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gioia-methodology

gioia-methodology is a skill for Claude Code from linxule/interpretive-orchestration. It costs 66 tokens per session (1,404 once invoked), scanned A, original, no licence file.

A workspace for building a Gioia data structure, a research hierarchy that connects participant terms to themes, concepts, and broader dimensions.

In plain words
What is it for?
Use it to build, refine, validate, and export first-order concepts, second-order themes, and aggregate dimensions.
Why use it?
It helps organise qualitative findings into a structure that can be checked and prepared for publication.

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 changed today A scan 66 tokens custom licence

Good fit Use it to build, refine, validate, and export first-order concepts, second-order themes, and aggregate dimensions.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/linxule/interpretive-orchestration/gioia-methodology
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 gioia-methodology
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 gioia-methodology

README.md
[![agentmods](https://agentmods.dev/badge/skills/linxule/interpretive-orchestration/gioia-methodology/github.svg)](https://agentmods.dev/skills/linxule/interpretive-orchestration/gioia-methodology)
Your own site
<a href="https://agentmods.dev/skills/linxule/interpretive-orchestration/gioia-methodology"><img src="https://agentmods.dev/badge/skills/linxule/interpretive-orchestration/gioia-methodology/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 gioia-methodology

Your own site · 80×15
<a href="https://agentmods.dev/skills/linxule/interpretive-orchestration/gioia-methodology"><img src="https://agentmods.dev/badge/skills/linxule/interpretive-orchestration/gioia-methodology.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 66 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,404 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 $0.00066 $0.01404
Opus 5.5 $0.00026 $0.00562
Sonnet 5.5 $0.00013 $0.00281
Haiku 4.5 $0.00007 $0.00140

Measured today against content hash 27e88075bedf, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

gioia-methodology 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.

The scan reads SKILL.md. This mod also ships 3 executable files (scripts/check-hierarchy.js, scripts/export-structure.js, scripts/validate-structure.js), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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/gioia-methodology/SKILL.md · 172 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

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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 Changed · +2 lines 27e88075bedf
  2. 2mo ago First seen · 170 lines · 66 tokens per session scan A ea8b8f63331c

Subscribe to this mod's changes

gioia-methodology is a skill published in the GitHub repository linxule/interpretive-orchestration (21 stars, last pushed today), with no licence file. It adds 66 tokens to every session and 1,404 once invoked, about $0.0003 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 2026-08-30.

Claude CodeResearchacademic-researchai-research-toolsgrounded-theoryhuman-ai-collaborationmcp
Related

gioia-methodology compared with skills from other repositories

gioia-methodology next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
gioia-methodologylinxule/interpretive-orchestrationSkill21todaynoneA66Claude 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