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/liza-mas/liza/code-spec-backfillnpx skills add liza-mas/liza --skill code-spec-backfillgit clone --depth 1 https://github.com/liza-mas/lizaWrote 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/liza-mas/liza/code-spec-backfill)<a href="https://agentmods.dev/skills/liza-mas/liza/code-spec-backfill"><img src="https://agentmods.dev/badge/skills/liza-mas/liza/code-spec-backfill.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 5.1 | $0.00037 | $0.01469 |
| Opus 5 | $0.00018 | $0.00734 |
| Sonnet 5 | $0.00007 | $0.00294 |
| Haiku 4.5 | $0.00004 | $0.00147 |
Grade A, and why
code-spec-backfill 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 6d 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.
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 — 167 lines — stays where its author put it; the contents beside it link to each section on GitHub.
STATE_FILE = specs/.code-spec-backfill/state.yaml tracks per-file review freshness:
Code Spec Backfill
Constructive first, diagnostic second. Write the contract where you can infer it. Report what you can't resolve.
Core Heuristic
Only act on a gap if you can write a plausible incorrect usage that a senior engineer might write based on the function's public interface. The misuse scenario IS the quality gate — if no one would get burned, it's not a gap worth addressing.
Misuse scenario format: [caller_assumption] × [actual_behavior] → [consequence]
Example: "Returns empty list when no results" × "Raises NoResultError" → "Caller crashes on valid empty-result case"
Hard Boundaries
- NEVER modify behavior — only add/improve documentation and type annotations.
- NEVER weaken existing contracts (e.g. broadening a type hint to accept None).
- Unexported/private members: only if explicitly scoped.
No-Tautology Rule
A docstring that restates the function signature adds no value. Do not write docstrings that merely echo parameter names, types, or the function name as prose.
Tautological (do not write):
def get_user(user_id: int) -> User:
"""Get a user by user ID.
Args:
user_id: The user ID.
Returns:
The user.
"""
Valuable (write this):
def get_user(user_id: int) -> User:
"""Fetch user from database. Raises UserNotFoundError if no user exists
with this ID. Result is cached for the duration of the request."""
The test: does the docstring tell you something you couldn't already read from the signature? If not, skip it.
Spec Clarity Assessment
Adequate (skip):
- Docstring with behavioral contract (return semantics, exceptions, side effects)
- Clear name + full type hints + small body where behavior is obvious
Gap (apply core heuristic):
- No docstring + (unclear name OR incomplete types OR non-trivial body)
- Vague docstring ("Process the data", "Handle the request")
- Type hints that lie (
-> floatbut sometimes returnsNone) - Undocumented side effects (mutation, exceptions, caching)
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 6d ago First seen · 167 lines · 37 tokens per session scan A faebe9621152
code-spec-backfill is a skill published in the GitHub repository liza-mas/liza (364 stars, last pushed 4d ago), licensed Apache-2.0. It adds 37 tokens to every session and 1,469 once invoked, about $0.0002 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 2026-08-30.
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