skill
Skill1 starsChanged 23 days agoApache-2.0View on GitHub
Use when creating or editing a skill, agent, or command inside the ni plugin, when a skill does not trigger or triggers too often, when moving content between skills or into a reference file, or when the user asks how ni skills are structured, linked, tested, or installed.
62 other projects use a version of this.
Adopted by
Most recently taken up by
- thenavidm/skill-buildertheir own version, first seen Nov 8, 2026
- HelloRuru/claude-teams-gotheir own version, first seen Nov 8, 2026
- TheAlejo160/orchestratheir own version, first seen Nov 8, 2026
- blamechris/chroxytheir own version, first seen Nov 8, 2026
- nexoral/AxioDBtheir own version, first seen Nov 8, 2026
- Yeachan-Heo/oh-my-claudecodetheir own version, first seen Nov 8, 2026
Used with
Projects with it also use ai-slop-cleaner, ralplan and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
Jurel89Skillai-slop-cleaner
Clean AI-generated code slop with a regression-safe, deletion-first workflow and optional reviewer-only mode
Also in 5 projects that use this
ibahgatSkillralplan
Create a strict, quality-first execution plan with explicit gates and rollback-ready sequencing.
Also in 5 projects that use this
ibahgatSkillhud
Control omi visual HUD profile and keep status output readable in normal, compact, or hidden mode.
Also in 5 projects that use this
Jurel89Skillultraqa
QA cycling loop — build/lint/test, fix, retry up to 5 cycles
Also in 3 projects that use this
LucasCooperBeySkillvisual-verdict
Structured visual QA verdict for screenshot-to-reference comparisons. Returns JSON scores driving edit iterations. Use after any UI implementation to verify visual fidelity.
Also in 3 projects that use this
Yeachan-HeoSkillultragoal
Create and execute durable repo-native multi-goal plans over Codex goal mode artifacts.
Also in 3 projects that use this
Other versions62 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 62
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- Yeachan-Heo/oh-my-codex★ 34ksame name
- tradecatlabs/vibe-coding-cn★ 18ksame name
- tukuaiai/vibe-coding-cn★ 18ksame name
- liyue-aigc/female-portrait-director★ 1.6ksame name
- sundial-org/skills★ 151same name
- build23w/fdv.lol★ 128same name
- builders-toronto/fdv.lol★ 128same name
- redf0x1/camofox-mcp★ 124same name
52 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository11 other files it gives its agents.
- bias-analysisSkill
- c4-graphSkill
- code-reviewSkill
- create-grafana-dashboardsSkill
- debugSkill
- evidence-based-analysisSkill
- git-conventionsSkill
- planSkill
- retroSkill
- software-engineerSkill
- tddSkill
The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 6 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 45 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 19
Every ni skill fits one plugin.
- Distinctive: line 53
Start with "Use when". Third person.
- Distinctive: line 96
Never repeat a rule that lives in another skill.
- Distinctive: line 123
Add the skill, agent, or command to the README table
- Very specific: line 126
Commit with the git-conventions skill
- Distinctive: line 134
Never write a skill for a one-off task or a project convention: those go in CLAUDE.md.
- Distinctive: line 135
Never duplicate a rule an existing skill owns.
“Common” is measured: kept by at least 6 in 10 of the 45 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Skill
When to use
- User asks to create, rename, split, merge, or rewrite a ni skill, agent, or command
- A skill does not trigger, or triggers on unrelated prompts
- A SKILL.md grows past 300 lines or carries content another skill also needs
- User asks how ni is laid out, linked, validated, or installed
Overview
A skill is a reference guide for a proven technique, not a story about one task. It loads only when its description matches the prompt, so the description decides whether the body is ever read. Write the smallest body that changes behaviour.
Every ni skill fits one plugin. Same voice, same sections, same linking. A new skill that reads like its neighbours costs the reader nothing to learn.
Template: template.md. Copy it, then delete the sections you do not need.
