empty | menu | Show governance modes and required inputs |
design <system> | design | Define runtime policies for a new or changing agent system |
audit <path-or-system> | audit | Review existing tool, approval, memory, telemetry, and eval controls |
permissions <agent-or-tools> | permissions | Design allowlists, denylists, approval modes, and escalation rules |
memory <agent-or-system> | memory | Define memory scope, retention, privacy, and invalidation policy |
evals <workflow> | evals | Plan regression, adversarial, and runtime acceptance eval loops |
rollout <system> | rollout | Define staged release, monitoring, rollback, and operator readiness controls |
incident <failure-mode> | incident | Define containment and recovery controls for agent failures |
| Natural language about agent tools, permissions, memory, evals, or containment | Auto-detect the closest mode |
Governance Surfaces
| Surface | Review Questions |
|---|---|
| Tools | Which tools can read, write, spend money, deploy, message users, or delete data? |
| Approvals | Which operations require explicit user approval or human review? |
| Memory | What can be stored, for how long, and at what scope? |
| State | What is durable, replayable, idempotent, and auditable? |
| Telemetry | Which traces, decisions, tool calls, and failures are observable? |
| Evals | Which scenarios prevent regression before rollout? |
| Containment | How does the system stop, rollback, quarantine, or degrade safely? |
Canonical Vocabulary
Use these canonical terms exactly when producing governance reports.
| Term | Meaning |
|---|---|
| tool consequence | The real-world effect a tool call can have: read, write, deploy, message, spend, delete, or expose |
| approval gate | Explicit human or policy checkpoint before a higher-risk action |
| runtime guard | Hook, wrapper, allowlist, denylist, test, or platform policy that enforces a governance rule |
| memory boundary | Scope, retention, redaction, and invalidation policy for stored agent context |
| containment | Stop, rollback, quarantine, or degrade action after unsafe or failed behavior |
| shadow mode | Runtime mode that records proposed actions without executing them |
Classification Gate
Classify the request before choosing a mode:
- If it asks for app vulnerability scanning, route to
security-scanner. - If it asks for code review, route to
review. - If it asks for prompt wording only, route to
prompt-engineer. - If it asks how to implement an MCP server, route to
mcp-creator. - Otherwise, choose the closest runtime governance mode from the dispatch table.
Workflow
- Define the agent’s job, users, data sensitivity, and external effects.
- Inventory tools by capability: read-only, write, destructive, financial, deploy, messaging, credential access, and network egress.
- Map approval gates to consequence, reversibility, and confidence.
- Define memory scope, retention, redaction, and invalidation rules.
- Require telemetry for tool calls, decisions, approval outcomes, and failures.
- Build evals around unsafe tool use, stale memory, missing approval, and failure containment.
- Define rollout gates, rollback criteria, and operator evidence for changes that affect live users, accounts, credentials, or external systems.
- Return a governance matrix with owners and enforcement points.
Scaling Strategy
| Scope | Strategy |
|---|---|
| Single agent or workflow | Produce one control matrix and one eval/monitoring set |
| Multiple agents sharing tools | Group by tool consequence and shared approval gates |
| Platform-wide governance | Define baseline policy first, then exceptions by agent class |
| Live production rollout | Add staged rollout, rollback, monitoring, and owner review gates |
Progressive Disclosure
- Start with this
SKILL.mdfor routing and control surfaces. - Read
references/control-matrix.mdfor permissions, memory, telemetry, and eval controls. - Read
references/rollout-governance.mdonly when release, rollback, monitoring, or production readiness is in scope. - Do not load security, prompt, or MCP implementation references unless routing redirects to those skills.
Reference File Index
| File | Read When |
|---|---|
references/control-matrix.md | Designing or auditing runtime control surfaces |
references/rollout-governance.md | Planning staged release, rollback, monitoring, and operator readiness |
Output Shape
## Agent Governance Report
- System:
- Mode:
- Risk tier:
### Control Matrix
| Surface | Current | Required | Enforcement | Evidence |
|---|---|---|---|---|
### Required Changes
- ...
### Evals And Monitoring
- ...
### Rollout And Containment
- ...
Critical Rules
- Classify tools by consequence before recommending autonomy.
- Require explicit approval for irreversible, costly, public, credential, or destructive actions.
- Keep memory scope narrow and document retention, redaction, and invalidation.
- Require telemetry for tool calls, approvals, denials, failures, and containment actions.
- Add evals for unsafe tool use, missing approval, stale memory, and rollback behavior.
- Separate policy from enforcement; name the hook, wrapper, test, or runtime gate that enforces each rule.
- Do not replace
security-scanner,review,prompt-engineer, ormcp-creator; route to them when the request is outside runtime governance. - Do not mark a governance change ready without rollout, rollback, and monitoring criteria.
Validation Contract
Run from this skill directory before declaring changes complete:
python scripts/check.py
Completion criteria:
scripts/check.pyexits 0.- No portable-CLI violations remain under this skill directory.
- Smoke review covers explicit, implicit, rollout, and negative-control prompts.