Skip to content
Agentmart
Submit a tool

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

IndexedNOASSERTION★ 1,254
Write a review

Chalk Labs

Need help deploying nautilus-compass-memory?

Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.

Book a call

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.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

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.

Use cases: ml, writing, agent-building, agent-memory

Reviews

Write a review

No 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

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 (26 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

    Done for you

    Rather not set it up yourself?

    Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.

    See how we build AI agents →Read the case studies

    Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.

    launches shipped
    50+
    launches shipped
    media placements
    500+
    media placements
    founders on every account
    2
    founders on every account

    Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block

    Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.

    Get nautilus-compass-memory running in your business

    Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.

    Goes to the Chalk Labs founders, not the newsletter. Privacy

    Need help deploying nautilus-compass-memory?

    CallGet help
    Cite this page

    nautilus-compass-memory skill. Agent Mart. https://agentmart.dev/skills/chunxiaoxx-nautilus-compass-memory (last updated 2026-10-24)