Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Content / content-misc

Memory Hubness Gate

Category: Content  ·  Sub-category: content-misc  ·  Last updated:
Use at write time to vector/embedding memory — Grove content-addressed insertion, chroma/pgvector upserts, memory-consolidation promoting session traces to MEMORY.md, or embedding externally-ingested content. Scores each candidate record against a fixed panel of sentinel queries and quarantines any record that would become the nearest neighbor of too many unrelated queries — a hub — whether from adversarial poisoning or accidental over-generality. This is the memory-record-side sibling of skill-injection-guardian (file-side) and the write-side complement of memory-use-warrant (read-side). Quarantine, never silently drop; a human reviews. Backed by the admission-time hubness gate (arxiv 2606.19692v1). Triggers on inserting into vector memory, consolidating memory, and embedding stranger content.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Guard the write path of vector/embedding memory against hubness poisoning: a record whose embedding sits near many unrelated query regions, so once inserted it becomes the nearest neighbor of queries it should never match. This skill makes the agent score every candidate write against a sentinel panel and quarantine hub-like candidates before they earn a place in the index — the memory-record-side sibling of skill-injection-guardian, which guards files.

What this skill does

Memory Hubness Gate is a community-contributed Claude Code skill in the content-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/memory-hubness-gate/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Memory Hubness Gate Claude Code skill is built for content creators, marketers, copywriters, SEO professionals, and editorial teams. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 213,000+ 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/memory-hubness-gate
curl -L https://claudskills.com/skills/memory-hubness-gate/SKILL.md \
  -o ~/.claude/skills/memory-hubness-gate/SKILL.md

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

Skills live at ~/.claude/skills/memory-hubness-gate/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\memory-hubness-gate\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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Memory Hubness Gate Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/memory-hubness-gate/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Memory Hubness Gate skill do?
Use at write time to vector/embedding memory — Grove content-addressed insertion, chroma/pgvector upserts, memory-consolidation promoting session traces to MEMORY.md, or embedding externally-ingested content. Scores each candidate record against a fixed panel of sentinel queries and quarantines any record that would become the nearest neighbor of too many unrelated queries — a hub — whether from adversarial poisoning or accidental over-generality. This is the memory-record-side sibling of skill-injection-guardian (file-side) and the write-side complement of memory-use-warrant (read-side). Quarantine, never silently drop; a human reviews. Backed by the admission-time hubness gate (arxiv 2606.19692v1). Triggers on inserting into vector memory, consolidating memory, and embedding stranger content.
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 Memory Hubness Gate skill?
Use Memory Hubness Gate when your Claude Code task falls under the Content category — specifically in the content 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 Memory Hubness Gate" or describe the task and let Claude pick). Browse related skills at /category/content/.
What is a Claude Code skill and how does the Memory Hubness Gate 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. Memory Hubness Gate is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Content 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
Tibsfox. (2026). Memory Hubness Gate [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/memory-hubness-gate/
BibTeX
@misc{memory-hubness-gate-2026,
  author    = {Tibsfox},
  title     = {Memory Hubness Gate [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/memory-hubness-gate/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
[![ClaudSkills](https://claudskills.com/badge/memory-hubness-gate.svg)](https://claudskills.com/skills/memory-hubness-gate/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/memory-hubness-gate.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/memory-hubness-gate.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Memory Hubness Gate"></iframe>

Security scan

Grade A · scanned 2026-11-01 — 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 ›

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/memory-hubness-gate/#security)

Free. No spam. Unsubscribe in one click.

More Content skills

Browse all Content skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Content skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore

Categories

Use cases

Popular tags

Learn

Site