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.
npx skills add soupandpsy/amazing-psycoder-skills --skill psy-exp-designergit clone --depth 1 https://github.com/soupandpsy/amazing-psycoder-skillsWrote 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.
[](https://agentmods.dev/skills/soupandpsy/amazing-psycoder-skills/psy-exp-designer)<a href="https://agentmods.dev/skills/soupandpsy/amazing-psycoder-skills/psy-exp-designer"><img src="https://agentmods.dev/badge/skills/soupandpsy/amazing-psycoder-skills/psy-exp-designer/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.
<a href="https://agentmods.dev/skills/soupandpsy/amazing-psycoder-skills/psy-exp-designer"><img src="https://agentmods.dev/badge/skills/soupandpsy/amazing-psycoder-skills/psy-exp-designer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00120 | $0.08679 |
| Opus 5 | $0.00060 | $0.04339 |
| Sonnet 5 | $0.00024 | $0.01736 |
| Haiku 4.5 | $0.00012 | $0.00868 |
Grade B, and why
psy-exp-designer scanned grade B with 1 finding 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 10d ago.
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.
Asks the agent to reveal its instructionsmediumSystem prompt leakage
Directions to print, repeat or translate the system prompt extract configuration the operator did not intend to expose.
- Between-sequence behavior: does the experiment pause, show instructions, or auto-advance? How it starts
The opening of the file, as written. The whole thing — 500 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Psychological Experiment Designer
Version
v1.4.0 — unified evidence-gated contract, 2026-07-23. Sub-skill of amazing-psycoder.
Purpose
Convert psychological experiment ideas into a complete experiment specification (config YAML) through progressive refinement, then route the validated config to psy-exp-coder. Do not generate implementation code in this skill.
Design Philosophy
Let the user own design decisions while the system enforces explicit semantics, progressive confirmation, traceable assumptions, and a complete config before code generation. Paradigm references suggest questions; they do not own the design.
Paradigm References Are Non-Authoritative
paradigm and paradigm_family classify a design and may select an optional
knowledge reference. They never select executable logic or initialize hidden
experiment fields. The user's confirmed windows, condition
model, correctness rules, randomization constraints, feedback, and data schema
are authoritative.
Do not collapse variants into a family implementation. Classic color-word, semantic, emotional, bilingual, and numerical Stroop may require different stimulus schemas, factors, derived variables, correctness rules, and analysis interpretations. If no exact reference exists, continue as a custom design and derive every semantic rule from the user-confirmed config.
When Not to Use
Route implementation/debugging to psy-exp-coder, readiness audits to psy-exp-reviewer, and answer quick platform API questions directly.
Core Model
Model every experiment as Experiment → Sequence → Window → Data. Require one trial-summary row per trial; add a linked event-level table when a trial has repeated responses, trajectories, adaptive steps, drag events, or other one-to-many observations. Never force repeated events into a single lossy cell.
Red Lines
Hard prohibitions. These must never be violated — no exceptions, no "just this once."
| # | Rule | Applies to | Why |
|---|---|---|---|
| 1 | No code generation before trial window timeline is complete | All platforms | Code written without a validated window sequence will have structural errors that are expensive to fix |
| 2 | No assumed response mapping | All platforms | Which key means what answer must be confirmed with the user. Guessing invalidates accuracy data |
| 3 | No blocking sleep in timing-critical or interactive windows | PsychoPy, jsPsych | Blocking waits make timing and abort handling unreliable. Use frame/timeline scheduling; never use a setup wait as an RT source |
| 4 | No event.getKeys(maxWait=...) |
PsychoPy | Blocks the event loop. Use keyboard.Keyboard with win.callOnFlip(kb.clock.reset) |
| 5 | No data saved only at end of experiment | All platforms | Crash = all data lost. Save incrementally per trial or per sequence with try/finally |
| 6 | No silent filling of [MISSING] values |
All platforms | Every [MISSING] must be resolved by asking the user or offering an explicitly-flagged default |
| 7 | Font-sensitive/CJK text needs an explicit font strategy | All platforms | Record a suitable family/path/fallback for the target runtime and verify glyphs and layout visually; browser fallback stacks are acceptable when tested |
| 8 | No skipping relevant design decisions | All platforms | Exact paradigm references may suggest questions, but only the actual experiment specification determines what must be confirmed |
| 9 | No rt_onset omitted on response windows |
All platforms | Incorrect or missing RT onset invalidates all reaction time data. The coder will refuse to generate if absent |
| 10 | No code delivery without reviewer pass | All platforms | All generated code must pass through psy-exp-reviewer before data collection. Programming → Coder → Reviewer is a mandatory chain |
What ships with it
52 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.
- agents/openai.yaml 224 B
- paradigms/antisaccade.md 16 KB
- paradigms/attention-network-task.md 14 KB
- paradigms/bart.md 13 KB
- paradigms/bilingual-stroop.md 14 KB
- paradigms/change-detection.md 13 KB
- paradigms/children-flanker-task.md 13 KB
- paradigms/choice-reaction-time.md 13 KB
- paradigms/climate-reflection-task.md 16 KB
- paradigms/continuous-performance-test.md 12 KB
- paradigms/corsi-blocks.md 13 KB
- paradigms/cyberball.md 17 KB
- paradigms/delay-discounting.md 15 KB
- paradigms/dot-probe.md 11 KB
- paradigms/drag-and-drop.md 11 KB
- paradigms/east.md 14 KB
- paradigms/eriksen-flanker.md 9.0 KB
- paradigms/go-nogo.md 9.1 KB
- paradigms/iat.md 12 KB
- paradigms/mental-rotation.md 13 KB
- paradigms/multisensory-nature.md 13 KB
- paradigms/n-back.md 12 KB
- paradigms/navon.md 10.0 KB
- paradigms/numerical-stroop.md 16 KB
- paradigms/phone-a-friend.md 15 KB
- paradigms/posner-cuing.md 14 KB
- paradigms/priming.md 9.2 KB
- paradigms/psychophysics-staircase.md 19 KB
- paradigms/rating-to-choice.md 16 KB
- paradigms/rating.md 8.5 KB
- paradigms/simon.md 9.7 KB
- paradigms/sternberg.md 13 KB
- paradigms/stop-signal.md 9.6 KB
- paradigms/stroop.md 12 KB
- paradigms/task-switching.md 11 KB
- paradigms/ultimatum-game.md 13 KB
- paradigms/visual-search.md 9.6 KB
- paradigms/wisconsin-card-sorting.md 13 KB
- paradigms/writing-distraction.md 14 KB
- README.md 3.5 KB
- references/canvas-presentation.md 3.6 KB
- references/condition-file-generation.md 8.2 KB
- references/condition-file.md 3.8 KB
- references/config-schema.md 18 KB
- references/data-recording.md 4.0 KB
- references/example-walkthrough.md 6.6 KB
- references/missing-information.md 3.7 KB
- references/randomization.md 2.4 KB
- references/skill-writing-standard.md 6.6 KB
- references/spec-template.md 4.2 KB
- references/supplementary-patterns.md 2.3 KB
- references/timing.md 3.8 KB
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.
- 10d ago First seen · 500 lines · 120 tokens per session scan B 571a7a7421ba
psy-exp-designer is a skill published in the GitHub repository soupandpsy/amazing-psycoder-skills (33 stars, last pushed 26d ago), licensed MIT. It adds 120 tokens to every session and 8,679 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it B with 1 finding (asks the agent to reveal its instructions). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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