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pymc

pymc is a skill for Claude Code from KalarisLabs/research-agent-skills. It costs 153 tokens per session (3,261 once invoked), scanned A, original, no licence file.

Builds, fits, checks, and compares Bayesian models in Python with PyMC and ArviZ. Covers hierarchical (multilevel) models, NUTS MCMC sampling, variational inference (ADVI), prior and posterior predictive checks, convergence diagnostics (R-hat, ESS, divergences), and LOO/WAIC model comparison. Use when writing a PyMC…

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

not rated 105repo today A scan 153 tokens custom licence
Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/kalarislabs/research-agent-skills/pymc
View source ↗ KalarisLabs/research-agent-skills docs.kalarislabs.com
Install

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.

Any agent
npx skills add KalarisLabs/research-agent-skills --skill pymc
Clone the repo
git clone --depth 1 https://github.com/KalarisLabs/research-agent-skills

Made for: Claude Code.

Wrote 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.

agentmods badge for pymc

README.md
[![agentmods](https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/pymc/github.svg)](https://agentmods.dev/skills/kalarislabs/research-agent-skills/pymc)
Your own site
<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/pymc"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/pymc/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.

agentmods 80×15 button for pymc

Your own site · 80×15
<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/pymc"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/pymc.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 153 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,261 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00153 $0.03261
Opus 5.5 $0.00061 $0.01304
Sonnet 5.5 $0.00031 $0.00652
Haiku 4.5 $0.00015 $0.00326

Measured today against content hash cfb35701b0a0, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

pymc 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.

The scan reads SKILL.md. This mod also ships 4 executable files (assets/hierarchical_model_template.py, assets/linear_regression_template.py, scripts/model_comparison.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/pymc/SKILL.md · 339 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

9 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. today First seen · 339 lines · 153 tokens per session scan A cfb35701b0a0

Subscribe to this mod's changes

pymc is a skill published in the GitHub repository KalarisLabs/research-agent-skills (105 stars, last pushed today), with no licence file. It adds 153 tokens to every session and 3,261 once invoked, about $0.0006 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 2026-11-07.

Data and AIDebuggingWriting and docsacademic-researchacademic-writingagent-skillsai-agentsbioinformaticscitation-verification
Related

pymc compared with skills from other repositories

pymc next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
pymcKalarisLabs/research-agent-skillsSkill105todaynoneA153Claude Code
research-managerpoemswe/co-researcherSkill1354d agoMITA21Claude Code
alterlab-pyhealthAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA132Claude Code
alterlab-timesfmAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA150Claude Code
alterlab-esmAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA101Claude Code
alterlab-deepchemAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA127Claude Code
alterlab-pufferlibAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA127Claude Code