What is amazing-psycoder?

A coordinator for Amazing PsyCoder, a system that turns psychology experiments or experimental data into reviewed code and analysis materials. It sends each request through design, coding, and review stages when the available input requires them.

Use it to route requests for designing or coding psychological experiments, analyzing experimental data in R or Python, or reviewing existing experiment or analysis code.

It prevents incomplete requests from skipping necessary planning or review, and limits conclusions to the evidence that was actually checked.

amazing-psycoder — Skill for Codex by soupandpsy

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 soupandpsy/amazing-psycoder-skills --skill amazing-psycoder

Clone the repo

git clone --depth 1 https://github.com/soupandpsy/amazing-psycoder-skills

Made for: Codex.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/soupandpsy/amazing-psycoder-skills/amazing-psycoder/github.svg)](https://agentmods.dev/skills/soupandpsy/amazing-psycoder-skills/amazing-psycoder)

Your own site

<a href="https://agentmods.dev/skills/soupandpsy/amazing-psycoder-skills/amazing-psycoder"><img src="https://agentmods.dev/badge/skills/soupandpsy/amazing-psycoder-skills/amazing-psycoder/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/soupandpsy/amazing-psycoder-skills/amazing-psycoder"><img src="https://agentmods.dev/badge/skills/soupandpsy/amazing-psycoder-skills/amazing-psycoder.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 110 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 7,187 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. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original 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.

Model	Per session	Once invoked
Fable 5.1	$0.00110	$0.07187
Opus 5	$0.00055	$0.03594
Sonnet 5	$0.00022	$0.01437
Haiku 4.5	$0.00011	$0.00719

Measured 9d ago against content hash ede53e189e96, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

amazing-psycoder 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 9d ago.

The scan reads SKILL.md. This mod also ships 3 executable files (install.sh, psy-ana-coder/python/demo/stroop_lmer.py, psy-ana-coder/python/demo/stroop_ttest.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.

amazing-psycoder/SKILL.md · 510 lines

How it starts

The opening of the file, as written. The whole thing — 510 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Amazing PsyCoder — System Orchestrator

Version

v1.4.0 — unified standalone and PsyCoder Studio contract, 2026-07-23; direct ExperimentModel@4 and Generation Envelope 4.0 amendment, 2026-08-15. Supports scoped model transactions, bounded AI runtime repair, independent review, and evidence-derived readiness without conflating deployment capability boundaries.

Purpose

This is the entry point for the Amazing PsyCoder system. It routes work into two sequential pipelines that convert psychological experiments from idea to audited code candidates, and experimental data from raw files to audited analysis artifacts whose readiness is limited by the evidence actually reviewed:

Experiment Pipeline: psy-exp-designer (5-phase design) → psy-exp-coder (code generation) → psy-exp-reviewer (audit)
Analysis Pipeline: psy-ana-designer (5-phase progressive) → psy-ana-coder (R/Python code) → psy-ana-reviewer (audit)

This skill does NOT generate code itself. For end-to-end generation, it enforces design → code → review. For an existing artifact, it starts at the highest stage supported by the input: a complete config may go to Coder, and existing code may go directly to Reviewer.

Platforms: Claude Code / Codex / Hermes / OpenClaw — follows the agentskills.io open standard. See PLATFORMS.md for platform-specific installation and tool mapping.

Execution Profiles

Use standalone unless the caller supplies a validated PsyCoder Studio Generation Envelope 4.0 containing a frozen [email protected], canonical modelHash, exact asset manifest, and assetSetHash.

Standalone Agent Skills host: load STANDALONE.md. This profile covers Claude Code, Codex, Hermes, OpenClaw, or another compatible host. Persist YAML/config/code/review artifacts in the user's workspace and adapt actions to the host's available tools. Studio service dependencies and Studio capability flags do not apply.
PsyCoder Studio: load PSYCODER_STUDIO.md and the machine-readable files under runtime/. Those files are authoritative for website routing, schemas, generation availability, and package shape.

Read the full file on GitHub · 510 lines

Files

What ships with it

60 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.

9d ago First seen · 510 lines · 110 tokens per session scan A ede53e189e96

Subscribe to this mod's changes

amazing-psycoder is a skill published in the GitHub repository soupandpsy/amazing-psycoder-skills (33 stars, last pushed 24d ago), licensed MIT. It adds 110 tokens to every session and 7,187 once invoked, about $0.0006 per session on Opus 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 2026-08-30.

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