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 agentmods add skills/wiggumdev/ralph/ralph-tasksnpx skills add wiggumdev/ralph --skill ralph-tasksgit clone --depth 1 https://github.com/wiggumdev/ralphWhat 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 | $0.00071 | $0.01408 |
| Opus 5 | $0.00036 | $0.00704 |
| Sonnet 5 | $0.00014 | $0.00282 |
| Haiku 4.5 | $0.00007 | $0.00141 |
Grade A, and why
ralph-tasks 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 2d 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.
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.
How it starts
The opening of the file, as written. The whole thing — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Ralph PRD Converter
Converts existing PRDs to the prd.json format that Ralph uses for autonomous execution.
The Job
Goal: Generate a prd.json files where each item is small and specific.
CRITICAL: This is one of the most important phases. DO NOT SKIP.
Important: Acceptance criteria must be verifiable, not vague. "Works correctly" is bad. "Button shows confirmation dialog before deleting" is good. For any story with UI changes: Always include "Verify in browser using dev-browser skill" as acceptance criteria. This ensures visual verification of frontend work. For any story that includes domain logic: Always include "Verify with unit tests" as acceptance criteria.
Tracer Bullets
When building features, build a tiny, end-to-end slice of the feature first, seek feedback, then expand out from there.
Tracer bullets comes from the Pragmatic Programmer. When building systems, you want to write code that gets you feedback as quickly as possible. Tracer bullets are small slices of functionality that go through all layers of the system, allowing you to test and validate your approach early. This helps in identifying potential issues and ensures that the overall architecture is sound before investing significant time in development.
Output Format
Generate the PRD json based on the following json schema:
{
"$schema": "http://json-schema.org/draft-07/schema#",
"type": "array",
"minItems": 1,
"description": "Product Requirements Document: an array of features to be implemented by an LLM agent.",
"items": {
"type": "object",
"required": ["category", "title", "description", "passes", "acceptance"],
"properties": {
"id": {
"type": "string",
"minLength": 1,
"pattern": "^[a-z0-9-]+$",
"description": "Unique identifier for cross-referencing (e.g., 'user-auth', 'api-rate-limiting'). Use lowercase with hyphens."
},
"category": {
"type": "string",
"minLength": 1,
"description": "Feature category for grouping (e.g., 'Authentication', 'API', 'UI', 'Testing'). Helps locate related code."
},
"title": {
"type": "string",
"minLength": 1,
"description": "Concise feature title (e.g., 'User Login', 'Rate Limiting Middleware'). Used in progress reports."
},
"description": {
"type": "string",
"minLength": 1,
"description": "Detailed feature description explaining the expected behavior, user value, and any important context."
"example": "User can log in with valid credentials"
},
"passes": {
"type": "boolean",
"description": "Completion status. Set to true only after implementation passes all acceptance criteria and tests."
},
"acceptance": {
"type": "array",
"minItems": 1,
"description": "Acceptance criteria list. Each item should be independently verifiable. Write as assertions (e.g., 'Login form validates email format'). Describe creating tests or verifying in browser using dev-browser skill",
"example": [
"Login form validates email format",
"Login form validates password length"
],
"items": {
"type": "string",
"minLength": 1,
"description": "A specific, testable criterion for feature completion"
}
},
"priority": {
"type": "string",
"enum": ["critical", "high", "medium", "low"],
"description": "Feature priority for ordering work. Defaults to 'medium' if not specified."
},
"dependencies": {
"type": "array",
"description": "Array of feature IDs that must pass before this feature can be started. Prevents working out of order.",
"items": {
"type": "string",
"minLength": 1
}
},
"technicalNotes": {
"type": "string",
"description": "Implementation hints: patterns to follow, libraries to use, constraints to respect (e.g., 'Use existing AuthService', 'Must support IE11')."
},
"testStrategy": {
"type": "string",
"description": "Testing guidance: test types needed (unit/integration/e2e), what to mock, edge cases to cover."
},
"outOfScope": {
"type": "array",
"description": "Explicit exclusions to prevent over-engineering (e.g., 'No OAuth support yet', 'Skip mobile responsive').",
"items": {
"type": "string",
"minLength": 1
}
}
},
"additionalProperties": false
}
}
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.
- 2d ago First seen · 154 lines · 71 tokens per session scan A ecf983a35095
ralph-tasks is a skill published in the GitHub repository wiggumdev/ralph (19 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 71 tokens to every session and 1,408 once invoked, about $0.0004 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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