AgentDB Advanced Features
Teaches Claude AgentDB's advanced stack — QUIC sync, hybrid vector+metadata search, multi-DB sharding, MMR and production hardening.
Dev & CodingAdvanced★ 394⑂ 53AI score 7/10Last updated: Jul 3, 2026
What it does
Gives Claude a working reference for advanced AgentDB (agentic-flow reasoningbank adapter) capabilities, with concrete config and code:
- QUIC synchronization: peers, port, sync interval, batch size, retries, compression; multi-node deployment env vars for sub-millisecond replication
- Distance metrics: cosine vs euclidean vs dot with formulas, value ranges and best-fit data types, plus a custom weighted-distance template
- Hybrid search: vector similarity combined with metadata filters (
$gte,$lte,$in,$contains) and vector/metadata score weighting - Multi-database & sharding: domain-separated databases and a shard routing helper
- MMR:
mmrLambdatuning to trade relevance against result diversity - Production patterns: singleton connection pool, error handling for
DIMENSION_MISMATCH/DATABASE_LOCKED, latency and cache-hit monitoring - Ops & CLI: export/import/merge, VACUUM, ANALYZE, reindex, full env-var list, troubleshooting recipes
Who it's for
- Developers already running AgentDB or agentic-flow as agent memory
- Teams sharing vector memory across multiple agents or nodes
- Anyone tuning RAG quality with metadata filters and diversification
- Requires Node.js 18+, AgentDB v1.0.7+, and basic distributed-systems knowledge
Example uses
- "Replicate AgentDB patterns across three servers" → get ready-to-run QUIC peer config and per-node environment variables
- "Search only ML papers from 2023+ with 50+ citations" → a hybrid query using
filters: { year: {$gte:2023}, citations: {$gte:50} } - "My results are all near-duplicates" → enable
useMMR: true, mmrLambda: 0.5 - "The database keeps locking" → retry-with-backoff wrapper plus VACUUM/reindex maintenance steps
· · · 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/Microck/ordinary-claude-skills/HEAD/skills_all/agentdb-advanced-features/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)
- Download the ZIP with the button below.
- In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
- Go to Customize → Skills → + → 'Upload a skill' and upload the 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 skills_all/agentdb-advanced-features folder from the GitHub repo Microck/ordinary-claude-skills into my ~/.claude/skills/microck-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/Microck/ordinary-claude-skills.git && mkdir -p ~/.claude/skills && cp -r ordinary-claude-skills/skills_all/agentdb-advanced-features ~/.claude/skills/⚠ This is a third-party skill. Check the source repository before installing.
- Open a terminal and go to a working directory.
- Clone the repository:
git clone https://github.com/Microck/ordinary-claude-skills.git - Create the skills folder if needed:
mkdir -p ~/.claude/skills - Copy just this skill:
cp -r ordinary-claude-skills/skills_all/agentdb-advanced-features ~/.claude/skills/ - Confirm Node.js 18 or newer:
node -v - Add AgentDB to your project:
npm i agentic-flow(verify the CLI withnpx agentdb@latest --help) - Restart Claude Code and ask something like "set up AgentDB QUIC sync across my nodes" to trigger the skill.
- If you use QUIC, open UDP port 4433 on your firewall:
sudo ufw allow 4433/udp
View source on GitHub ↗License: NOASSERTION