Borrowing it
Nothing to install: this file belongs to Foxfire1st/agents-remember. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/Foxfire1st/agents-remember/main/.agents/skills/c-02-memory-quality-control/SKILL.mdgit clone --depth 1 https://github.com/Foxfire1st/agents-rememberWrote 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/foxfire1st/agents-remember/c-02-memory-quality-control)<a href="https://agentmods.dev/skills/foxfire1st/agents-remember/c-02-memory-quality-control"><img src="https://agentmods.dev/badge/skills/foxfire1st/agents-remember/c-02-memory-quality-control/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/foxfire1st/agents-remember/c-02-memory-quality-control"><img src="https://agentmods.dev/badge/skills/foxfire1st/agents-remember/c-02-memory-quality-control.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00029 | $0.02367 |
| Opus 5.5 | $0.00012 | $0.00947 |
| Sonnet 5.5 | $0.00006 | $0.00473 |
| Haiku 4.5 | $0.00003 | $0.00237 |
Grade A, and why
c-02-memory-quality-control 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 1mo 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 — 251 lines — stays where its author put it; the contents beside it link to each section on GitHub.
c-02-memory-quality-control Memory Quality Control
Use this skill when the developer explicitly requests memory-quality evidence or when an approved workflow asks for a scoped diagnostic. Closeout and integration consume prepared code/memory/ledger Git inputs and do not invoke this skill as a quality prerequisite.
The skill owns the diagnostic procedure. Drift detection can qualify task-start context, and curators can run scoped onboarding checks before handoff. Full memory quality remains an explicit developer-requested operation.
Inputs
This skill operates on one repository at a time and starts from the context
resolved by c-08-ar-coordination-context-resolver or MCP resolve_context.
Primary Outputs
- task-start trust guidance from repo-wide drift classification
- a concrete onboarding maintenance worklist for
c-05-create-or-update-onboarding-files - a scoped missing-onboarding report when a curator requests it
- an on-demand memory-quality report covering the requested scope
- explicit next actions when the requested diagnostic is not clean
Quality Control Phases
| Phase | Check | Purpose |
|---|---|---|
| Task start (when requested) | drift_check |
Qualify existing onboarding before planning against it. |
| Curator handoff | scoped c-05-create-or-update-onboarding-files checks |
Maintain affected sidecars, overviews, indexes, and entity entries for this change. |
| Explicit developer request | memory_quality_check |
Run the requested memory-quality scope and report every passed, failed, blocked, and not-run check. |
| Targeted style repair | history_order_fix.py |
Fix an identified ordering issue only after the requested report names it. |
Diagnostics are evidence only. They should not become an automatic closeout or integration gate.
Boundaries
- This skill reports and routes memory quality work; it does not rewrite onboarding prose itself.
- It does not replace deep Research.
- It does not decide requirement or architecture direction.
- It should qualify stale onboarding rather than silently treating it as trustworthy.
- It must not turn the default repo-wide drift diagnostic into a whole-repository adoption scan for files that never had onboarding.
- It must not treat implementation approval as commit approval; closeout
commits remain owned by the
c-09-git-worktree-managerskill transaction and authority controls. - It must not make a memory-quality, curator, or review result a closeout or integration prerequisite.
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.
- 1mo ago Changed · -17 lines · -5 tokens per session 64906cb16441
- 2mo ago First seen · 268 lines · 34 tokens per session scan A e5595d71a6c0
c-02-memory-quality-control is a skill published in the GitHub repository Foxfire1st/agents-remember (39 stars, last pushed yesterday), licensed MIT. It adds 29 tokens to every session and 2,367 once invoked, about $0.0001 per session on Opus 5.5. 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.
c-02-memory-quality-control compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| c-02-memory-quality-controlFoxfire1st/agents-remember | Skill | 39 | yesterday | MIT | A | 29 | Claude Code, Codex |
| remember-sessiondoobidoo/mcp-memory-service | Skill | 2.1k | yesterday | Apache-2.0 | A | 68 | Claude Code |
| memwalMystenLabs/MemWal | Skill | 121 | 18d ago | Apache-2.0 | A | 80 | Claude Code, Codex |
| cortex-profilecdeust/Cortex | Skill | 76 | today | MIT | A | 98 | Claude Code |
| cortex-remember-globalcdeust/Cortex | Skill | 76 | today | MIT | A | 99 | Claude Code |
| cortex-consolidatecdeust/Cortex | Skill | 76 | today | MIT | A | 84 | Claude Code |
| cortex-explore-memorycdeust/Cortex | Skill | 76 | today | MIT | A | 91 | Claude Code |