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agent-skill-memories-off

Active·★ 38·Apache-2.0·Updated 2026-05-28
★ Trending★ Memory & Context★ Dev Tooling

把这些记住，帮我早点下班

memories-off provides a minimalist, structured local knowledge management solution that endows agents with long-term memory. It uses standardized Markdown entities and Git-driven workflows to maintain an auditable, rollbackable knowledge base. The project is designed for personal or small project use, with a focus on portability, readability, and flexibility.

#agent-skills#cli#llm#mcp#mcp-server#mcp-servers#memory-management#personal-assistant
$ Install
$ cd memories-off-skill && python3 scripts/install.py
↗ Visit site★ GitHub
01

Features

01Lightweight and local-first, no dependency on cloud services
02Structured knowledge via LLM-extracted entities, relations, and observations
03Flexible search by entity name, type, or observation keywords
04Human-readable data with simple backup functionality
02

Quick start

1
$ cd memories-off-skill
2
$ python3 scripts/install.py
03

Use cases

↳Personal knowledge management: extract key points from documents and conversations, build a personal knowledge graph
↳Personalized content generation: leverage the knowledge graph to generate style-consistent communications or documents
↳Project knowledge base: small teams can use it to accumulate project-level knowledge and optimize agent services
04

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Related searches

agent-skill-memories-off AlternativesBest Memory & Context Tools 2026Open Source Memory & Contextagent-skill-memories-off Tutorialagent-skill-memories-off Vs Competitorsagent-skillsclillm

Comments

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  • S
    Sage LewisMay 12, 2026

    Good for quick automation setups where you need agents to remember procedures.

  • L
    Logan JohnsonMay 12, 2026

    Simple persistence model, easy to understand what's being stored.

  • Parker Rivera
    Parker RiveraApr 20, 2026

    Lightweight skill memory layer for agent workflows.

On this page
01Features02Quick start03Use cases04Alternatives
Stats
GitHub Stars★ 38
Last commit2d ago
StatusActive
LicenseApache-2.0
CategoryMemory & Context
Trend (30d)
+1.5↑ 0.7%
Links
Documentation↗Discussion↗Issues↗Releases↗

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