Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/lerianstudio/ring/writing-dev-reportsnpx skills add LerianStudio/ring --skill writing-dev-reportsgit clone --depth 1 https://github.com/LerianStudio/ringWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/lerianstudio/ring/writing-dev-reports)<a href="https://agentmods.dev/skills/lerianstudio/ring/writing-dev-reports"><img src="https://agentmods.dev/badge/skills/lerianstudio/ring/writing-dev-reports.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00087 | $0.00857 |
| Opus 5 | $0.00044 | $0.00428 |
| Sonnet 5 | $0.00017 | $0.00171 |
| Haiku 4.5 | $0.00009 | $0.00086 |
Grade A, and why
ring:writing-dev-reports scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 127 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Dev Report — Feedback Loop
When to use
- After epic completion in any dev cycle
- User requests a development report or feedback summary
- ring:running-dev-cycle Gate 10 handoff
Skip when
- Epic was documentation-only with no code changes
- Not inside a development cycle
Collects metrics and writes a structured report for completed development epics.
Step 1: Collect Metrics
Read accumulated_metrics from each completed epic (state.epics[].accumulated_metrics),
then gather the following per epic:
epic_id: {unit_id}
completed_at: {ISO timestamp}
agent_used: {ring:backend-go | ring:frontend | etc.}
language: {go | typescript | python}
service_type: {api | worker | batch | cli | frontend | bff}
tdd:
red_status: completed | skipped | failed
green_status: completed | skipped | failed
coverage:
actual_percent: {float}
threshold: {float}
verdict: PASS | FAIL
delivery:
requirements_total: {int}
requirements_delivered: {int}
verdict: PASS | PARTIAL | FAIL
quality:
lint_pass: true | false
file_size_violations: {int}
license_violations: {int}
migration_safety: PASS | FAIL | N/A
Step 2: Calculate Score
score = 0
TDD RED completed: +20
TDD GREEN completed: +20
Coverage ≥ threshold: +20
Delivery PASS: +20
Lint pass: +10
No file size violations: +5
License headers OK: +5
Total: 100 possible
Score tiers:
- 90-100: Excellent
- 80-89: Good
- 70-79: Acceptable
- < 70: Needs attention → root cause required
Step 3: Write Report
Save to docs/ring:writing-dev-reports/{epic_id}-{timestamp}.md:
# Dev Report: {epic_id}
**Completed:** {timestamp}
**Agent:** {agent_used}
**Language:** {language} | **Service Type:** {service_type}
## Score: {score}/100 ({tier})
## Metrics
| Metric | Value | Status |
|--------|-------|--------|
| TDD RED | {status} | ✅/❌ |
| TDD GREEN | {status} | ✅/❌ |
| Coverage | {actual}% (threshold: {threshold}%) | ✅/❌ |
| Delivery | {delivered}/{total} requirements | ✅/⚠️/❌ |
| Lint | {pass/fail} | ✅/❌ |
| File Size | {violations} violations | ✅/❌ |
| License | {violations} violations | ✅/❌ |
## Delivery Traceability
| Requirement | Status | Evidence |
|-------------|--------|----------|
{per-requirement rows}
## Issues Found
{list of ISSUE-XXX with severity and description}
## Root Cause (if score < 70)
{mandatory analysis: what caused the gaps, pattern identification}
## Improvements for Next Cycle
{1-3 concrete, actionable improvements}
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 127 lines · 87 tokens per session scan A db21d61fe9c3
ring:writing-dev-reports is a skill published in the GitHub repository LerianStudio/ring (211 stars, last pushed 16d ago), licensed Apache-2.0. It adds 87 tokens to every session and 857 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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