Loushang is an AI work system for carrying complex tasks from an initial intention through execution and verified delivery, with a coding-focused CLI and terminal workbench. It is for software developers who need routed models, persistent sessions, governed tools, and traceable workflows. Catalogue add-ons support its coding workflow.
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 zhnt/loushang --skill goal-calculator-repairgit clone --depth 1 https://github.com/zhnt/loushangWrote 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/zhnt/loushang/goal-calculator-repair)<a href="https://agentmods.dev/skills/zhnt/loushang/goal-calculator-repair"><img src="https://agentmods.dev/badge/skills/zhnt/loushang/goal-calculator-repair/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/zhnt/loushang/goal-calculator-repair"><img src="https://agentmods.dev/badge/skills/zhnt/loushang/goal-calculator-repair.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 | $0.00016 | $0.00233 |
| Opus 5.5 | $0.00006 | $0.00093 |
| Sonnet 5.5 | $0.00003 | $0.00047 |
| Haiku 4.5 | $0.00002 | $0.00023 |
Grade A, and why
goal-calculator-repair 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.
What it actually says
Use the current requirement revision and the most recent actual validation failure supplied in this Work batch. Do not infer success from an older report. Read the project files with the existing Coding file tools. Do not invoke a second executor, modify tests or Method, or claim that your reply completes the Goal. Preserve both fixed function signatures and use only the admitted syntax.
The Product performs independent validation after this repair Work. Describe what changed and any unresolved requirement; if the evidence or permitted capabilities are insufficient, report that instead of changing the contract.
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.
- today First seen · 28 lines · 16 tokens per session scan A 2471279d8052
goal-calculator-repair is a skill published in the GitHub repository zhnt/loushang (1,905 stars, last pushed yesterday), licensed Apache-2.0. It adds 16 tokens to every session and 233 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 2026-10-29.
Other skills, from other repositories
playwright-interactive
Persistent browser and Electron interaction through jsrepl for fast iterative UI debugging.
special-cute-coder-wife
A coding assistant with a warm, encouraging companion style. It is designed to read errors and logs, look for overlooked details, and guide debugging step by step.
fixing
Diagnose why a PR's CI failed — compare the CI definition against the sandbox, classify the failure, and make the minimal repair. Use when a PR is red and you must work out why before changing anything.
lastlight-debug
Debug a running Last Light instance over its admin API with the lastlight CLI — no SSH. Use when the user wants to "look at / debug a failed or stuck workflow", "why didn't the bot do X", "check a bad agent run / phase error on ", "tail a session", "search the logs", "read the server/docker logs", "list/trigger a…
debug-production
Debug a running Last Light instance (usually production) via the lastlight CLI instead of SSH. Use when investigating a failed/stuck workflow, a bad agent run, a phase error, or "why didn't the bot do X" — anything that previously meant SSHing in to read SQLite or session logs.
shaman-linus
A coding and debugging method based on five stages: read the code, think through the problem, write code, test it, and publish the result.