reliability SKILL.md skillA
reliability from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ai-analyst-lab/ai-analyst/reliability@git:20260928.866f6f8Pins git:20260928.866f6f8 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ai-analyst-lab/ai-analyst
- Path
.claude/skills/reliability/SKILL.md- Versions recorded
- 7
- Latest version
- git:20260928.866f6f8, committed Sep 28, 2026
- First version recorded
- Aug 27, 2026
- Size
- 3,714 bytes
- Repository stars
- 322
- License
- MIT
Run one analytics task through several fresh trials to measure what repeats and what varies. Use for reliability, repeatability, variance, or repeated-run requests. This measures stability, not correctness.
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
# Reliability ## What this answers Does this named system configuration behave consistently on this task? It does not answer whether the result is correct. A wrong analysis can repeat perfectly. ## Run the evaluation 1. Record the task, model, active data, available tools, system fingerprint, and the tolerance that matters for the decision. 2. Use five fresh trials unless the user chooses another count. The trials must not share answers. 3. Preserve completed, failed, blocked, error, and unparseable trials separately. 4. Save the raw output from every trial. 5. Use the repository's deterministic reliability runner. It creates five independent workspaces, uses the active data source, preserves every result, and calculates the comparison. 6. Report exact agreement and agreement within the named tolerance separately. 7. State what changed if this is a comparison with an earlier run. …
Read the whole file at its exact version.
How to install
mdr add ai-analyst-lab/ai-analyst/reliability@sha256:c35b126a26a58c82The line at the top of this page pins the label git:20260928.866f6f8, 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_4v6cmbi753qh4z2k)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Aug 27, 2026 and Sep 28, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260928.866f6f8 latest | 2026-09-28 | 866f6f8 | 3,714 B | A | view · diff |
| git:20260921.d5207b1 | 2026-09-21 | d5207b1 | 2,704 B | A | view · diff |
| git:20260921.b4cdfe3 | 2026-09-21 | b4cdfe3 | 2,372 B | A | view · diff |
| git:20260919.1a0dc1d | 2026-09-19 | 1a0dc1d | 2,279 B | A | view · diff |
| git:20260918.2e90913 | 2026-09-18 | 2e90913 | 2,094 B | A | view · diff |
| git:20260910.c4b91ef | 2026-09-10 | c4b91ef | 1,719 B | A | view · diff |
| git:20260827.7ff2e25 | 2026-08-27 | 7ff2e25 | 5,546 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 (3714 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
ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4v6cmbi753qh4z2k GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/reliability GET https://markdownregistry.com/api/v1/blob/c35b126a26a58c82ac1763ebc582a65e740d0d19c0a81e192b8fa1ff7af25217
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.