Convert uncertain real-world choices into an auditable Bayesian evidence-to-action report with priors, evidence grading, posterior update, action thresholds, sensitivity checks, multi-turn decision…
$ npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install yaojingang/yao-open-skills yao-bayesian-skill --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/yaojingang/yao-open-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/yao-bayesian-skill .claude/skills/yao-bayesian-skill && rm -rf skills-srcUse ~/.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/
Install the "yao-bayesian-skill" agent skill from https://github.com/yaojingang/yao-open-skills/tree/main/skills/yao-bayesian-skill into .claude/skills/yao-bayesian-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yao-bayesian-skill", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/yaojingang/yao-open-skills/tree/main/skills/yao-bayesian-skillType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install yaojingang/yao-open-skills yao-bayesian-skill --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yaojingang/yao-open-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/yao-bayesian-skill .agents/skills/yao-bayesian-skill && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "yao-bayesian-skill" agent skill from https://github.com/yaojingang/yao-open-skills/tree/main/skills/yao-bayesian-skill into .agents/skills/yao-bayesian-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yao-bayesian-skill", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install yaojingang/yao-open-skills yao-bayesian-skill --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yaojingang/yao-open-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/yao-bayesian-skill .cursor/skills/yao-bayesian-skill && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "yao-bayesian-skill" agent skill from https://github.com/yaojingang/yao-open-skills/tree/main/skills/yao-bayesian-skill into .cursor/skills/yao-bayesian-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yao-bayesian-skill", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/yaojingang/yao-open-skills.git --path skills/yao-bayesian-skill--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install yaojingang/yao-open-skills yao-bayesian-skill --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yaojingang/yao-open-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/yao-bayesian-skill .gemini/skills/yao-bayesian-skill && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "yao-bayesian-skill" agent skill from https://github.com/yaojingang/yao-open-skills/tree/main/skills/yao-bayesian-skill into .gemini/skills/yao-bayesian-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yao-bayesian-skill", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install yaojingang/yao-open-skills yao-bayesian-skillInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/yaojingang/yao-open-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/yao-bayesian-skill .github/skills/yao-bayesian-skill && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "yao-bayesian-skill" agent skill from https://github.com/yaojingang/yao-open-skills/tree/main/skills/yao-bayesian-skill into .github/skills/yao-bayesian-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yao-bayesian-skill", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install yaojingang/yao-open-skills yao-bayesian-skill --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yaojingang/yao-open-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/yao-bayesian-skill .opencode/skills/yao-bayesian-skill && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "yao-bayesian-skill" agent skill from https://github.com/yaojingang/yao-open-skills/tree/main/skills/yao-bayesian-skill into .opencode/skills/yao-bayesian-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "yao-bayesian-skill", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
yao-bayesian-skillConvert uncertain real-world choices into an auditable Bayesian evidence-to-action report with priors, evidence grading, posterior update, action thresholds, sensitivity checks, multi-turn decision…
Yao Bayesian Skill is an agent skill from yaojingang/yao-open-skills. Convert uncertain real-world choices into an auditable Bayesian evidence-to-action report with priors, evidence grading, posterior update, action thresholds, sensitivity checks, multi-turn decision logs, and Markdown plus bilingual HTML output. Do not use for Bayes theorem tutoring, homework, generic brainstorming with no report, or final licensed medical, legal, or financial advice.
Its SKILL.md is about 960 tokens, which your agent loads only when the skill is triggered. The skill folder holds 43 other files, including scripts and reference files (for example `agents/interface.yaml`, `evals/semantic_config.json` and `evals/trigger_cases.json`).
It sits in Education, covering Brainstorming, Translation and Tutoring and explanations. The repository describes itself as: OpenYao public skills collection: reusable AI assets for decision-making, business analysis, tutorials, research evidence gathering, and document generation. The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 093996e. It shows what the files ask for, not the result of running them.
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.
Ships 1 file in scripts/, which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Yao Bayesian Skill loads about 956 tokens when it runs, and up to ~5.6k if it reads all its reference files. Until then it costs about 101 tokens; SKILL.md has 377 words of instructions outside code blocks.
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.
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); the scripts in this folder are not scanned.
The full file from yaojingang/yao-open-skills at commit 093996e, republished under its MIT licence (© yaojingang). 377 words, ~956 tokens.
.claude/skills/yao-bayesian-skill/SKILL.md (or your agent's skills folder). This skill also uses 39 other files; get the full folder from GitHub.markdown plus bilingual html reportreferences/intake-contract.md to convert the request into one structured decision brief.references/multi-turn-dialogue-loop.md; start with a weak prior and ask the minimum next questions.references/evidence-prior-playbook.md to grade evidence and choose the lightest valid update path.references/prior-hygiene-checklist.md; show only the 3-5 principles most relevant to this case.scripts/bayesian_decision_report.py for canonical JSON or scripts/generate_report_bundle.py for markdown + html.references/decision-report-contract.md, references/report-export-pipeline.md, and references/sensitivity-and-safety.md.When extending this skill: state assumptions before coding, keep the smallest valid workflow, touch only files required by the request, and define user-visible success checks before editing. Typical checks: incomplete input yields a weak prior plus follow-up questions; each round is logged; the report explains belief changes; HTML/Markdown still render the intended guidance.
