AgentDB Memory Patterns SKILL.md skillA

AgentDB Memory Patterns from spencermarx/open-code-review is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add spencermarx/open-code-review/AgentDB Memory Patterns@git:20260304.1a73d7f

Pins git:20260304.1a73d7f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
spencermarx/open-code-review
Path
.claude/skills/agentdb-memory-patterns/SKILL.md
Versions recorded
1
Latest version
git:20260304.1a73d7f, committed Mar 4, 2026
Size
8,692 bytes
Repository stars
382
License
Apache-2.0

Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# AgentDB Memory Patterns

## What This Skill Does

Provides memory management patterns for AI agents using AgentDB's persistent storage and ReasoningBank integration. Enables agents to remember conversations, learn from interactions, and maintain context across sessions.

**Performance**: 150x-12,500x faster than traditional solutions with 100% backward compatibility.

## Prerequisites

- Node.js 18+
- AgentDB v1.0.7+ (via agentic-flow or standalone)
- Understanding of agent architectures

## Quick Start with CLI

### Initialize AgentDB

```bash
# Initialize vector database
npx agentdb@latest init ./agents.db

# Or with custom dimensions
npx agentdb@latest init ./agents.db --dimension 768

# Use preset configurations
npx agentdb@latest init ./agents.db --preset large

# In-memory database for testing
npx agentdb@latest init ./memory.db --in-memory
```

### Start MCP Server for Claude Code

```bash
# Start MCP server (integrates with Claude Code)
npx agentdb@latest mcp

# Add to Claude Code (one-time setup)
claude mcp add agentdb npx agentdb@latest mcp
```

### Create Learning Plugin

```bash
# Interactive plugin wizard
npx agentdb@latest create-plugin

# Use template directly
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add spencermarx/open-code-review/AgentDB Memory Patterns@sha256:516a5357177cc659

The line at the top of this page pins the label git:20260304.1a73d7f, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ub3e3kble2s6oy3b.svg)](https://markdownregistry.com/a/art_ub3e3kble2s6oy3b)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Mar 4, 2026.

versioncommittedcommitsizeaudit
git:20260304.1a73d7f latest2026-03-04 1a73d7f 8,692 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8692 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

spencermarx/open-code-review · 382 stars · license Apache-2.0 · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ub3e3kble2s6oy3b
GET https://markdownregistry.com/api/v1/resolve?ref=spencermarx/open-code-review/AgentDB Memory Patterns
GET https://markdownregistry.com/api/v1/blob/516a5357177cc65909277b639af151b393388e5f5eaaa3fc9d29cff6526b0cf7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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