# Memories with Lessons

> Use this tool when you need to enhance AI assistants' contextual understanding and problem-solving capabilities by storing and retrieving knowledge from past conversations and tasks. It solves problems of error tracking and persistent memory, providing a local graph structure for creating, querying, and updating entities and relations. With transactional operations and caching, it improves performance and scalability for AI assistants to learn from experiences and provide better responses.

Canonical page: https://skillsregistry.net/skills/t1nker-1220-memories-with-lessons  
JSON: https://api.skillsregistry.net/v1/skills/t1nker-1220-memories-with-lessons

## Description

This knowledge graph memory server enables persistent memory and error tracking for AI assistants using a local graph structure. It provides tools for creating, querying, and updating entities, relations, and observations, as well as a lesson system for capturing and retrieving solutions to encountered errors. The implementation features transactional operations, file management for scalability, and caching for improved performance. Developed by Anthropic, it's designed to enhance AI assistants' contextual understanding and problem-solving capabilities across conversations and tasks.

## Trust

- **Trust score (0–1):** 0.92
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/t1nker-1220-memories-with-lessons)
- **Repository:** <https://github.com/t1nker-1220/memories-with-lessons-mcp-server>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "t1nker-1220-memories-with-lessons"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/t1nker-1220-memories-with-lessons` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/t1nker-1220-memories-with-lessons/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt