Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Memory · boshu2 | DecimalAI

agent toolingby boshu2

Memory

boshu2/memory

Source boshu2/agentops ↗License Apache-2.0

Recall applicable reviewed topic pages or maintain them through separately budgeted mining, learning and curation. Triggers: "memory", "recall prior work", "mine and learn", "curate memory", "qualify or retire a lesson".

SkillScore87Maintained

Automatic

Knowledge Management pack

Last verified 10/10/2026

What it changes

Passed 20 of 23 test cases with the skill, and 10 of 23 without it.

Without skill43%

With skill87%

Checks it passed that the model alone missed

Includes an Invalidate when field in the rule structure.
Treats unavailable or denied evidence as an explicit gap.
Requires drafting the lesson outside Git before admission.

and 13 more in the full report

11 fixed9 passed either way2 still failing1 broke

Pass-rate lift: +43 pp
Tokens: +33%
Agent turns: 0%
Response time: -43%

Model gemini-3.6-flashMeasured 10/10/2026v420 of 23 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/boshu2-memory/SKILL.md https://app.decimal.ai/s/boshu2-memory/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add boshu2-memory, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/boshu2-memory/ and pins it in .decimal/skills.lock

decimalai skills add boshu2-memory

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/boshu2-memory/SKILL.md https://app.decimal.ai/s/boshu2-memory/SKILL.md

Raw file: /s/boshu2-memory/SKILL.md ↗ · machine-readable summary at /s/boshu2-memory.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 11

Prompt

We need to log that issue ENG-402 for the authentication service relies on PR #88 being merged first. Draft a task update entry for our issue tracking system.

What was checked, without and with the skill
Checked	Without skill	With skill
Updates task status and dependency links directly for the issue tracker.	Missed	Passed
Does not create a .context/ topic page for routine task tracking.	Passed	Passed

case-06 · gemini-3.6-flash · 10/10/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md96 lines6 filesincludes scripts

Memory

Use maintained experience only when it changes an action. Memory is optional: no mandatory recall at RPI entry, lesson at completion, worksheet, page quota or background mining. A trivial edit can proceed directly to implementation.

Rules for any saved lesson or rule

Apply these whenever a request would save or promote a lesson, including a request to turn an incident into a rule for an instruction file:

Look for an existing entry first. Search the selected .context/ pages, external topic pages or the target instruction file (AGENTS.md, CLAUDE.md, a team rules file). Amend the entry that already covers the behavior; add a new one only when none fits.
Size the claim to its evidence. One incident supports a narrow observation scoped to the conditions it actually had. A universal rule needs repeated independent occurrences and later reapplication.
State all five fields: applicability, action, support, limits and invalidation. Use the template below; an entry with no invalidation is incomplete.
Review before admission. Draft outside Git. A fresh reviewer who is not the author checks factual support and disclosure of the exact text, paths and destination before it enters .context/, an instruction file such as AGENTS.md, or any Git object. Promoting an entry into an instruction file is a separate policy change owned by that file.
Saving proves nothing. Only later work can show that reuse changed an action and helped. Until then a saved rule is an untested hypothesis.

### <one-line claim>
- Applies when: <the conditions the evidence covered>
- Action: <the check or step to take>
- Support: <cited sources; number of independent occurrences>
- Limits: <where it is untested or may not hold>
- Invalidate when: <the change or contrary evidence that retires it>

Keep rare useful constraints; age or low frequency alone is no reason to delete them. Learning may also simplify or remove rules.

Track record

Benchmark

20 / 23

test cases passed, vs 10 / 23 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 10/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

boshu2 / agentops

skills-codex/memory/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 10/10/2026Version v4Bundled 5 files · scripts

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Memory

Rules for any saved lesson or rule

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills