Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add ANcpLua/ancplua-claude-plugins/plugin install elegance-pipelineWrote 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/ancplua/ancplua-claude-plugins/elegance-pipeline)<a href="https://agentmods.dev/skills/ancplua/ancplua-claude-plugins/elegance-pipeline"><img src="https://agentmods.dev/badge/skills/ancplua/ancplua-claude-plugins/elegance-pipeline/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/ancplua/ancplua-claude-plugins/elegance-pipeline"><img src="https://agentmods.dev/badge/skills/ancplua/ancplua-claude-plugins/elegance-pipeline.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 | $0.00075 | $0.00762 |
| Opus 5.5 | $0.00030 | $0.00305 |
| Sonnet 5.5 | $0.00015 | $0.00152 |
| Haiku 4.5 | $0.00007 | $0.00076 |
Grade A, and why
elegance-pipeline 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 — 73 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Elegance Pipeline
Multi-agent code-elegance workflow with persistent state and stage gates.
The orchestrator runs in Python (pipeline.py); the scoring is language-agnostic
over the target repo, anchored by whatever root file fits it — CLAUDE.md,
package.json for a Node.js project, or *.sln for a .NET solution.
Pipeline stages
4 Scouts (parallel, opus) -> 2 Judges (parallel, opus) -> 1 Planner (opus)
-> 1 Verifier (opus) -> 1 Implementer (gated, opus)
State manager
All orchestration goes through the pipeline state manager:
python ${CLAUDE_PLUGIN_ROOT}/elegance_pipeline/pipeline.py [--state-dir <dir>] <command>
Commands: init, status, prompt, submit, signal
Default state lives at .claude/elegance_pipeline/state/ and is shared by default.
If you want one dedicated team per spec, give each run its own --state-dir.
How to orchestrate
- Run
statusto see which slots are ready - For each ready slot, run
prompt --role <role> --slot <slot>to get the task prompt - Spawn the appropriate fully qualified subagent (
elegance-pipeline:elegance-scout,elegance-pipeline:elegance-judge,elegance-pipeline:elegance-planner,elegance-pipeline:elegance-verifier, orelegance-pipeline:elegance-implementer). If your runtime exposes a different fully qualified name, use that exact identifier instead of the bare short name. - After each agent completes, submit its output via the state manager
- Run
statusagain to see what unlocked - Repeat until the pipeline is complete or blocked
Orchestration rules
- Scouts run in parallel (all 4 at once via background agents)
- Judges run in parallel after ALL scouts are submitted
- Planner runs after BOTH judges are submitted
- Verifier runs after the planner is submitted
- Implementer only runs when the implementation signal is READY
- Never bypass stage gates
- If the verifier says no implementation is warranted, stop
Agent model mapping
| Role | Agent | Model | Access |
|---|---|---|---|
| Scout | elegance-pipeline:elegance-scout | opus | read-only |
| Judge | elegance-pipeline:elegance-judge | opus | read-only |
| Planner | elegance-pipeline:elegance-planner | opus | read-only |
| Verifier | elegance-pipeline:elegance-verifier | opus | read-only |
| Implementer | elegance-pipeline:elegance-implementer | opus | full edit |
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 First seen · 73 lines · 75 tokens per session scan A f51cf8687d50
elegance-pipeline is a skill published in the GitHub repository ANcpLua/ancplua-claude-plugins (6 stars, last pushed 2d ago), licensed MIT. It adds 75 tokens to every session and 762 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 2026-10-01.
elegance-pipeline compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| elegance-pipelineANcpLua/ancplua-claude-plugins | Skill | 6 | 2d ago | MIT | A | 75 | Claude Code |
| autoreviewopenclaw/clawhub | Skill | 9.6k | today | MIT | A | 17 | Claude Code, Codex |
| agent-teams-simplify-and-hardenLeoYeAI/openclaw-master-skills | Skill | 2.2k | 5d ago | MIT | A | 115 | Claude Code, Codex |
| revdiff-planumputun/revdiff | Skill | 951 | today | MIT | A | 84 | Claude Code |
| re0-mergeLilMGenius/paperthin | Skill | 1.4k | today | MIT | A | 51 | Claude Code, Codex |
| asplos-writing-stylebrycewang-stanford/Awesome-Journal-Skills | Skill | 1.4k | 1mo ago | MIT | A | 65 | Claude Code |
| ring:mapping-feature-relationshipsLerianStudio/ring | Skill | 218 | 10d ago | Apache-2.0 | A | 104 | Cursor |