debugging-patterns SKILL.md skillA

debugging-patterns from synaptiai/synapti-marketplace is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add synaptiai/synapti-marketplace/debugging-patterns@git:20260914.941bdfb

Pins git:20260914.941bdfb in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
synaptiai/synapti-marketplace
Path
plugins/flow/skills/debugging-patterns/SKILL.md
Versions recorded
6
Latest version
git:20260914.941bdfb, committed Sep 14, 2026
First version recorded
Mar 8, 2026
Size
4,391 bytes
Repository stars
7
License
Apache-2.0

Isolate root causes through structured evidence gathering, pattern analysis, hypothesis testing (max 3 at a time, highest confidence first), and fix validation with a reproducing test before implementation. Use when any verification step fails, tests break, or debugging a reported bug. This skill MUST be consulted because symptom-fixing creates new bugs, and unbounded hypothesis testing causes tunnel vision; root cause must be proven before any fix attempt.

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

# Debugging Patterns

## Contract

Iron law: **find and prove the root cause before attempting any fix; a symptom fix is a failure.** Invoked by `/flow:debug` Phases 1–3 (evidence → hypotheses → fix), by `/flow:start` and `/flow:resolve` on demand whenever a build, test, server-start, smoke, E2E, or visual step fails (no `bug` label required), and by the `error-handler-inspector` agent. Returns the confirmed root cause with evidence, the hypothesis table with each result, a reproducing test that failed before the fix and passes after, and a full-suite run with no regressions. Permitted skips: none — a clear error message shortens the investigation (one or two hypotheses) but never removes the reproducing test.

## Evidence Before Theory

Read the full error message and stack trace first — never skim, never start with "let me understand the code." Then `git log --oneline -10` and `git diff HEAD~3..HEAD --stat` for recent changes. Reproduce the failure; if you cannot reproduce it you cannot verify a fix. Trace backward from the error, checking inputs, API responses, and config values at each boundary, and only then read code.

## Hypothesis Discipline
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add synaptiai/synapti-marketplace/debugging-patterns@sha256:90c2906ecfce7929

The line at the top of this page pins the label git:20260914.941bdfb, 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_hruk3xz4nj2eerca.svg)](https://markdownregistry.com/a/art_hruk3xz4nj2eerca)

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

Versions

The registry has recorded 6 versions of this file, between Mar 8, 2026 and Sep 14, 2026, about one every 38 days.

versioncommittedcommitsizeaudit
git:20260914.941bdfb latest2026-09-14 941bdfb 4,391 BA view · diff
git:20260909.67782552026-09-09 6778255 4,366 BA view · diff
git:20260506.b1f0fef2026-05-06 b1f0fef 6,099 BA view · diff
git:20260311.a793cc42026-03-11 a793cc4 5,854 BA view · diff
git:20260308.5ca1ba72026-03-08 5ca1ba7 5,858 BA view · diff
git:20260308.3ef0c8f2026-03-08 3ef0c8f 5,112 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 (4391 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

synaptiai/synapti-marketplace · 7 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hruk3xz4nj2eerca
GET https://markdownregistry.com/api/v1/resolve?ref=synaptiai/synapti-marketplace/debugging-patterns
GET https://markdownregistry.com/api/v1/blob/90c2906ecfce7929a4fee392c8fbd46df78e9144f49b481bfb49f9ec765e3862

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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Every file in synaptiai/synapti-marketplace

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