qual-code-deductive SKILL.md skillA

qual-code-deductive from linxule/interpretive-orchestration is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add linxule/interpretive-orchestration/qual-code-deductive@git:20261106.c8b5d8a

Pins git:20261106.c8b5d8a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
linxule/interpretive-orchestration
Path
plugin/skills/qual-code-deductive/SKILL.md
Versions recorded
2
Latest version
git:20261106.c8b5d8a, committed Nov 6, 2026
First version recorded
Nov 6, 2026
Size
4,236 bytes
Repository stars
21
License
a license file GitHub does not identify

Apply established theoretical patterns to remaining data in a deductive coding pass.

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

# Deductive Coding Command

This command guides you through applying your synthesized patterns to the remaining documents in a more deductive manner, while remaining open to emergent insights.

## Overview

After synthesis, you have an integrated framework of patterns. Now you apply this framework to code your remaining documents, testing and refining as you go.

This is NOT mechanical application. It's a dialogue between your framework and new data.

## When to Use Deductive Coding

Use this approach when:
- You've completed parallel streams and synthesis
- Your integrated framework feels solid
- You have remaining documents to code
- You want to test framework coverage

## The Deductive Coding Process

### Step 1: Prepare Your Framework

Before coding, ensure you have:
- [ ] Clear pattern definitions
- [ ] Example quotes for each pattern
- [ ] Inclusion/exclusion criteria
- [ ] Noted variations and edge cases

### Step 2: Code with Your Framework

For each document:

1. **Initial read:** Get the overall sense
2. **Apply patterns:** Match segments to your framework
3. **Note fit:** How well do patterns capture the data?
4. **Flag anomalies:** What doesn't fit? What's new?
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add linxule/interpretive-orchestration/qual-code-deductive@sha256:741cd073e7516ecc

The line at the top of this page pins the label git:20261106.c8b5d8a, 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_l5uw7iudanj2sunk.svg)](https://markdownregistry.com/a/art_l5uw7iudanj2sunk)

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

Versions

The registry has recorded 2 versions of this file, all committed on Nov 6, 2026.

versioncommittedcommitsizeaudit
git:20261106.c8b5d8a latest2026-11-06 c8b5d8a 4,236 BA view · diff
git:20261106.bb3d1392026-11-06 bb3d139 4,234 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 (4236 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

linxule/interpretive-orchestration · 21 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_l5uw7iudanj2sunk
GET https://markdownregistry.com/api/v1/resolve?ref=linxule/interpretive-orchestration/qual-code-deductive
GET https://markdownregistry.com/api/v1/blob/741cd073e7516ecc464e60ab087d63719a51e52c1ff4a83822e44ab913c1d4d1

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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