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Sb Memory Systems Reference

Category: Security  ·  Sub-category: security-misc  ·  Last updated:
Domain-theory reference for the second-brain plugin's memory mechanisms AS BUILT HERE: BM25 field-weighted scoring, RRF hybrid fusion and the post-RRF-boost bug class, the ONNX embedding pipeline and its bm25-only degradation contract, MinHash near-duplicate detection (capture NOOP/UPDATE, dream DEDUPLICATE, FORGET cross-check), deterministic label-propagation clustering, the bi-temporal edge store (assert/invalidate, supersedes), structural-importance-only forgetting, the REFLECT operation, the shipped PageRank code-map, and the lethal-trifecta consolidation security model. Load it when a task touches ranking/scoring math, similarity thresholds, dedup/forget/cluster/reflect semantics, graph validity intervals, or when deciding whether a proposed boost/weight/decay is safe — and when evaluating an idea borrowed from mem0/Letta/Graphiti/GraphRAG/Generative-Agents papers (the borrow ledger records each verdict). Do NOT load it for wiring, data paths, or hook plumbing (use sb-architecture-contract), for external novelty/positioning claims (use sb-external-positioning), or for live-failure triage (use sb-debugging-playbook).
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Each section: a few lines of theory, then exactly where the mechanism lives (file:line), the project-specific parameters, and the deviation from the textbook/paper version — with the incident that forced the deviation. Line numbers reference the working tree as of 0.33.31 (2026-07-05, uncommitted release batch); re-verify with the one-liners in Provenance before trusting counts.

What this skill does

Sb Memory Systems Reference is a community-contributed Claude Code skill in the security-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/sb-memory-systems-reference/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Sb Memory Systems Reference Claude Code skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 188,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/sb-memory-systems-reference
curl -L https://claudskills.com/skills/sb-memory-systems-reference/SKILL.md \
  -o ~/.claude/skills/sb-memory-systems-reference/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/sb-memory-systems-reference/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/sb-memory-systems-reference/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\sb-memory-systems-reference\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Sb Memory Systems Reference Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/sb-memory-systems-reference/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Sb Memory Systems Reference skill do?
Domain-theory reference for the second-brain plugin's memory mechanisms AS BUILT HERE: BM25 field-weighted scoring, RRF hybrid fusion and the post-RRF-boost bug class, the ONNX embedding pipeline and its bm25-only degradation contract, MinHash near-duplicate detection (capture NOOP/UPDATE, dream DEDUPLICATE, FORGET cross-check), deterministic label-propagation clustering, the bi-temporal edge store (assert/invalidate, supersedes), structural-importance-only forgetting, the REFLECT operation, the shipped PageRank code-map, and the lethal-trifecta consolidation security model. Load it when a task touches ranking/scoring math, similarity thresholds, dedup/forget/cluster/reflect semantics, graph validity intervals, or when deciding whether a proposed boost/weight/decay is safe — and when evaluating an idea borrowed from mem0/Letta/Graphiti/GraphRAG/Generative-Agents papers (the borrow ledger records each verdict). Do NOT load it for wiring, data paths, or hook plumbing (use sb-architecture-contract), for external novelty/positioning claims (use sb-external-positioning), or for live-failure triage (use sb-debugging-playbook).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Sb Memory Systems Reference skill?
Use Sb Memory Systems Reference when your Claude Code task falls under the Security category — specifically in the security misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Sb Memory Systems Reference" or describe the task and let Claude pick). Browse related skills at /category/security/.
What is a Claude Code skill and how does the Sb Memory Systems Reference skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Sb Memory Systems Reference is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Security category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
Cain-Ish. (2026). Sb Memory Systems Reference [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/sb-memory-systems-reference/
BibTeX
@misc{sb-memory-systems-reference-2026,
  author    = {Cain-Ish},
  title     = {Sb Memory Systems Reference [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/sb-memory-systems-reference/}
}

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Security scan

Grade A · scanned 2026-08-22 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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