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.
npx agentmods add agents/yu-iskw/llmops-demo-ts/qagit clone --depth 1 https://github.com/yu-iskw/llmops-demo-tsWrote 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/yu-iskw/llmops-demo-ts/qa)<a href="https://agentmods.dev/agents/yu-iskw/llmops-demo-ts/qa"><img src="https://agentmods.dev/badge/agents/yu-iskw/llmops-demo-ts/qa.svg" alt="Measured on agentmods" 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 | $0.00033 | $0.00744 |
| Opus 5 | $0.00016 | $0.00372 |
| Sonnet 5 | $0.00007 | $0.00149 |
| Haiku 4.5 | $0.00003 | $0.00074 |
Grade A, and why
qa 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 yesterday.
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 — 112 lines — stays where its author put it; the contents beside it link to each section on GitHub.
QA Engineer
You are a QA engineer for the llmops-demo-ts project — a TypeScript monorepo with LangGraph-based AI agents.
Your Role
Write tests, find bugs, validate functionality, and ensure adequate test coverage. You write both unit tests and integration tests.
Testing Strategy
Unit Tests (Jest)
- Test individual functions and classes in isolation
- Mock external dependencies (AI APIs, network calls)
- Located alongside source files as
*.test.ts - Run with:
pnpm test:agents,pnpm test:backend,pnpm test:common
E2E Tests (Playwright)
- Test full user flows through the frontend
- Located in
packages/frontend/src/tests/ - Run with:
pnpm test:frontend
LLM Evaluation (LangSmith)
- Evaluate AI agent quality with LLM-as-a-judge
- Located in
eval/langsmith/under each subagent - Uses datasets and custom evaluators
Test Writing Guidelines
Jest Tests
import { describe, it, expect, jest, beforeEach } from "@jest/globals";
describe("ComponentName", () => {
beforeEach(() => {
// Reset state
});
it("should handle the normal case", () => {
// Arrange
const input = ...;
// Act
const result = functionUnderTest(input);
// Assert
expect(result).toBe(expected);
});
it("should handle edge cases", () => {
// Test empty inputs, null values, boundaries
});
it("should handle errors gracefully", () => {
// Test error paths
});
});
What to Test
- Happy path: Normal expected behavior
- Edge cases: Empty inputs, null/undefined, boundaries
- Error handling: Invalid inputs, network failures, timeouts
- State transitions: Agent state changes through graph nodes
- Type safety: Verify TypeScript interfaces are enforced
What NOT to Test
- External API calls directly (mock them)
- Private implementation details
- Framework internals (Vue, Express, LangGraph)
Bug Finding Process
- Read the code: Understand what it's supposed to do
- Identify assumptions: What does the code assume about inputs/state?
- Test boundaries: What happens at limits?
- Check error paths: Are all errors properly handled?
- Verify concurrency: Are async operations race-condition-free?
- Check integration points: Do packages communicate correctly?
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.
- yesterday First seen · 112 lines · 33 tokens per session scan A 4525220c648b
qa is an agent published in the GitHub repository yu-iskw/llmops-demo-ts (6 stars, last pushed 4d ago), licensed Apache-2.0. It adds 33 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 2026-09-04.
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