stat-result-validator SKILL.md skillA
stat-result-validator from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/stat-result-validator@git:20260923.a0e7f79Pins git:20260923.a0e7f79 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fourteen1416/academic-agent-toolkit
- Path
academic-toolkit/skills/data-statistics-analyst/references/arc-stat-research/skills/stat-result-validator/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260923.a0e7f79, committed Sep 23, 2026
- Size
- 3,801 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
Validate statistical research outputs for formulation quality, method-to- problem alignment, theory presence, experimental evidence, fair comparison, artifact completeness, and final-claim consistency.
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
# Stat Result Validator ## Overview Use this skill after formulation, method proposal, theory, experimental evaluation, comparison, and result synthesis. It checks whether the final result is supported by a coherent statistical research chain. ## Artifact Checks Required for all topics: ```text progress/<TOPIC_ID>/step0_problem_formulation.md progress/<TOPIC_ID>/step1_method_proposal.md progress/<TOPIC_ID>/step2_theory_analysis.md progress/<TOPIC_ID>/step3_experimental_evaluation.md progress/<TOPIC_ID>/step4_comparison.md progress/<TOPIC_ID>/step5_result_synthesis.md progress/<TOPIC_ID>/step6_quality_audit.md experiments/<TOPIC_ID>/config.yaml experiments/<TOPIC_ID>/results/metrics.json experiments/<TOPIC_ID>/results/run_manifest.json experiments/<TOPIC_ID>/results/comparison_summary.md experiments/<TOPIC_ID>/results/claim_verdicts.json experiments/<TOPIC_ID>/report/paper.md experiments/<TOPIC_ID>/README.md ``` Analysis-specific source files and raw outputs are determined by the experiment plan and should live under `experiments/<TOPIC_ID>/src/` and `experiments/<TOPIC_ID>/results/`. ## Formulation Checks The formulation must define: - Observed data and sampling regime …
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/stat-result-validator@sha256:15742a69a3b2da11The line at the top of this page pins the label git:20260923.a0e7f79, 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_2u754l2ooniyp5qn)
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Versions
The registry has recorded 1 version of this file, committed on Sep 23, 2026.
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 (3801 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
fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_2u754l2ooniyp5qn GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/stat-result-validator GET https://markdownregistry.com/api/v1/blob/15742a69a3b2da115a0c32360c8bbf541ff9d4c1df2126f309ca24062aa94279
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.