evidence-first-debugging SKILL.md skillA
evidence-first-debugging from hoatv2211/gamestudio-codexkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hoatv2211/gamestudio-codexkit/evidence-first-debugging@v0.1.0Pins v0.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hoatv2211/gamestudio-codexkit
- Path
skills/evidence-first-debugging/SKILL.md- Versions recorded
- 3
- Latest version
- v0.1.0, committed Aug 26, 2026
- First version recorded
- Aug 8, 2026
- Size
- 4,637 bytes
- Repository stars
- 4
- License
- MIT
Use when debugging a crash, lỗi, failing game, tool, build, service, script, or reproducible local code failure requires repro or reproduction, giả thuyết or ranked hypotheses, instrumentation, root-cause isolation, a minimal fix, regression proof, and a regression test.
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
# Evidence-First Debugging ## Overview Find the root cause before changing code. A fix is complete only when the original symptom is reproduced, isolated, repaired minimally, and guarded by regression evidence. ## When to use Use for crashes, wrong behavior, failing tests, startup problems, packet mismatches, offline failures, build errors, or unexpected generated output. ## When NOT to use Do not use for open-ended feature design, routine build verification, broad code review, or mutation without a reproducible symptom. ## Required inputs and context discovery Collect exact symptom, expected behavior, reproduction steps, frequency, environment, first failing version or commit when known, logs, relevant ownership boundaries, and safe instrumentation options. ## Safety and risk level Inspection and instrumentation are preferred. Any mutation follows test-first discipline and exact file ownership; database, services, assets, or external projects need separate safety approval. ## Workflow 1. Reproduce the symptom with the smallest deterministic command or fixture. Completion criterion: failure occurs for the expected reason, or reproduction is BLOCKED with evidence. …
Read the whole file at its exact version.
How to install
mdr add hoatv2211/gamestudio-codexkit/evidence-first-debugging@sha256:8d96b86d5ad1c6b0The line at the top of this page pins the label v0.1.0, 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_abs6xehhmfepc3rv)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Aug 8, 2026 and Aug 26, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-08-26 | 1c4b1c1 | 4,637 B | A | view · diff |
| v0.1.0 | 2026-08-18 | b0251a3 | 4,257 B | A | view · diff |
| v0.1.0 | 2026-08-08 | d181738 | 4,265 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 (4637 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
hoatv2211/gamestudio-codexkit · 4 stars · license MIT · pushed 2026-09-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_abs6xehhmfepc3rv GET https://markdownregistry.com/api/v1/resolve?ref=hoatv2211/gamestudio-codexkit/evidence-first-debugging GET https://markdownregistry.com/api/v1/blob/8d96b86d5ad1c6b063dca053b30f04d399425927052b0659d37a0bcd5efe581b
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.