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AgentDB Advanced Features

Teaches Claude AgentDB's advanced stack — QUIC sync, hybrid vector+metadata search, multi-DB sharding, MMR and production hardening.

Dev & CodingAdvanced39453AI 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: mmrLambda tuning 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

  1. "Replicate AgentDB patterns across three servers" → get ready-to-run QUIC peer config and per-node environment variables
  2. "Search only ML papers from 2023+ with 50+ citations" → a hybrid query using filters: { year: {$gte:2023}, citations: {$gte:50} }
  3. "My results are all near-duplicates" → enable useMMR: true, mmrLambda: 0.5
  4. "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)

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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

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.

  1. Open a terminal and go to a working directory.
  2. Clone the repository: git clone https://github.com/Microck/ordinary-claude-skills.git
  3. Create the skills folder if needed: mkdir -p ~/.claude/skills
  4. Copy just this skill: cp -r ordinary-claude-skills/skills_all/agentdb-advanced-features ~/.claude/skills/
  5. Confirm Node.js 18 or newer: node -v
  6. Add AgentDB to your project: npm i agentic-flow (verify the CLI with npx agentdb@latest --help)
  7. Restart Claude Code and ask something like "set up AgentDB QUIC sync across my nodes" to trigger the skill.
  8. If you use QUIC, open UDP port 4433 on your firewall: sudo ufw allow 4433/udp
View source on GitHubLicense: NOASSERTION