Agent skill

Taixu Pipeline

by fainshare in fainshare/Liam-Skills

Pipeline(串联五转):osborn→hegel→bayes→feynman→debono 自动串联编排器。触发词: 一键五转, 跑五转, taixu-pipeline.

No licenceAuto-check passedAgent Workflows

Install Taixu Pipeline

skills CLI
$ npx skills add fainshare/Liam-Skills --skill taixu-pipeline -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install fainshare/Liam-Skills taixu-pipeline --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/fainshare/Liam-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/taixu-pipeline .claude/skills/taixu-pipeline && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
taixu-pipeline
GitHub stars
113
Token cost
~1.2k tokens
SKILL.md length
323 words
Files
20 (incl. references)
Skills in repo
8
Repo updated
First seen
Licence
None found

At a glance

Pipeline(串联五转):osborn→hegel→bayes→feynman→debono 自动串联编排器。触发词: 一键五转, 跑五转, taixu-pipeline.

  • Works in 6 steps: osborn (skill: osborn) — 发散阶段,产出… → hegel (skill: hegel --standalone) —… → bayes (skill: bayes) — 验证阶段,使用独立 lens 完整能力 → …
  • Tasks that involve Brainstorming
  • SKILL.md covers 使用方式, 前置路由(brainstorm/ce-brainstorm…, 组合概览 and 方法论映射, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Taixu Pipeline is an agent skill from fainshare/Liam-Skills. Pipeline(串联五转):osborn→hegel→bayes→feynman→debono 自动串联编排器。触发词: 一键五转, 跑五转, taixu-pipeline.

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 23 other files, including reference files (for example `evals/blind-review-2026-06-30.md`, `evals/blind-review-prompt.md` and `evals/final-evaluation-report-2026-06-30.md`).

It sits in Agent Workflows, covering Brainstorming.

When your agent uses it

  • Tasks that involve Brainstorming

Example prompts

  • “/taixu-pipeline”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. osborn (skill: osborn) — 发散阶段,产出 idea-pool.md
  2. hegel (skill: hegel --standalone) — 收敛阶段,⚠️ 硬编码传入 --standalone 跳过内嵌验证
  3. bayes (skill: bayes) — 验证阶段,使用独立 lens 完整能力
  4. feynman (skill: feynman) — 审查阶段,使用独立 lens 完整能力
  5. debono (skill — debono) — 归真阶段,on_failure: skip,可选。debono 完成后自动触发五转综合总结,V2.2 强制,写入 docs/reports/{topic-slug}-taixu-summary-{date}.md
  6. 执行契约补齐 + plan 桥接(收尾步骤)— 检查 hegel spec,若走了 specification-bridge是否含"执行契约附录",Constraints/Boundaries/Pause if,见 hegel…

What it can do on your machine

Read from SKILL.md and the folder at commit 931ecc9. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Taixu Pipeline loads about 1.2k tokens when it runs, and up to ~8.1k if it reads all its reference files. Until then it costs about 26 tokens; SKILL.md has 323 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~26
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~8.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 323 words (~1,201 tokens).

name
taixu-pipeline
version
1.4.0
last_updated
2026-07-24
metadata.visibility
public
metadata.risk
medium
metadata.capabilities
filesystem-read, filesystem-write, llm-call
metadata.kind
composed

Read the full SKILL.md on GitHub

Files

SKILL.md and 19 other files (references) in skills/taixu-pipeline of fainshare/Liam-Skills.

  • SKILL.md
  • evals/blind-review-2026-06-30.md
  • evals/blind-review-prompt.md
  • evals/final-evaluation-report-2026-06-30.md
  • evals/regression-corpus-phase1.json
  • evals/regression-corpus-phase2.json
  • evals/results/TC-009_vs_TC-010/claude.json
  • evals/results/TC-009_vs_TC-010/mapping.json
  • evals/results/TC-009_vs_TC-010/qwen.json
  • evals/results/summary-2026-07-03.json
  • evals/results/summary-2026-07-03.md
  • evals/scoring-summary-2026-06-30.md
  • evals/time-baselines.json
  • evals/trigger-blind-test-results.json
  • evals/trigger-blind-test.json
  • references/checkpoint-protocol.md
  • references/eval-rubric-v1.md
  • … and 3 more

