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AgentDB Advanced Features

A reference skill that teaches Claude AgentDB's advanced side: QUIC sync, hybrid vector+metadata search, multi-DB sharding, MMR and production patterns.

Dev & CodingAdvanced33127AI score 7/10Last updated: Jul 28, 2026

What it does

Gives Claude a working reference for advanced AgentDB usage (the reasoningbank adapter shipped with agentic-flow).

  • QUIC synchronization: enable enableQUICSync, declare syncPeers, tune port/interval/batch/retries/compression, plus env-var commands for a 3-node deployment
  • Distance metrics: cosine vs euclidean vs dot (formula, range, best use cases) and a custom weighted-distance example
  • Hybrid search: vector similarity combined with metadata filters ($gte, $lte, $in, $contains) and vector/metadata score weighting
  • Multi-database & sharding: separate DBs per domain and a shard routing helper
  • MMR diversification, context synthesis, connection pooling, error-code handling, latency/stats monitoring, CLI export/import/merge/reindex, VACUUM/ANALYZE, troubleshooting

Who it's for

  • Node.js/TypeScript developers building agent memory on agentic-flow / AgentDB
  • Teams sharing memory across multiple agents or server nodes
  • Anyone tuning vector search quality (filters, result diversity)

Example uses

  1. "Sync AgentDB patterns across three servers with sub-ms latency" → generates peer/port config and per-node launch commands
  2. "Search only ML papers from 2023+ with 50+ citations" → produces retrieveWithReasoning with metadata filters
  3. "My recommendations are all near-duplicates" → guides useMMR and mmrLambda tuning

Prerequisites: Node.js 18+, AgentDB v1.0.7+, and basic familiarity with distributed systems and vector search.

· · · 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-advanced/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

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

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the .claude/skills/agentdb-advanced folder from the GitHub repo spencermarx/open-code-review into my ~/.claude/skills/agentdb-advanced-features/.
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-advanced ~/.claude/skills/

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

  1. Open a terminal and clone the repo: git clone https://github.com/spencermarx/open-code-review.git
  2. Create the Claude Code skills folder: mkdir -p ~/.claude/skills
  3. Copy the skill in: cp -r open-code-review/.claude/skills/agentdb-advanced ~/.claude/skills/
  4. Prepare AgentDB in your project: confirm Node.js 18+ and run npm i agentic-flow (verify the CLI with npx agentdb@latest --help)
  5. Add the env vars you need to .env, e.g. AGENTDB_PATH=.agentdb/reasoningbank.db and AGENTDB_ENABLED=true
  6. Restart Claude Code and ask something like "set up QUIC sync for AgentDB" to confirm the skill loads.
View source on GitHubLicense: Apache-2.0