Print / Save as PDF.references/intake-contract.md: request-to-brief conversionreferences/multi-turn-dialogue-loop.md: incomplete-input handling and iterative questioningreferences/evidence-prior-playbook.md: evidence tiers, priors, update-path selectionreferences/prior-hygiene-checklist.md: default judgment priors for checking priors, evidence, and action intensityreferences/decision-report-contract.md: required report sections and schema alignmentreferences/report-export-pipeline.md: automatic HTML/Markdown generation and bilingual HTML rulesreferences/sensitivity-and-safety.md: sensitivity analysis and high-risk disclaimersscripts/bayesian_decision_report.py: canonical V0/V1 calculationscripts/generate_report_bundle.py: Chinese-first Markdown plus bilingual HTML© yaojingang, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 39 other files (scripts, references) in skills/yao-bayesian-skill of yaojingang/yao-open-skills.
Open the folder on GitHubat commit 093996e
Yao Bayesian Skill 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Yao Bayesian Skill this skillyaojingang/yao-open-skills | 1.3k | — | ~956 | Automated safety check: Pass | MIT | |
| Macro Idea Generationagentii-ai/agentii-investment-intelligence | 207 | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Gsd Exploreopen-gsd/gsd-core | 10k | 2 repos | ~176 | Automated safety check: Notes | MIT | |
| BrainstormingxenitV1/Antigravity-Workflows | 130 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Knot Theory Educatorcuriositech/some_claude_skills | 244 | — | ~2.6k | Automated safety check: Notes | MIT | |
| Yao Meta Skillyaojingang/yao-meta-skill | 2.7k | — | ~768 | Automated safety check: Pass | MIT |
agentii-ai/agentii-investment-intelligence
Macro-driven trade idea generation, translating macroeconomic views into concrete stock ideas, sector selection from macro regime, international trade ideas via ADRs, cross-border idea sourcing…
open-gsd/gsd-core
Socratic ideation and idea routing — think through ideas before committing to plans
xenitV1/Antigravity-Workflows
Socratic questioning protocol + user communication. An agent skill from xenitV1/Antigravity-Workflows.
curiositech/some_claude_skills
Expert in visualizing and explaining braid theory, knot mathematics, and topological concepts for educational purposes.
yaojingang/yao-meta-skill
Create, improve, or evaluate an existing skill from workflows, prompts, SOPs, scripts.
TheBeardedBearSAS/claude-craft
Brainstorming socratique AVANT de coder - clarifier le problème par questions ciblées plutôt que sauter à la solution.
yaojingang/yao-open-skills
A skill your agent uses when adding or auditing Yao copyright comment headers for an agent skill package, especially SKILL.md, README.md, references, prompts, templates, examples, scripts, YAML, or…
yaojingang/yao-open-skills
A skill your agent uses when a user is stuck in a complex real-world situation with many conflicts, limited resources, unclear priorities, or asks to identify the principal contradiction, secondary…
yaojingang/yao-open-skills
Analyze local Agent Skill folders, SKILL.md files, or safe zip archives as untrusted input; explain purpose, trigger contract, structure, usage readiness, safety risks, evidence-backed 100-point…
yaojingang/yao-open-skills
Generate evidence-aware positioning reports for personal IPs, courses, products, services, brands, or companies by combining positioning theory, course-marketing analysis, user intent, competitor…
yaojingang/yao-open-skills
Design, diagnose, and study business models from ideas, product websites, or company names.
yaojingang/yao-open-skills
Evaluate product demand from product links, product descriptions, PRDs, websites, app-store pages, white papers, sales decks, screenshots, or funding materials using the demand triangle model: lack…
Convert uncertain real-world choices into an auditable Bayesian evidence-to-action report with priors, evidence grading, posterior update, action thresholds, sensitivity checks, multi-turn decision…. Yao Bayesian Skill is an agent skill from yaojingang/yao-open-skills. Convert uncertain real-world choices into an auditable Bayesian evidence-to-action report with priors, evidence grading, posterior update, action thresholds, sensitivity checks, multi-turn decision logs, and Markdown plus bilingual HTML output.
Yao Bayesian Skill fits situations like: bayes theorem tutoring; generic brainstorming with no report; final licensed medical; financial advice.
Run `npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a claude-code`. Or copy the skill folder (skills/yao-bayesian-skill in yaojingang/yao-open-skills) into .claude/skills/yao-bayesian-skill in your project. Claude Code loads it when a task matches its description.
Run `npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a codex`. Or copy the skill folder (skills/yao-bayesian-skill in yaojingang/yao-open-skills) into .agents/skills/yao-bayesian-skill in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add yaojingang/yao-open-skills --skill yao-bayesian-skill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/yao-bayesian-skill, .gemini/skills/yao-bayesian-skill, .github/skills/yao-bayesian-skill and .opencode/skills/yao-bayesian-skill in your project.
SKILL.md names no scripts, command-line tools or credentials: Yao Bayesian Skill is instructions for the agent only.
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.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Yao Bayesian Skill is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 956 tokens (SKILL.md is roughly 3.8k 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 4.7k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Yao Bayesian Skill: Macro Idea Generation (agentii-ai/agentii-investment-intelligence, 207 stars), Gsd Explore (open-gsd/gsd-core, 10k stars), Brainstorming (xenitV1/Antigravity-Workflows, 130 stars) and Knot Theory Educator (curiositech/some_claude_skills, 244 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
yaojingang (a GitHub user) maintains it in yaojingang/yao-open-skills, which has 1,323 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on August 28, 2026.
Source: yaojingang/yao-open-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
