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AgentDB Memory Patterns

Practical patterns for giving AI agents session memory, long-term storage, pattern learning and context management with AgentDB and ReasoningBank.

Dev & CodingAdvanced★ 348⑂ 27AI score 8/10Last updated: Jul 28, 2026

What it does

  • Walks through AgentDB CLI usage (npx agentdb@latest init/query/stats/export/benchmark) to create and operate a vector database.
  • Provides TypeScript patterns for session memory, long-term facts, pattern learning, hierarchical memory and memory consolidation.
  • Covers ReasoningBank integration via createAgentDBAdapter, migration from legacy .swarm/memory.db, and the nine learning plugins (Decision Transformer, Q-Learning, Actor-Critic, etc.).
  • Adds best practices (quantization, caching, batch inserts) plus a troubleshooting section for bloated or slow memory stores.

Who it's for

  • Developers building chatbots or agents that must remember conversations and user preferences.
  • Teams already on (or evaluating) the AgentDB / agentic-flow / ReasoningBank stack.
  • Engineers experimenting with vector-search long-term memory and RL-style learning plugins.

Example uses

  1. "My agent forgets everything between sessions" → get a session-memory + long-term fact schema with working code.
  2. "Memory DB is growing out of control" → check with stats, enable binary/scalar quantization, run consolidation.
  3. "Migrate my legacy ReasoningBank DB" → follow migrateToAgentDB and the migrate CLI flow.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/spencermarx/open-code-review/HEAD/.claude/skills/agentdb-memory-patterns/SKILL.md

What I want: (describe your task here)

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↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

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Install the skill I found on Claude Skill Mart.
Copy the .claude/skills/agentdb-memory-patterns folder from the GitHub repo spencermarx/open-code-review into my ~/.claude/skills/agentdb-memory-patterns/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/spencermarx/open-code-review.git && mkdir -p ~/.claude/skills && cp -r open-code-review/.claude/skills/agentdb-memory-patterns ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal in your working directory.
  2. Clone the repo: git clone https://github.com/spencermarx/open-code-review.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r open-code-review/.claude/skills/agentdb-memory-patterns ~/.claude/skills/
  5. Confirm Node.js 18+ is installed: node -v
  6. (Optional) Initialize a database: npx agentdb@latest init ./agents.db
  7. (Optional) Register the MCP server with Claude Code: claude mcp add agentdb npx agentdb@latest mcp
  8. Restart Claude Code and ask something like "design persistent memory for my agent with AgentDB" to trigger the skill.
View source on GitHub ↗License: Apache-2.0