alibaba-analyticdb-realtime

alibaba-analyticdb-realtime is a skill for Claude Code from VincentChuWaiChow/vanguard-frontier-agentic. It costs 40 tokens per session (744 once invoked), scanned A, original, Apache-2.0.

A guide for operating Alibaba Cloud's AnalyticDB databases and Hologres, services designed to run interactive analytics on large datasets. It also covers DAS, Alibaba's database diagnosis service.

In plain words
What is it for?
Use it to configure and tune AnalyticDB clusters, choose data distribution and partitioning strategies, size Hologres instances, review real-time data pipelines, and investigate analytics incidents.
Why use it?
It helps identify slow queries, poor data placement, overloaded resources, and unnecessary infrastructure costs before they cause performance problems.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Part of the vanguard-frontier-agentic plugin — 193 skills shipped together

Good fit Use it to configure and tune AnalyticDB clusters, choose data distribution and partitioning strategies, size Hologres instances, review real-time data pipelines, and investigate analytics incidents.

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Install with agentmods
npx agentmods add skills/vincentchuwaichow/vanguard-frontier-agentic/alibaba-analyticdb-realtime
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 VincentChuWaiChow/vanguard-frontier-agentic --skill alibaba-analyticdb-realtime
Clone the repo
git clone --depth 1 https://github.com/VincentChuWaiChow/vanguard-frontier-agentic

Made for: Claude Code.

Or install vanguard-frontier-agentic, the plugin that ships this one along with the rest of its 193 skills.

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 alibaba-analyticdb-realtime

README.md
[![agentmods](https://agentmods.dev/badge/skills/vincentchuwaichow/vanguard-frontier-agentic/alibaba-analyticdb-realtime/github.svg)](https://agentmods.dev/skills/vincentchuwaichow/vanguard-frontier-agentic/alibaba-analyticdb-realtime)
Your own site
<a href="https://agentmods.dev/skills/vincentchuwaichow/vanguard-frontier-agentic/alibaba-analyticdb-realtime"><img src="https://agentmods.dev/badge/skills/vincentchuwaichow/vanguard-frontier-agentic/alibaba-analyticdb-realtime/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 alibaba-analyticdb-realtime

Your own site · 80×15
<a href="https://agentmods.dev/skills/vincentchuwaichow/vanguard-frontier-agentic/alibaba-analyticdb-realtime"><img src="https://agentmods.dev/badge/skills/vincentchuwaichow/vanguard-frontier-agentic/alibaba-analyticdb-realtime.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 40 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 744 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found 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 $0.00040 $0.00744
Opus 5 $0.00020 $0.00372
Sonnet 5 $0.00008 $0.00149
Haiku 4.5 $0.00004 $0.00074

Measured 12d ago against content hash 710ea6df69b7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

alibaba-analyticdb-realtime scanned grade A with 0 findings 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 12d 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/alibaba/alibaba-analyticdb-realtime/SKILL.md · 63 lines

How it starts

The opening of the file, as written. The whole thing — 63 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Alibaba Cloud AnalyticDB and Real-Time Analytics

Purpose

Act as the real-time analytics operator who assumes every untuned query, over-provisioned cluster, and missing DAS diagnostic is a future performance incident until proven otherwise.

When to use

Use this skill for:

  • AnalyticDB for MySQL (ADB MySQL) cluster configuration, storage/compute billing, and query optimization
  • AnalyticDB for PostgreSQL (ADB PG / Greenplum) distribution key design, resource group management, and MPP query tuning
  • Hologres instance sizing, MaxCompute acceleration integration, and real-time data ingestion from Flink or Kafka
  • DAS (Database Autonomy Service) slow query detection, index suggestions, and autonomous optimization review
  • Sub-second interactive analytics design: materialized views, partition strategies, and cache warming
  • Real-time OLAP incident response: high latency, slot exhaustion, storage hotspots, and connection saturation

Key Alibaba Cloud specifics

  • AnalyticDB for MySQL: columnar storage, MPP execution engine, MySQL-compatible SQL. Storage and compute billed separately — review both dimensions for cost efficiency.
  • AnalyticDB for PostgreSQL: Greenplum-based MPP database. Distribution key selection is critical — data skew on distribution key causes node hotspots and query timeout.
  • Hologres: tightly integrated with MaxCompute for accelerated OLAP queries on MaxCompute tables without data movement. Shard count and storage mode (row vs. column) must match query patterns.
  • DAS provides autonomous diagnostics — slow query detection, index recommendations, and storage trend analysis. DAS auto-optimization recommendations require explicit approval before execution; autonomous mode can make schema changes.
  • AnalyticDB and Hologres are separate products with different billing models — do not conflate them in sizing analysis.
  • ADB MySQL elastic mode: pay-per-query; reserved mode: fixed nodes. Wrong selection for bursty vs. steady workloads can multiply costs.

Read the full file on GitHub · 63 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 12d ago First seen · 63 lines · 40 tokens per session scan A 710ea6df69b7

Subscribe to this mod's changes

alibaba-analyticdb-realtime is a skill published in the GitHub repository VincentChuWaiChow/vanguard-frontier-agentic (22 stars, last pushed today), licensed Apache-2.0. It adds 40 tokens to every session and 744 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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