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.
npx skills add jlifyio/wyx --skill conceptgit clone --depth 1 https://github.com/jlifyio/wyxWrote 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.
[](https://agentmods.dev/skills/jlifyio/wyx/concept)<a href="https://agentmods.dev/skills/jlifyio/wyx/concept"><img src="https://agentmods.dev/badge/skills/jlifyio/wyx/concept/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.
<a href="https://agentmods.dev/skills/jlifyio/wyx/concept"><img src="https://agentmods.dev/badge/skills/jlifyio/wyx/concept.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00073 | $0.02681 |
| Opus 5.5 | $0.00029 | $0.01072 |
| Sonnet 5.5 | $0.00015 | $0.00536 |
| Haiku 4.5 | $0.00007 | $0.00268 |
Grade A, and why
concept 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 1mo ago.
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.
How it starts
The opening of the file, as written. The whole thing — 177 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Bounded Concept Design
Generate a concept specification — a structured description of a module that serves as compressed context for code generation. A concept spec replaces reading 200+ lines of implementation with a 30-line bounded description of what the module IS.
How to interpret $ARGUMENTS
Determine the mode from the argument:
- Path to directory/file (e.g.
src/lib/server/auth/): Retrofit mode — read the existing code and propose a concept spec that describes what is already there. Flag any boundary violations you find (imports from other modules' internals, shared mutable state, etc.) - Feature description (e.g.
Portfolio tracking with watchlists): Greenfield mode — design a new concept spec from the description. Enforce decomposition: if the feature has multiple independent purposes, split into multiple concepts. driftorcheck(with optional path, e.g.drift src/lib/server/): Drift detection mode — compare existing CONCEPT.md/PIPELINE.md specs against current code. Produce a structured drift report showing what has diverged.- No arguments: Discovery mode — analyze the project structure and propose which modules should have concept specs. List each candidate with a one-line purpose. Do NOT generate full specs; ask the user which ones to elaborate. After listing concept candidates, if the project has data transformation patterns or cross-concept coordination, briefly note that
/wyx:pipelineand/wyx:syncare available for those patterns.
Concept Spec Format
Write the spec as a CONCEPT.md file placed next to the implementation code (e.g. src/lib/server/auth/CONCEPT.md).
Use this exact structure:
# concept: [Name] [TypeParam]
## purpose
[Single sentence: what this module does and for whom]
## state
- [field]: [TypeParam] -> [type]
- [field]: [TypeParam] -> [type]
## actions
### [action-name] [input1: Type, input2: Type] => [output: Type]
[1-3 lines: what this action does, when it succeeds, when it fails]
### [action-name] [input1: Type] => [result: Type] | [error: String]
[behavior description with error cases as separate output patterns]
## operational principle
after [action]([args])
=> [expected output]
then [action]([args])
=> [expected output]
[This is simultaneously a behavioral contract and a test seed.
Write scenarios that define correct behavior. Multiple scenarios OK.]
## interactions
[Optional. How this concept coordinates with others.]
- when [ExternalConcept/action] completes, [this concept/action] should follow
Use `ConceptName.actionName()` syntax for cross-concept references — these are validated during drift detection.
## dependencies
[Optional. External concepts this module depends on.]
- [ExternalConcept]: [what this concept needs from it]
## known coupling
[Optional. Intentional cross-concept data access that bypasses action interfaces.
Each entry: resource, access pattern, reason, and resolution status.]
- [ExternalConcept/resource]: [access pattern] — reason: [why] — status: keep|refactor|defer
What ships with it
1 file 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.
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.
- 1mo ago Changed 670636c9e6a4
- 1mo ago Changed · +2 lines 02adcbf59fc1
- 2mo ago First seen · 175 lines · 73 tokens per session scan A f08f19d50ca2
concept is a skill published in the GitHub repository jlifyio/wyx (3 stars, last pushed 29d ago), licensed MIT. It adds 73 tokens to every session and 2,681 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 2026-08-31.
concept compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| conceptjlifyio/wyx | Skill | 3 | 29d ago | MIT | A | 73 | Claude Code |
| systematic-debugskymanbp/cc-enforcer | Skill | 6 | 2d ago | MIT | A | 119 | Claude Code |
| optimization-auditkarsten-s-nielsen/mad-scientist-skills | Skill | 3 | 1mo ago | MIT | A | 102 | Claude Code |
| cognitive-interface-auditkarsten-s-nielsen/mad-scientist-skills | Skill | 3 | 1mo ago | MIT | A | 230 | Claude Code |
| architecture-auditkarsten-s-nielsen/mad-scientist-skills | Skill | 3 | 1mo ago | MIT | A | 174 | Claude Code |
| documentation-auditkarsten-s-nielsen/mad-scientist-skills | Skill | 3 | 1mo ago | MIT | A | 258 | Claude Code |
| security-auditkarsten-s-nielsen/mad-scientist-skills | Skill | 3 | 1mo ago | MIT | A | 167 | Claude Code |