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qual-memo

qual-memo is a skill for Claude Code from linxule/interpretive-orchestration. It costs 15 tokens per session (1,100 once invoked), scanned A, original, no licence file.

A guide for writing analytical memos while manually coding information. Manual coding means assigning labels to parts of text or other material so they can be compared and interpreted.

In plain words
What is it for?
It is for recording patterns, questions, and interpretations while reviewing coded research material.
Why use it?
It helps preserve developing insights that might otherwise be lost during qualitative analysis.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the interpretive-orchestration plugin — 29 skills, 4 agents, 7 hooks, 1 MCP server shipped together

not rated 21repo today A scan 15 tokens custom licence

Good fit It is for recording patterns, questions, and interpretations while reviewing coded research material.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/linxule/interpretive-orchestration/qual-memo
View source ↗ linxule/interpretive-orchestration doi.org
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add linxule/interpretive-orchestration --skill qual-memo
Clone the repo
git clone --depth 1 https://github.com/linxule/interpretive-orchestration

Made for: Claude Code.

Or install interpretive-orchestration, the plugin that ships this one along with the rest of its 29 skills, 4 agents, 7 hooks, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for qual-memo

README.md
[![agentmods](https://agentmods.dev/badge/skills/linxule/interpretive-orchestration/qual-memo/github.svg)](https://agentmods.dev/skills/linxule/interpretive-orchestration/qual-memo)
Your own site
<a href="https://agentmods.dev/skills/linxule/interpretive-orchestration/qual-memo"><img src="https://agentmods.dev/badge/skills/linxule/interpretive-orchestration/qual-memo/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for qual-memo

Your own site · 80×15
<a href="https://agentmods.dev/skills/linxule/interpretive-orchestration/qual-memo"><img src="https://agentmods.dev/badge/skills/linxule/interpretive-orchestration/qual-memo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 15 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,100 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00015 $0.01100
Opus 5.5 $0.00006 $0.00440
Sonnet 5.5 $0.00003 $0.00220
Haiku 4.5 $0.00002 $0.00110

Measured today against content hash 330cbfb5747b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

qual-memo scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugin/skills/qual-memo/SKILL.md · 173 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. today First seen · 173 lines · 15 tokens per session scan A 330cbfb5747b

Subscribe to this mod's changes

qual-memo is a skill published in the GitHub repository linxule/interpretive-orchestration (21 stars, last pushed today), with no licence file. It adds 15 tokens to every session and 1,100 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-07.

Researchacademic-researchai-research-toolsgrounded-theoryhuman-ai-collaborationmcp
Related

qual-memo compared with skills from other repositories

qual-memo next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
qual-memolinxule/interpretive-orchestrationSkill21todaynoneA15Claude Code
kami-decknexu-io/open-designSkill106ktodayApache-2.0A49Claude Code, Codex
code-review-excellenceGalaxy-Dawn/claude-scholarSkill6.0k19d agoMITA43Claude Code
git-workflowGalaxy-Dawn/claude-scholarSkill6.0k19d agoMITA64Claude Code
results-analysisGalaxy-Dawn/claude-scholarSkill6.0k19d agoMITA68Claude Code
daily-paper-generatorGalaxy-Dawn/claude-scholarSkill6.0k19d agoMITA47Claude Code
pre-meeting-briefchrisblattman/claudeblattmanSkill479todayMITA23Claude Code