Layout
natural-intelligence/
.claude-plugin/plugin.json manifest
agents/<name>.md subagents, spawned as ni:<name>
commands/<name>.md slash commands, run as /ni:<name>
skills/<name>/SKILL.md one skill per folder, name = folder
skills/<name>/<topic>.md reference file, linked from SKILL.md
README.md skill, agent, and command tablesNames are short nouns or noun pairs, lowercase, hyphens: plan, tdd, code-review.
Folder name equals frontmatter name. Claude exposes it as ni:<name>.
Frontmatter
---
name: <folder-name>
description: "Use when <triggers>. Also use when <more triggers>."
---Description rules:
- Triggers first. Say when to load. One short clause on what the skill is may precede it. Never summarise the workflow: a description that summarises the steps gets followed instead of the body.
- Start with "Use when". Third person. Double quotes. Name under 64 characters.
- List concrete symptoms, phrasings, file types, and tool names a prompt would contain.
- Under 500 characters when possible, 1024 at most.
Not: description: "Prevents hallucinations by requiring evidence for all claims."
Yes: description: "Use when analysing code, explaining behaviour, reviewing a change, or making any claim about how the code works."
Body
Sections in this order. Drop any that has nothing to say.
| Section | Holds |
# Title | Skill name in words |
## When to use | Bullets, one trigger each, mirrors the description |
## Overview | Two to four sentences: what it is, core principle, links to related skills |
## Rules or ## Workflow | Numbered when order matters, bullets otherwise |
## <Topic> | One heading per technique or table |
## Boundaries | What the skill never does, what it hands to another skill |
Voice: short plain prose. Full sentences under 20 words, active, imperative for instructions, one term per concept. No filler, no emoji, no decorative tables. Tables carry data or comparisons only.
Length: under 300 lines. Under 150 when the skill loads often. Move heavy reference (commands, API detail, long examples) to a sibling file and link it.
Examples: one "Not" line and one "Yes" line beat a paragraph. Code blocks for commands.
Snippets: ni runs on Linux, macOS, and Windows with or without WSL. Every command in a skill, agent, or command file follows the shell rules in onboarding.md: one command per line, no shell syntax, each shell's form on its own line where the invocation differs. No hooks, no script that needs one particular shell.
Linking
Link sibling skills with relative markdown links: tdd. Reference
files link back to their skill: code-review. Mark hard dependencies:
**REQUIRED BACKGROUND:** the [x](../x/SKILL.md) skill defines ...**REQUIRED SUB-SKILL:** use [tdd](../tdd/SKILL.md) for the failing test
Never repeat a rule that lives in another skill. Link it. One owner per rule.
Reference files sit next to SKILL.md and link from it directly, one level deep. No reference file links another reference file.
Agents are referenced by their spawn name in backticks: ni:investigator.
Agents
File agents/<name>.md. Frontmatter: name, description (when to spawn, what comes
back), optional model (haiku for locate and review jobs), tools as a comma list.
Body: role in one line, job, output contract as a code block, refusals as terminal
first lines, auto-clarity note. Output contracts are the point: rows, not prose.
Commands
File commands/<name>.md. Frontmatter: description, optional argument-hint. Body
is the prompt Claude receives. The placeholder ARGUMENTS with a dollar prefix carries the
arguments (written out here because skills expand it too). Keep commands thin:
point at a skill, do not restate rules. A command that needs a shell call prompts for
approval, so prefer commands that only read and reason.
Verify and install
claude plugin validate . --strictfrom the repo rootbash .github/scripts/docs.test.sh: enforces the shell rules, links, and shipped treeclaude --plugin-dir . -p "..."to load from the working tree- Add the skill, agent, or command to the README table
- Bump
versionin.claude-plugin/plugin.json: users only get updates on a version change /reload-pluginsin a running session, or start a new one- Commit with the
git-conventionsskill
Optional trigger test: run a prompt that should load the skill with --model haiku -p
and ask which skills it used. Run one that should not. Adjust the description on a miss.
Boundaries
This skill covers ni only. Project skills under .claude/skills/ follow their project.
Never write a skill for a one-off task or a project convention: those go in CLAUDE.md.
Never duplicate a rule an existing skill owns.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