Open the folder on GitHubat commit 931ecc9

Compare with similar skills

Taixu Pipeline next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Taixu Pipeline compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Taixu Pipeline this skillfainshare/Liam-Skills113—~1.2kAutomated safety check: PassNone
Brainstormingobra/superpowers297k1 repos~2.5kAutomated safety check: PassMIT
Brainstormingxpinjection/test-driven-spring-boot11253 repos~2.6kAutomated safety check: PassMIT
Yao Meta Skillyaojingang/yao-meta-skill2.7k—~768Automated safety check: PassMIT
Typesafe AIOpenAgentsInc/openagents4559 repos~2.5kAutomated safety check: PassMIT
Trellis StartROYIANS/foliq-print-template-designer1366 repos~646Automated safety check: PassMIT

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More from fainshare/Liam-Skills

All 8 skills in this repo
  • Bayes

    fainshare/Liam-Skills

    Verify(验证·太虚三转·叩实): decompose conclusion → testable predictions → external data validation.

    113 GitHub stars~1.1k tokensUpdated 2 mo ago
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  • Hegel

    fainshare/Liam-Skills

    迭代收敛(太虚二转·澄源):链式分析自动循环至稳定。触发词: 收敛, 黑格尔, hegel. An agent skill from fainshare/Liam-Skills.

    113 GitHub stars~2.7k tokensUpdated 2 mo ago
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  • Feynman

    fainshare/Liam-Skills

    Audit(审查·太虚四转·破妄): six self-deception principles via blind sub-agent.

    113 GitHub stars~818 tokensUpdated 2 mo ago
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  • Osborn

    fainshare/Liam-Skills

    发散思维(太虚一转·散怀):想法量、SCAMPER、Stakeholder轮转。触发词: 发散, 开脑洞, 奥斯本. An agent skill from fainshare/Liam-Skills.

    113 GitHub stars~2.5k tokensUpdated 2 mo ago
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  • Socrates

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    Argument audit (苏格拉底诘问): external claim quality review via fact-check + symmetry + independence.

    113 GitHub stars~2.2k tokensUpdated 2 mo ago
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  • Debono

    fainshare/Liam-Skills

    Recover(归真·太虚五转):被过度批判命题的最强存活论证。触发词:归真, debono, 价值回溯, 被过度批判, 黄帽, 再想想, /debono.

    113 GitHub stars~568 tokensUpdated 2 mo ago
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Categories

Questions about Taixu Pipeline

What does Taixu Pipeline do?

Pipeline(串联五转):osborn→hegel→bayes→feynman→debono 自动串联编排器。触发词: 一键五转, 跑五转, taixu-pipeline. Taixu Pipeline is an agent skill from fainshare/Liam-Skills. Pipeline(串联五转):osborn→hegel→bayes→feynman→debono 自动串联编排器。触发词: 一键五转, 跑五转, taixu-pipeline.

When should I use Taixu Pipeline?

Taixu Pipeline fits situations like: tasks that involve Brainstorming.

How do I install Taixu Pipeline in Claude Code?

Run `npx skills add fainshare/Liam-Skills --skill taixu-pipeline -a claude-code`. Or copy the skill folder (skills/taixu-pipeline in fainshare/Liam-Skills) into .claude/skills/taixu-pipeline in your project. Claude Code loads it when a task matches its description.

How do I install Taixu Pipeline in Codex?

Run `npx skills add fainshare/Liam-Skills --skill taixu-pipeline -a codex`. Or copy the skill folder (skills/taixu-pipeline in fainshare/Liam-Skills) into .agents/skills/taixu-pipeline in your project. Codex loads it when a task matches its description.

Can I use Taixu Pipeline in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add fainshare/Liam-Skills --skill taixu-pipeline -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/taixu-pipeline, .gemini/skills/taixu-pipeline, .github/skills/taixu-pipeline and .opencode/skills/taixu-pipeline in your project.

What does Taixu Pipeline need to run?

SKILL.md names no scripts, command-line tools or credentials: Taixu Pipeline is instructions for the agent only.

Does Taixu Pipeline access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Taixu Pipeline safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Taixu Pipeline use?

No licence was found for Taixu Pipeline or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Taixu Pipeline use?

About 1.2k tokens (SKILL.md is roughly 4.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.9k tokens, read only when the agent opens those files.

What are the alternatives to Taixu Pipeline?

Skills that share tags, products or a category with Taixu Pipeline: Brainstorming (obra/superpowers, 297k stars), Brainstorming (xpinjection/test-driven-spring-boot, 112 stars), Yao Meta Skill (yaojingang/yao-meta-skill, 2.7k stars) and Typesafe AI (OpenAgentsInc/openagents, 455 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Taixu Pipeline?

fainshare (a GitHub user) maintains it in fainshare/Liam-Skills, which has 113 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on August 12, 2026.

Source: fainshare/Liam-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.