Agent skill

Pymc Bayesian Modeling

by foryourhealth111-pixel in foryourhealth111-pixel/Vibe-Skills

Compatibility alias for the descriptive PyMC skill name. An agent skill from foryourhealth111-pixel/Vibe-Skills.

Apache-2.0Auto-check passedDevelopment

Install Pymc Bayesian Modeling

skills CLI
$ npx skills add foryourhealth111-pixel/Vibe-Skills --skill pymc-bayesian-modeling -a claude-code

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

GitHub CLI
$ gh skill install foryourhealth111-pixel/Vibe-Skills pymc-bayesian-modeling --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/foryourhealth111-pixel/Vibe-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/bundled/skills/pymc-bayesian-modeling .claude/skills/pymc-bayesian-modeling && 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
pymc-bayesian-modeling
GitHub stars
3.6k
Token cost
~277 tokens
SKILL.md length
109 words
Files
1
Skills in repo
81
Repo updated
First seen
Licence
Apache-2.0

At a glance

Compatibility alias for the descriptive PyMC skill name. An agent skill from foryourhealth111-pixel/Vibe-Skills.

  • Works in 3 steps: Use the canonical local pymc skill… → Reuse its assets, references, and scripts → Keep this alias thin and free of its own…
  • Development work in your project
  • SKILL.md covers Purpose, Resolution Order and Minimal Workflow
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Pymc Bayesian Modeling is an agent skill from foryourhealth111-pixel/Vibe-Skills. Compatibility alias for the descriptive PyMC skill name. Delegate to the canonical local pymc payload while preserving route and README compatibility.

Its SKILL.md is about 280 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Development. It works with PyMC. The repository describes itself as: Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE. The licence is Apache-2.0.

When your agent uses it

  • Development work in your project

Example prompts

  • “/pymc-bayesian-modeling”

Workflow steps

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

  1. Use the canonical local pymc skill payload first.
  2. Reuse its assets, references, and scripts
  3. Keep this alias thin and free of its own duplicated heavy payload.

What it can do on your machine

Read from SKILL.md and the folder at commit ddcaa2a. 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.

    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

Pymc Bayesian Modeling loads about 277 tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 109 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~44
When it runs · the whole SKILL.md, loaded when a task matches
~277

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

The full file from foryourhealth111-pixel/Vibe-Skills at commit ddcaa2a, republished under its Apache-2.0 licence (© foryourhealth111-pixel). 109 words, ~277 tokens.

Download SKILL.mdSave it as .claude/skills/pymc-bayesian-modeling/SKILL.md (or your agent's skills folder).
name
pymc-bayesian-modeling
description
Compatibility alias for the descriptive PyMC skill name. Delegate to the canonical local `pymc` payload while preserving route and README compatibility.

pymc-bayesian-modeling (Compatibility Alias)

Purpose

Provide a stable descriptive alias for Bayesian modeling workflows that are canonically maintained under the sibling pymc skill directory.

This preserves:

  • README-facing descriptive naming
  • existing skills-lock and catalog entries
  • route compatibility for callers that still ask for pymc-bayesian-modeling

Resolution Order

  1. Use the canonical local pymc skill payload first.
  2. Reuse its assets, references, and scripts:
    • ../pymc/SKILL.md
    • ../pymc/assets/**
    • ../pymc/references/**
    • ../pymc/scripts/**
  3. Keep this alias thin and free of its own duplicated heavy payload.

Minimal Workflow

  1. Read ../pymc/SKILL.md for the full PyMC workflow.
  2. Use the canonical templates and diagnostic scripts from ../pymc/.
  3. Report results under the requested alias name only for user-facing continuity.

© foryourhealth111-pixel, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in bundled/skills/pymc-bayesian-modeling of foryourhealth111-pixel/Vibe-Skills.

Open the folder on GitHubat commit ddcaa2a

Compare with similar skills

Pymc Bayesian Modeling 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.

Pymc Bayesian Modeling compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Pymc Bayesian Modeling this skillforyourhealth111-pixel/Vibe-Skills3.6k—~277Automated safety check: PassApache-2.0
PR To Greenpymc-labs/CausalPy1.2k—~1.7kAutomated safety check: PassApache-2.0
Vercel Composition Patternssupabase/supabase111k58 repos~726Automated safety check: PassMIT
Finishing a Development Branchobra/superpowers297k5 repos~1.9kAutomated safety check: PassMIT
Typescript Advanced Typesrolling-scopes/rsschool-app10k25 repos~4.2kAutomated safety check: PassMPL-2.0
PR Babysitteropeninterpreter/openinterpreter69k3 repos~4.2kAutomated safety check: PassApache-2.0

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Works with

Categories

Questions about Pymc Bayesian Modeling

What does Pymc Bayesian Modeling do?

Compatibility alias for the descriptive PyMC skill name. An agent skill from foryourhealth111-pixel/Vibe-Skills. Pymc Bayesian Modeling is an agent skill from foryourhealth111-pixel/Vibe-Skills. Compatibility alias for the descriptive PyMC skill name.

When should I use Pymc Bayesian Modeling?

Pymc Bayesian Modeling fits situations like: development work in your project.

How do I install Pymc Bayesian Modeling in Claude Code?

Run `npx skills add foryourhealth111-pixel/Vibe-Skills --skill pymc-bayesian-modeling -a claude-code`. Or copy the skill folder (bundled/skills/pymc-bayesian-modeling in foryourhealth111-pixel/Vibe-Skills) into .claude/skills/pymc-bayesian-modeling in your project. Claude Code loads it when a task matches its description.

How do I install Pymc Bayesian Modeling in Codex?

Run `npx skills add foryourhealth111-pixel/Vibe-Skills --skill pymc-bayesian-modeling -a codex`. Or copy the skill folder (bundled/skills/pymc-bayesian-modeling in foryourhealth111-pixel/Vibe-Skills) into .agents/skills/pymc-bayesian-modeling in your project. Codex loads it when a task matches its description.

Can I use Pymc Bayesian Modeling 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 foryourhealth111-pixel/Vibe-Skills --skill pymc-bayesian-modeling -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pymc-bayesian-modeling, .gemini/skills/pymc-bayesian-modeling, .github/skills/pymc-bayesian-modeling and .opencode/skills/pymc-bayesian-modeling in your project.

What does Pymc Bayesian Modeling need to run?

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

Does Pymc Bayesian Modeling 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 Pymc Bayesian Modeling 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 Pymc Bayesian Modeling use?

Pymc Bayesian Modeling is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Pymc Bayesian Modeling use?

About 277 tokens (SKILL.md is roughly 1.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Pymc Bayesian Modeling?

Skills that share tags, products or a category with Pymc Bayesian Modeling: PR To Green (pymc-labs/CausalPy, 1.2k stars), Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 297k stars) and Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pymc Bayesian Modeling?

foryourhealth111-pixel (a GitHub user) maintains it in foryourhealth111-pixel/Vibe-Skills, which has 3,627 GitHub stars. The repository holds 81 skills in this directory. The repository was last updated on August 31, 2026.

Source: foryourhealth111-pixel/Vibe-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.