nautilus-compass-memory
Local-first long-term memory for AI agents via MCP — zero LLM calls at write time, typed retrieval at read time.
Skill by chunxiaoxx
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/chunxiaoxx-nautilus-compass-memory
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: ml, writing, agent-building, agent-memory
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/nautilus-compass-memory
What's inside
- Skill name
nautilus-compass-memory- Description
- Local-first long-term memory for AI agents via MCP — zero LLM calls at write time, typed retrieval at read time. Use when session decisions and pitfalls should survive across days, when multiple agents or dialogs share facts on the same filesystem, or when you want drift detection so past mistakes don't repeat. Verified claims only — every published number ships as a byte-recomputable, ed25519-signed evidence pack.
- License
- NOASSERTION
- Instructions
- 158 lines in SKILL.md · view on GitHub
Files (2)
- SKILL.md
- SKILL.zh-CN.md
The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub
More from chunxiaoxx/nautilus-compass
- 0.818score
compass-integrity
chunxiaoxx
Use when the user is about to rely on prior session memory for a non-trivial decision, or when something feels off about a recall hit — runs the Merkle chain…
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.809score
lifecycle_report
chunxiaoxx
Scan project memory for v1.7.1 lifecycle frontmatter · report tier distribution + promotion candidates (reinforce_count >= promote_after) · NO LLM.
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.730score
Nautilus Compass Memory
chunxiaoxx
Local-first long-term memory for AI agents, with byte-recomputable signed verification receipts.
ConnectorAFreshness: ARemoteLocal★ 1.3K↓ 83/wkClaude Code +5 - 0.696score
echo_demo
chunxiaoxx
Tiny demo skill for 5-step cycle verification · echoes input · concept stage starting point.
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.696score
drift_summary
chunxiaoxx
Summarize last 7 days of compass drift events · alert distribution + top 5 negative drifts · pure read-only · NO LLM.
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.696score
session_audit
chunxiaoxx
Scan project memory · age distribution + ungrouped count (L1 build readiness) + per-namespace entity stats · NO LLM.
SkillAFreshness: A★ 1.3KClaude Code +9
Compare and alternatives
Featured in
Signals
- Stars
- 1,254
- Forks
- 35
- Open issues
- 22
- Contributors
- 5
- Last commit (this folder)
- Sep 16, 2026 (1 month ago)
- Last release
- Oct 4, 2026 (23 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- NOASSERTION
- Repository
- github.com/chunxiaoxx/nautilus-compass
- Website
- compass.nautilus.social
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from chunxiaoxx
- 0.818score
compass-integrity
chunxiaoxx
Use when the user is about to rely on prior session memory for a non-trivial decision, or when something feels off about a recall hit — runs the Merkle chain…
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.809score
lifecycle_report
chunxiaoxx
Scan project memory for v1.7.1 lifecycle frontmatter · report tier distribution + promotion candidates (reinforce_count >= promote_after) · NO LLM.
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.730score
Nautilus Compass Memory
chunxiaoxx
Local-first long-term memory for AI agents, with byte-recomputable signed verification receipts.
ConnectorAFreshness: ARemoteLocal★ 1.3K↓ 83/wkClaude Code +5 - 0.696score
echo_demo
chunxiaoxx
Tiny demo skill for 5-step cycle verification · echoes input · concept stage starting point.
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.696score
drift_summary
chunxiaoxx
Summarize last 7 days of compass drift events · alert distribution + top 5 negative drifts · pure read-only · NO LLM.
SkillAFreshness: A★ 1.3KClaude Code +9 - 0.696score
session_audit
chunxiaoxx
Scan project memory · age distribution + ungrouped count (L1 build readiness) + per-namespace entity stats · NO LLM.
SkillAFreshness: A★ 1.3KClaude Code +9
Cite this page
nautilus-compass-memory skill. Agent Mart. https://agentmart.dev/skills/chunxiaoxx-nautilus-compass-memory (last updated 2026-10-24)