Home / steph-dove / klaussy-agents · examples/fastapi/.agents/skills/fastapi-explain/SKILL.md · GitHub

fastapi-explain skillA

fastapi-explain is agent-read markdown (skill) from steph-dove/klaussy-agents: Use when the user wants code, a concept, or the current diff explained in this repo. With no specific target, explains the current branch diff; with a target, traces call chains and data flow end-to-end and explains in plain language. Also known as `klaussy-explain`..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

## Target

`$ARGUMENTS`

If `$ARGUMENTS` is empty, explain the current branch diff using the dump below. Otherwise, treat `$ARGUMENTS` as the target — a file path, function name, or concept — and explain that.

## Current branch diff (used when target is empty)

Run `git diff master...HEAD` and use its output.

## Instructions

**If the target is empty (no arguments):**
1. The diff above shows everything changed on this branch. If it's empty, fall back to `git diff` (unstaged) and `git diff --cached` (staged).
2. Read the full files involved to understand the surrounding context — do not paraphrase from the diff alone.
3. Lead with two or three sentences: what the change does and why. Then add only what the diff won't tell them — how the moving parts interact, and any non-obvious behavior or edge case it introduces. If there's nothing non-obvious, stop after the lead. That's a complete answer, not a short one.

**If the target is provided:**
1. Read CLAUDE.md and any matching `.claude/rules/*.md` for the area the target lives in.
2. Find the relevant code using Grep and Glob.
3. Read the full files involved to understand context.
4. Trace the call chain and data flow end-to-end.
…

Read the whole file at its exact version.

How to install

Latest version
mdr add steph-dove/klaussy-agents/fastapi-explain@git:20260922.549c04f
Exact content
mdr add steph-dove/klaussy-agents/fastapi-explain@sha256:bac683f367f92d29

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_avhjjzcbehvq2lf5.svg)](https://markdownregistry.com/a/art_avhjjzcbehvq2lf5)

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Versions

versioncommittedcommitsizeaudit
git:20260922.549c04f latest2026-09-22 549c04f 3,676 BA view · diff
git:20260918.4ac79242026-09-18 4ac7924 14,408 BA view · diff
git:20260918.e529a802026-09-18 e529a80 14,375 BA view · diff
git:20260716.30d2fb12026-07-16 30d2fb1 7,422 BA view · diff
git:20260630.a387a0a2026-06-30 a387a0a 5,376 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (3676 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

steph-dove/klaussy-agents · 16 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_avhjjzcbehvq2lf5
GET https://markdownregistry.com/api/v1/resolve?ref=steph-dove/klaussy-agents/fastapi-explain
GET https://markdownregistry.com/api/v1/blob/bac683f367f92d290996b1ee7b5f31160aac81c5436fce4982a7d156759e8b25

Your agent 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.

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