slm-loop

A process for repeating a bounded task loop while recording progress in SuperLocalMemory, a durable task ledger, and stopping only after an independent check passes.

In plain words
What is it for?
Use it for changes with measurable acceptance checks, such as passing tests, valid schemas, clean lint results, or reconciled data.
Why use it?
It prevents an agent from declaring success based only on its own judgment when the task has tests, lint, schema, or reconciliation requirements.

Skill for Claude CodeCodex

Install

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.

agentmods
npx agentmods add skills/qualixar/superlocalmemory/slm-loop
Any agent
npx skills add qualixar/superlocalmemory --skill slm-loop
Clone the repo
git clone --depth 1 https://github.com/qualixar/superlocalmemory

Made for: Claude Code, Codex.

Per session 145 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,178 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00145 $0.01178
Opus 5 $0.00072 $0.00589
Sonnet 5 $0.00029 $0.00236
Haiku 4.5 $0.00015 $0.00118

Measured 2d ago against content hash 0acd89c3676d, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

slm-loop 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 2d 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.

antigravity-plugin/skills/slm-loop/SKILL.md · 100 lines

The source is not reproduced here

Licensed AGPL-3.0

The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Changes

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.

  1. 2d ago First seen · 100 lines · 145 tokens per session scan A 0acd89c3676d

Subscribe to this mod's changes

slm-loop is a skill published in the GitHub repository qualixar/superlocalmemory (223 stars, last pushed 4d ago), licensed AGPL-3.0. It adds 145 tokens to every session and 1,178 once invoked, about $0.0007 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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