AgentDB Advanced Features

AgentDB Advanced Features is a skill for Claude Code, Codex from henryalouf/ruflow. It costs 49 tokens per session (3,401 once invoked), scanned B, a copy of AgentDB Advanced Features, MIT.

A guide to advanced AgentDB features for vector search across multiple databases and computers. It explains hybrid search, custom similarity measures, and QUIC, a network protocol for fast encrypted communication.

In plain words
What is it for?
Use it to synchronize AgentDB instances, manage multiple databases, combine similarity search with metadata filters, and connect distributed AI systems.
Why use it?
It helps when a single local database is not enough and several services or machines must share searchable data.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it to synchronize AgentDB instances, manage multiple databases, combine similarity search with metadata filters, and connect distributed AI systems.

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Install with agentmods
npx agentmods add skills/henryalouf/ruflow/agentdb-advanced
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add henryalouf/ruflow --skill agentdb-advanced
Clone the repo
git clone --depth 1 https://github.com/henryalouf/ruflow

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for AgentDB Advanced Features

README.md
[![agentmods](https://agentmods.dev/badge/skills/henryalouf/ruflow/agentdb-advanced/github.svg)](https://agentmods.dev/skills/henryalouf/ruflow/agentdb-advanced)
Your own site
<a href="https://agentmods.dev/skills/henryalouf/ruflow/agentdb-advanced"><img src="https://agentmods.dev/badge/skills/henryalouf/ruflow/agentdb-advanced/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for AgentDB Advanced Features

Your own site · 80×15
<a href="https://agentmods.dev/skills/henryalouf/ruflow/agentdb-advanced"><img src="https://agentmods.dev/badge/skills/henryalouf/ruflow/agentdb-advanced.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 49 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,401 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00049 $0.03401
Opus 5 $0.00024 $0.01700
Sonnet 5 $0.00010 $0.00680
Haiku 4.5 $0.00005 $0.00340

Measured 7d ago against content hash 638f94a238fb, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade B, and why

AgentDB Advanced Features scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Asks for rootmediumPrivilege escalation

A mod that escalates privileges can change anything on the machine, not only the project.

sudo ufw allow 4433$udp
Origin

This is a copy

100% identical to AgentDB Advanced Features — 48 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.agents/skills/agentdb-advanced/SKILL.md · 551 lines

How it starts

The opening of the file, as written. The whole thing — 551 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AgentDB Advanced Features

What This Skill Does

Covers advanced AgentDB capabilities for distributed systems, multi-database coordination, custom distance metrics, hybrid search (vector + metadata), QUIC synchronization, and production deployment patterns. Enables building sophisticated AI systems with sub-millisecond cross-node communication and advanced search capabilities.

Performance: <1ms QUIC sync, hybrid search with filters, custom distance metrics.

Prerequisites

  • Node.js 18+
  • AgentDB v1.0.7+ (via agentic-flow)
  • Understanding of distributed systems (for QUIC sync)
  • Vector search fundamentals

QUIC Synchronization

What is QUIC Sync?

QUIC (Quick UDP Internet Connections) enables sub-millisecond latency synchronization between AgentDB instances across network boundaries with automatic retry, multiplexing, and encryption.

Benefits:

  • <1ms latency between nodes
  • Multiplexed streams (multiple operations simultaneously)
  • Built-in encryption (TLS 1.3)
  • Automatic retry and recovery
  • Event-based broadcasting

Enable QUIC Sync

import { createAgentDBAdapter } from 'agentic-flow$reasoningbank';

// Initialize with QUIC synchronization
const adapter = await createAgentDBAdapter({
  dbPath: '.agentdb$distributed.db',
  enableQUICSync: true,
  syncPort: 4433,
  syncPeers: [
    '192.168.1.10:4433',
    '192.168.1.11:4433',
    '192.168.1.12:4433',
  ],
});

// Patterns automatically sync across all peers
await adapter.insertPattern({
  // ... pattern data
});

// Available on all peers within ~1ms

QUIC Configuration

const adapter = await createAgentDBAdapter({
  enableQUICSync: true,
  syncPort: 4433,              // QUIC server port
  syncPeers: ['host1:4433'],   // Peer addresses
  syncInterval: 1000,          // Sync interval (ms)
  syncBatchSize: 100,          // Patterns per batch
  maxRetries: 3,               // Retry failed syncs
  compression: true,           // Enable compression
});

Read the full file on GitHub · 551 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 551 lines · 49 tokens per session scan B 638f94a238fb

Subscribe to this mod's changes

AgentDB Advanced Features is a skill published in the GitHub repository henryalouf/ruflow (128 stars, last pushed 3mo ago), licensed MIT. It adds 49 tokens to every session and 3,401 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it B with 1 finding (asks for root). It is 100% identical to AgentDB Advanced Features, differing in 48 lines, and is treated as a copy.