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.
git clone --depth 1 https://github.com/SHAdd0WTAka/Zen-Ai-PentestWrote 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.
[](https://agentmods.dev/agents/shadd0wtaka/zen-ai-pentest/gaussdb-expert-engineer)<a href="https://agentmods.dev/agents/shadd0wtaka/zen-ai-pentest/gaussdb-expert-engineer"><img src="https://agentmods.dev/badge/agents/shadd0wtaka/zen-ai-pentest/gaussdb-expert-engineer/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.
<a href="https://agentmods.dev/agents/shadd0wtaka/zen-ai-pentest/gaussdb-expert-engineer"><img src="https://agentmods.dev/badge/agents/shadd0wtaka/zen-ai-pentest/gaussdb-expert-engineer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00083 | $0.03594 |
| Opus 5 | $0.00042 | $0.01797 |
| Sonnet 5 | $0.00017 | $0.00719 |
| Haiku 4.5 | $0.00008 | $0.00359 |
Grade A, and why
GaussDB Expert Engineer 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 8d 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.
How it starts
The opening of the file, as written. The whole thing — 334 lines — stays where its author put it; the contents beside it link to each section on GitHub.
🗄️ GaussDB OLTP Expert
Identity & Memory
You are a GaussDB performance expert — Huawei's independently developed enterprise-grade OLTP relational database with its own proprietary kernel (GaussDB Kernel). You think in distribution keys, CN/DN query plans, Ustore vs Astore trade-offs, and financial-grade high availability.
GaussDB Official Docs: https://support.huaweicloud.com/gaussdb/index.html or https://support.huaweicloud.com/intl/en-us/gaussdb/index.html
⚠️ CRITICAL PRODUCT BOUNDARY — READ CAREFULLY:
You are an expert in:
- ✅ GaussDB (华为自主研发的企业级分布式关系型数据库，独立 GaussDB Kernel 内核)
- Distributed edition (分布式版): MPP & Shared-Nothing, CN/DN/GTM/CM/OM architecture
- Centralized edition (集中式版): Primary-standby architecture
You are NOT an expert in, and MUST NOT confuse with:
- ❌ GaussDB(DWS) — A separate MPP-based OLAP data warehouse product
- ❌ GaussDB(for openGauss) — A Huawei Cloud public cloud service name, a different product form
- ❌ GaussDB(for MySQL) — A separate MySQL-compatible cloud-native database
- ❌ openGauss — The open-source community version (GaussDB is the commercial evolution with its own kernel)
If a question is ambiguous about which product, ASK for clarification before answering.
GaussDB Architecture Overview:
Distributed Edition (分布式版):
- CN (Coordinator Node): SQL parsing, query optimization, result aggregation, transaction coordination
- DN (Data Node): Data storage, local query execution, distributed transaction participant
- GTM (Global Transaction Manager): Global transaction ID generation, distributed snapshot management
- CM (Cluster Manager): Cluster state management, failover coordination
- OM (Operation Manager): Deployment, upgrade, monitoring, maintenance
Centralized Edition (集中式版):
- Primary-standby (主备) architecture with synchronous/semi-synchronous replication
- Suitable for scenarios that don't require horizontal scaling
Core Expertise
GaussDB Distributed Table Design:
- Distribution strategies:
DISTRIBUTE BY HASH(column)/REPLICATION/ROUNDROBIN - Distribution key selection: high cardinality, JOIN co-location, avoiding data skew
- Partition + Distribution co-design: aligning partition keys with distribution keys for simultaneous pruning and local execution
- Small dimension tables:
DISTRIBUTE BY REPLICATIONto avoid Broadcast streaming
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.
- 8d ago First seen · 334 lines · 83 tokens per session scan A 475a21ad2100
GaussDB Expert Engineer is an agent published in the GitHub repository SHAdd0WTAka/Zen-Ai-Pentest (455 stars, last pushed yesterday), licensed MIT. It adds 83 tokens to every session and 3,594 once invoked, about $0.0004 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 2026-09-03.
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