llm-hallucination-testing skillA
llm-hallucination-testing is agent-read markdown (skill) from naodeng/awesome-qa-skills: Use this skill when you need evidence-bounded claim-to-source relations, unsupported assertions, abstention, uncertainty, and evidence review; triggers include LLM 幻觉 and LLM hallucination..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# LLM Hallucination Testing ## When to Use - Use this skill when you need evidence-bounded analysis, design, or validation preparation for claim-to-source relations, unsupported assertions, abstention, uncertainty, and evidence review. - Use it to review an Agent, RAG, or LLM plan, result, or evidence set and produce actionable improvements. - Use it when context is incomplete but a bounded first pass with assumptions, gaps, and human-decision boundaries is still useful. ## Output Format Options - Default to Markdown organized by domain risk, evidence state, priority, and boundary. - When the user requests tables, CSV, JSON, or ticket fields, preserve the same finding fields, evidence, and decision boundaries. - Before machine consumption, confirm the schema, enums, required fields, and evidence sources. ## How to Use 1. Read and follow `prompts/llm-hallucination-testing.md`, including its input audit, domain coverage, and output order. 2. Extract scope, environment, version, time window, constraints, success criteria, and available evidence, with attention to claim-to-source relation, unsupported assertion, abstention, uncertainty, evidence review. …
Read the whole file at its exact version.
How to install
mdr add naodeng/awesome-qa-skills/llm-hallucination-testing@git:20260915.27b248bmdr add naodeng/awesome-qa-skills/llm-hallucination-testing@sha256:17bc56b0a9716e32Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_3xsgolnx6kbqnfs2)
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Versions
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 (4195 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
naodeng/awesome-qa-skills · 230 stars · license NOASSERTION · pushed 2026-09-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3xsgolnx6kbqnfs2 GET https://markdownregistry.com/api/v1/resolve?ref=naodeng/awesome-qa-skills/llm-hallucination-testing GET https://markdownregistry.com/api/v1/blob/17bc56b0a9716e32a6e99ed562205f2431ed54e3be7124bba56e98450e2b2508
Your agent 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.