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/panaversity/ksor/implement-specnpx skills add panaversity/ksor --skill implement-specgit clone --depth 1 https://github.com/panaversity/ksorWrote 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/panaversity/ksor/implement-spec)<a href="https://agentmods.dev/skills/panaversity/ksor/implement-spec"><img src="https://agentmods.dev/badge/skills/panaversity/ksor/implement-spec.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 | $0.00059 | $0.01185 |
| Opus 5 | $0.00030 | $0.00593 |
| Sonnet 5 | $0.00012 | $0.00237 |
| Haiku 4.5 | $0.00006 | $0.00119 |
Grade A, and why
implement-spec scanned grade A with 1 finding 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 4d ago.
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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
browser context (playwright when available; curl + DOM assertions minimum): the page renders, How it starts
The opening of the file, as written. The whole thing — 90 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Implementing a spec
The spec is the contract; this skill is how the contract becomes code without losing anything on
the way. It exists because prose discipline drifts and checklists don't — follow it in order.
(Until specs/ exists here, "the spec" is the plan or decision the change implements —
research/ plans and AGENTS.md → Decisions entries count.)
1 · Breakdown before code
Read the spec twice. Decompose it into aspects — every contract clause, every negative promise, every error slug, every acceptance line is an aspect. Write the list into the working branch's commit plan. An aspect with no test planned is a hole: fix the plan, not later.
2 · Red first
Turn the spec's acceptance into failing tests before any implementation — integration tests verbatim where the spec gives observable behavior, unit tests for what it marks unit-tier. Run them; watch them fail for the right reason. The implementation's job is to turn exactly these red lights green — nothing more. If implementing reveals the acceptance is wrong, fix the spec in the same commit (code wins; supersession visible).
3 · Implement in aspect-sized commits
One aspect, its test, its code — smallest change that proves the next assumption. Never batch five aspects into one commit; review dies there.
4 · Aggressive self-review before declaring anything
Before "done", attack your own work the way this repo attacks specs:
- Re-read the spec clause by clause against the diff — every clause either has a passing test or a written reason it can't.
- Hostile pass: what did I not handle — interruption, empty input, weird names, missing binary, no network, wrong platform? The error contract is the map; every failure path must be reachable and tested.
- For anything non-trivial, run the repo's adversarial pattern: independent reviewers with distinct
lenses (
/code-reviewat high effort, or spawn review agents). Findings get fixed or recorded — never quietly dropped.
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.
- 4d ago First seen · 90 lines · 59 tokens per session scan A c66bd7349712
implement-spec is a skill published in the GitHub repository panaversity/ksor (145 stars, last pushed today), licensed Apache-2.0. It adds 59 tokens to every session and 1,185 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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