quality-assurance SKILL.md skillA
quality-assurance from tylerjrbuell/reactive-agents-ts is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add tylerjrbuell/reactive-agents-ts/quality-assurance@v2.0Pins v2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- tylerjrbuell/reactive-agents-ts
- Path
apps/docs/skills/quality-assurance/SKILL.md- Versions recorded
- 2
- Latest version
- v2.0, committed May 5, 2026
- First version recorded
- Apr 10, 2026
- Size
- 6,142 bytes
- Repository stars
- 31
- License
- MIT
Enable output verification (hallucination detection, semantic entropy, self-consistency), add post-run verification steps, and run LLM-scored evals across 5 quality dimensions.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Quality Assurance
## Agent objective
Produce a builder with verification enabled and the right detectors active, plus an understanding of how to run LLM-scored evals against agent output using the `@reactive-agents/eval` package.
## When to load this skill
- Agent output must be factually accurate or grounded in retrieved content
- Detecting hallucinated or fabricated responses before returning them to users
- Running batch evaluation of agent quality across test cases
- Adding a post-reasoning reflection or self-check step to the pipeline
## Implementation baseline
```ts
import { ReactiveAgents } from "@reactive-agents/runtime";
const agent = await ReactiveAgents.create()
.withProvider("anthropic")
.withReasoning({ defaultStrategy: "plan-execute-reflect", maxIterations: 15 })
.withTools({ allowedTools: ["web-search", "http-get", "checkpoint"] })
.withVerification({
semanticEntropy: true, // estimate output confidence via entropy
selfConsistency: true, // check consistency across response variations
hallucinationDetection: true,
hallucinationThreshold: 0.15, // flag if hallucination score > 0.15
…Read the whole file at its exact version.
How to install
mdr add tylerjrbuell/reactive-agents-ts/quality-assurance@sha256:a78644d7ed1b16e9The line at the top of this page pins the label v2.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_khbphnll3olubiq2)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Apr 10, 2026 and May 5, 2026, about one every 26 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.0 latest | 2026-05-05 | dd544a6 | 6,142 B | A | view · diff |
| v2.0 | 2026-04-10 | edbdd5f | 6,083 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6142 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
tylerjrbuell/reactive-agents-ts · 31 stars · license MIT · pushed 2026-10-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_khbphnll3olubiq2 GET https://markdownregistry.com/api/v1/resolve?ref=tylerjrbuell/reactive-agents-ts/quality-assurance GET https://markdownregistry.com/api/v1/blob/a78644d7ed1b16e9abafd51187c5e5aba7c0f818dfaa0663baf101296299e063
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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