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 tzachbon/smart-ralph --skill ralph-specumgit clone --depth 1 https://github.com/tzachbon/smart-ralphWrote 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/tzachbon/smart-ralph/ralph-specum)<a href="https://agentmods.dev/skills/tzachbon/smart-ralph/ralph-specum"><img src="https://agentmods.dev/badge/skills/tzachbon/smart-ralph/ralph-specum/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/tzachbon/smart-ralph/ralph-specum"><img src="https://agentmods.dev/badge/skills/tzachbon/smart-ralph/ralph-specum.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Agent Snooping · line 21 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 | $0.00040 | $0.02135 |
| Opus 5 | $0.00020 | $0.01068 |
| Sonnet 5 | $0.00008 | $0.00427 |
| Haiku 4.5 | $0.00004 | $0.00214 |
Grade A, and why
ralph-specum scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 130 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Ralph Specum
Use this as the primary Codex surface for Ralph Specum. It carries the full reusable workflow and can handle the entire command surface directly when helper skills are not installed.
Derive RALPH_CODEX_PLUGIN_ROOT from this loaded skill: take the directory containing SKILL.md, then its parent skills directory, then the next parent. Never derive the plugin root from the project working directory.
Read These References
"$RALPH_CODEX_PLUGIN_ROOT/references/workflow.md"for the phase flow, branch and worktree behavior, quick mode, and command routing"$RALPH_CODEX_PLUGIN_ROOT/references/state-contract.md"for.ralph-state.json,.progress.md, commit rules, and resume semantics"$RALPH_CODEX_PLUGIN_ROOT/references/path-resolution.md"forspecs_dirs,.current-spec, ambiguity handling, and default directory behavior"$RALPH_CODEX_PLUGIN_ROOT/references/parity-matrix.md"for Claude-to-Codex feature translation and command mapping"$RALPH_CODEX_PLUGIN_ROOT/references/prototype-coordinator.md"for direct, suggested, resume, quick, cancel, and prototype handoff behavior"$RALPH_CODEX_PLUGIN_ROOT/skills/interview-framework-codex/SKILL.md"and its required algorithm and domain-modeling references for every normal-mode phase interview
Use These Helpers
"$RALPH_CODEX_PLUGIN_ROOT/scripts/resolve_spec_paths.py"for spec roots, current spec, and unique or ambiguous name resolution"$RALPH_CODEX_PLUGIN_ROOT/scripts/merge_state.py"for safe top-level state merges"$RALPH_CODEX_PLUGIN_ROOT/scripts/count_tasks.py"for task counts and next incomplete task"$RALPH_CODEX_PLUGIN_ROOT/scripts/phase_gate.py"for mode, skill-load, interview, parent-delegation, and artifact-write gates"$RALPH_CODEX_PLUGIN_ROOT/scripts/locked_state.py"for locked state andactivePrototypesmutations"$RALPH_CODEX_PLUGIN_ROOT/scripts/prototype_records.py"for reviewed immutable prototype records and downstream selection"$RALPH_CODEX_PLUGIN_ROOT/scripts/prototype_harness.py"for bounded builder control outcomes and retry metadata"$RALPH_CODEX_PLUGIN_ROOT/templates/"for the canonical Ralph markdown file shapes"$RALPH_CODEX_PLUGIN_ROOT/assets/bootstrap/"when the user wants optional project-local Codex guidance
What ships with it
1 file 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.
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.
- 5d ago Changed b67871e91405
- 9d ago First seen · 130 lines · 40 tokens per session scan A aca0c2b81bf1
ralph-specum is a skill published in the GitHub repository tzachbon/smart-ralph (537 stars, last pushed 6d ago), licensed MIT. It adds 40 tokens to every session and 2,135 once invoked, about $0.0002 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.
Other skills, from other repositories
remember
Review reusable project knowledge and decide what belongs in project memory, notepad, or durable docs.
docx-comment-reply
Reply to comments (批注) in Word .docx/.doc files: extract comment context, draft replies, write threaded replies back, and validate OOXML.
explaining-machine-learning-models
Explain trained machine learning models through feature attribution, local explanations, and behavior summaries. Use as an explicit/manual helper once a model already exists, not for training ownership, leakage auditing, or general ML strategy selection.
config-validator
Validate AIWG configuration files and project setup for correctness and completeness.
aiwg-regenerate-copilot
Regenerate copilot-instructions.md for GitHub Copilot with vendor-specific content only.
steward-prep-delivery
Steward-assisted prep for filing issues and PRs — environment capture, template selection, duplicate detection, delivery-policy compliance check.