apply-findings SKILL.md skillA

apply-findings from tobihagemann/turbo is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add tobihagemann/turbo/apply-findings@git:20261023.44fa179

Pins git:20261023.44fa179 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
tobihagemann/turbo
Path
claude/skills/apply-findings/SKILL.md
Versions recorded
17
Latest version
git:20261023.44fa179, committed Oct 23, 2026
First version recorded
Aug 8, 2026
Size
11,660 bytes
Repository stars
417
License
MIT

Apply findings by making the suggested code changes. Applies accepted verdicts, escalates ambiguous findings to the user, and offers to note genuine improvements for later. Use when the user asks to "apply findings", "apply fixes", "apply suggestions", "apply accepted findings", "fix the findings", or "apply the review results".

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

# Apply Findings

Apply evaluated findings from the conversation context. Findings must have been through `/evaluate-findings` first.

## Step 1: Identify Findings

Collect all findings from the conversation context. Findings should have Verdict columns (Apply, Skip, Escalate) from `/evaluate-findings`.

If findings are unevaluated (raw output without verdicts), stop and say to run `/evaluate-findings` first.

## Step 2: Apply in File Order

Group Apply findings by file path and apply in file order to minimize context switching. For each finding:

1. Read the full function or logical block at the referenced location
2. Verify the finding still applies to the current code
3. Before applying a fix that stops a failure, whether the finding suggested it or you derived it, confirm the fix makes the failure the finding describes unreachable rather than only defeating the finding's reproduction: construct an input that clears the point the fix guards, trace whether it still reaches that failure further along, and write any regression test the fix adds from that input. When the fix encodes, escapes, quotes, or otherwise sanitizes untrusted input, construct such inputs from every character
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tobihagemann/turbo/apply-findings@sha256:f50021618b6c848d

The line at the top of this page pins the label git:20261023.44fa179, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vuxyuytcn5ojzkq7.svg)](https://markdownregistry.com/a/art_vuxyuytcn5ojzkq7)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 17 versions of this file, between Aug 8, 2026 and Oct 23, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261023.44fa179 latest2026-10-23 44fa179 11,660 BA view · diff
git:20261018.e9270d62026-10-18 e9270d6 10,940 BA view · diff
git:20261013.7173b0c2026-10-13 7173b0c 10,746 BA view · diff
git:20261011.f817cf22026-10-11 f817cf2 9,956 BA view · diff
git:20261008.aff10272026-10-08 aff1027 9,735 BA view · diff
git:20261006.1293ed62026-10-06 1293ed6 9,446 BA view · diff
git:20261004.df43f782026-10-04 df43f78 9,370 BA view · diff
git:20261004.8f59b862026-10-04 8f59b86 9,223 BA view · diff
git:20261003.3b20b202026-10-03 3b20b20 8,915 BA view · diff
git:20260923.f83ed552026-09-23 f83ed55 8,079 BA view · diff
git:20260917.8fef88b2026-09-17 8fef88b 7,720 BA view · diff
git:20260912.04774f32026-09-12 04774f3 7,178 BA view · diff
git:20260821.6b30c462026-08-21 6b30c46 6,811 BA view · diff
git:20260819.7af152e2026-08-19 7af152e 6,694 BA view · diff
git:20260816.b2c73972026-08-16 b2c7397 6,228 BA view · diff
git:20260813.bd2a3f72026-08-13 bd2a3f7 5,518 BA view · diff
git:20260808.7a9ce3e2026-08-08 7a9ce3e 5,196 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11660 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

GitHub

tobihagemann/turbo · 417 stars · license MIT · pushed 2026-10-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vuxyuytcn5ojzkq7
GET https://markdownregistry.com/api/v1/resolve?ref=tobihagemann/turbo/apply-findings
GET https://markdownregistry.com/api/v1/blob/f50021618b6c848df3b8919721d181cb0ad06fdab210f9ddc8cf3e38d4ce9f10

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.

More from tobihagemann/turbo

apply-turbo-handoffs SKILL.md skill
tobihagemann/turbo · .claude/skills/apply-turbo-handoffs/SKILL.md · Audit the turbo skill lessons that /self-improve writes into this repo's .turbo/handoff/ from other projects, apply the…
git:20261004.cdcfe2f · audit A · 417 stars
AGENTS.md AGENTS.md file
tobihagemann/turbo · AGENTS.md
git:20260927.fa1ba5a · audit A · 417 stars
CLAUDE.md CLAUDE.md file
tobihagemann/turbo · CLAUDE.md
git:20261002.0f83d5c · audit A · 417 stars
CLAUDE.md@assets CLAUDE.md file
tobihagemann/turbo · assets/CLAUDE.md
git:20260920.5edbbe3 · audit A · 417 stars
AGENTS.md@claude AGENTS.md file
tobihagemann/turbo · claude/AGENTS.md
git:20260726.3cf3297 · audit A · 417 stars
CLAUDE.md@claude CLAUDE.md file
tobihagemann/turbo · claude/CLAUDE.md
git:20261008.aff1027 · audit A · 417 stars
assess-technical-debt SKILL.md skill
tobihagemann/turbo · claude/skills/assess-technical-debt/SKILL.md · Assess project-wide structural technical debt: complexity hotspots, deprecated API usage, duplication clusters…
git:20261022.181a901 · audit A · 417 stars
changelog-rules SKILL.md skill
tobihagemann/turbo · claude/skills/changelog-rules/SKILL.md · Shared changelog conventions and formatting rules referenced by /create-changelog and /update-changelog. Not typically…
git:20260801.187c292 · audit A · 417 stars
code-style SKILL.md skill
tobihagemann/turbo · claude/skills/code-style/SKILL.md · Enforce existence, reuse, mirror, and symmetry principles to keep new code minimal and consistent with surrounding…
git:20261016.409a05c · audit A · 417 stars
codex-exec SKILL.md skill
tobihagemann/turbo · claude/skills/codex-exec/SKILL.md · Run autonomous task execution using the codex CLI. Use when the user asks to "codex exec", "run codex exec", "execute a…
git:20261008.aff1027 · audit A · 417 stars
commit-rules SKILL.md skill
tobihagemann/turbo · claude/skills/commit-rules/SKILL.md · Shared commit message rules and technical constraints for skills that write commits. Not typically invoked directly.
git:20260927.8a693f4 · audit A · 417 stars
commit-staged-push SKILL.md skill
tobihagemann/turbo · claude/skills/commit-staged-push/SKILL.md · Commit already-staged changes and push in one step. Use when the user asks to "commit and push staged changes", "commit…
git:20260508.4249183 · audit A · 417 stars

Every file in tobihagemann/turbo

Other files named apply-findings

apply-findings SKILL.md skill
tobihagemann/turbo · codex/skills/apply-findings/SKILL.md · Apply findings by making the suggested code changes. Applies accepted verdicts, escalates ambiguous findings to the…
git:20261023.44fa179 · audit A · 417 stars

Browse by kind, by grade A, or by owner.