Installable skillApache-2.0

Governance Observability

Use when defining governance metrics, reading governance health snapshots, generating the governance dashboard, or understanding the governance data model. Referenced by the governance-auditor agent and the /governance-health command.

BY Habitat-ThinkingUPDATED Oct 28, 2026
INTENDED FOR◈OpenClawInstall in a listed agent.

instructions.md

---
name: governance-observability-a33de0f9c331
description: Use when defining governance metrics, reading governance health snapshots, generating the governance dashboard, or understanding the governance data model. Referenced by the governance-auditor agent and the /governance-health command.
---

# Governance Observability

Defines the metrics, snapshot formats, and dashboard specifications
for governance health. This skill is referenced by:

- The `governance-auditor` agent when producing audit reports
- The `/governance-health` command when displaying results
- The `/governance-audit` command when updating snapshots
- The portfolio dashboard when aggregating governance data

## Governance Metrics Catalogue

| Metric | Type | Description |
| --- | --- | --- |
| Total constraints | integer | Total governance constraints in HARNESS.md |
| Falsifiability ratio | percentage | Proportion of governance constraints scored as "falsifiable" |
| Falsifiable | integer | Number of constraints rated "Falsifiable" |
| Vague | integer | Number of constraints rated "Vague" |
| Semantic drift stage | integer (1-5) | Numeric semantic drift severity from the five-stage model |
| Drift velocity | enum (stable/increasing/decreasing) | Direction of drift trend between audits |
| Governance debt items | integer | Number of governance debt items identified |
| Aggregate debt score | integer | Sum of (severity x blast_radius) across all debt items |
| Frame alignment score | percentage | Proportion of governance constraints with confirmed three-frame alignment |

## Snapshot Format Extension

Governance metrics are expressed as a markdown section in audit
reports. The governance-auditor includes a Governance Summary section
that agents (including the snapshot generator) can parse directly:

```text
## Governance Summary

- Total constraints: 4
- Falsifiable: 3 (with verification criteria)
- Vague: 0 (lacking operational meaning)
- Falsifiability ratio: 75%
- Semantic drift stage: 1/5
- Drift velocity: stable
- Governance debt items: 2
- Aggregate debt score: 8 (sum of severity x blast radius)
- Frame alignment score: 50%
```

## Staleness Thresholds

| Metric | Fresh | Stale | Critical |
| --- | --- | --- | --- |
| `last_audit` | < 90 days | 90-180 days | > 180 days |
| `drift_velocity` | stable or decreasing | increasing for 1 quarter | increasing for 2+ quarters |
| `falsifiability_ratio` | > 0.75 | 0.50-0.75 | < 0.50 |
| `debt_inventory_size` | 0-2 items | 3-5 items | > 5 items |

## Audit Report Format

Governance audit reports are written to
`observability/governance/audit-YYYY-MM-DD.md` by the
governance-auditor agent. Each report contains:

1. **Summary** — overall governance health score, counts, ratios
2. **Constraint Assessment** — per-constraint table with
   falsifiability score, drift risk, frame alignment, drift stage
3. **Governance Debt Inventory** — per-item table with severity,
   blast radius, score, affected constraints, recommendation
4. **Debt Cycle Analysis** — any reinforcement patterns detected
5. **Prioritised Recommendations** — ordered by debt score

## Dashboard Specification

See `references/dashboard-spec.md` for the full HTML dashboard
specification — sections, data sources, visualisation types, and
colour schemes.

## Portfolio Integration

When governance data is aggregated across repos (via
`/portfolio-assess`), the portfolio dashboard gains:

- A governance column in the repo table showing each repo's
  falsifiability ratio and drift score
- A governance summary section with:
  - Distribution of falsifiability ratios across repos
  - Shared governance gaps (terms that are vague across multiple repos)
  - Drift trend comparison across repos
  - Aggregate debt inventory size
COMPATIBILITY & REFERENCES

Platform guidance

Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.