fresh-eyes-review SKILL.md skillA

fresh-eyes-review from eai-org/agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add eai-org/agent-toolkit/fresh-eyes-review@v1.4

Pins v1.4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
eai-org/agent-toolkit
Path
skills/fresh-eyes-review/SKILL.md
Versions recorded
8
Latest version
v1.4, committed Oct 21, 2026
First version recorded
Aug 7, 2026
Size
6,229 bytes
Repository stars
82
License
MIT

Fresh-eyes review of a changeset by a fresh-context agent — catches what the authoring context reads past.

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

# Fresh-eyes review

A context that produced a change reads its intent, not its text, so same-context review misses what
a fresh reader would catch. The fix is procedural: a reviewer whose context holds only the
artifacts.

## Workflow

1. **Resolve the inputs.** The changeset: whatever the invocation names — a branch, a commit, a
   diff range, a draft vs its original. Given none, infer it from the session — usually the work
   just finished, committed or not; no VCS required. With no session context to draw on, fall back
   to git: the working tree against HEAD (`git diff HEAD` plus untracked files) and the branch
   against its merge base with the fetched default branch of its tracking remote (`git ls-remote
   --symref <remote> HEAD`). One non-empty → take it; both → offer both in step 2's proposal;
   neither, or no target found → ask what to review.
   Pin the changeset as concretely as the environment allows — a diff or commit range where one
   exists, otherwise the touched files, with their prior state when reconstructable. Alongside it,
   a short statement of what the change is supposed to achieve, when one exists (the task as
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add eai-org/agent-toolkit/fresh-eyes-review@sha256:803c0c468494d71b

The line at the top of this page pins the label v1.4, 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_32u3sbytlnypxsme.svg)](https://markdownregistry.com/a/art_32u3sbytlnypxsme)

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

Versions

The registry has recorded 8 versions of this file, between Aug 7, 2026 and Oct 21, 2026, about one every 11 days.

versioncommittedcommitsizeaudit
v1.4 latest2026-10-21 aafab75 6,229 BA view · diff
v1.32026-09-15 58029ae 5,331 BA view · diff
v1.22026-09-11 44b016e 4,977 BA view · diff
v1.12026-08-09 af8356d 4,271 BA view · diff
v1.02026-08-09 6786d53 3,933 BA view · diff
v0.52026-08-08 85e46f9 3,933 BA view · diff
v0.42026-08-07 bfd5279 3,786 BA view · diff
v0.42026-08-07 c6a953d 3,732 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 (6229 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

eai-org/agent-toolkit · 82 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_32u3sbytlnypxsme
GET https://markdownregistry.com/api/v1/resolve?ref=eai-org/agent-toolkit/fresh-eyes-review
GET https://markdownregistry.com/api/v1/blob/803c0c468494d71b278913eda6b292f2dc7930feba08c472e03e3dfb3c82128b

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.

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