apply-stage-gate

apply-stage-gate is a skill for Claude Code, Codex from yogsoth-ai/de-anthropocentric-research-engine. It costs 32 tokens per session (421 once invoked), scanned A, original, Apache-2.0.

A decision-gate method that compares a candidate or work package with explicit evidence requirements. It returns outcomes such as GO, HOLD, RECYCLE, or KILL, with a next action.

In plain words
What is it for?
Use it to review proposals, experiments, product ideas, or other work packages against defined criteria and evidence.
Why use it?
It makes progress decisions traceable and separates failed requirements from requirements that are simply not yet supported by evidence.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to review proposals, experiments, product ideas, or other work packages against defined criteria and evidence.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/yogsoth-ai/de-anthropocentric-research-engine/apply-stage-gate
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 yogsoth-ai/de-anthropocentric-research-engine --skill apply-stage-gate
Clone the repo
git clone --depth 1 https://github.com/yogsoth-ai/de-anthropocentric-research-engine

Made for: Claude Code, 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.

agentmods badge for apply-stage-gate

README.md
[![agentmods](https://agentmods.dev/badge/skills/yogsoth-ai/de-anthropocentric-research-engine/apply-stage-gate/github.svg)](https://agentmods.dev/skills/yogsoth-ai/de-anthropocentric-research-engine/apply-stage-gate)
Your own site
<a href="https://agentmods.dev/skills/yogsoth-ai/de-anthropocentric-research-engine/apply-stage-gate"><img src="https://agentmods.dev/badge/skills/yogsoth-ai/de-anthropocentric-research-engine/apply-stage-gate/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 apply-stage-gate

Your own site · 80×15
<a href="https://agentmods.dev/skills/yogsoth-ai/de-anthropocentric-research-engine/apply-stage-gate"><img src="https://agentmods.dev/badge/skills/yogsoth-ai/de-anthropocentric-research-engine/apply-stage-gate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 421 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 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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.00421
Opus 5.5 $0.00013 $0.00168
Sonnet 5.5 $0.00006 $0.00084
Haiku 4.5 $0.00003 $0.00042

Measured 22d ago against content hash b472feca6ce7, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

apply-stage-gate 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 22d 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.

skills/apply-stage-gate/SKILL.md · 32 lines

What it actually says

apply-stage-gate

Purpose

Apply explicit GO / HOLD / RECYCLE / KILL gates to a candidate or work package, tying each outcome to evidence thresholds and a next action.

Input contract

required: [candidate_record, gate_criteria, evidence_register]
optional: [prior_gate_decision, remediation_options]
constraints: [each criterion has an observable status; gate outcome and next action are explicit]

Procedure

  1. Normalize the candidate, gate criteria, evidence, and unresolved assumptions into a gate table.
  2. Evaluate every criterion as met, unmet, or unknown, preserving the cited evidence and threshold direction.
  3. Apply precedence: KILL for disqualifying hard failure, RECYCLE for repairable failure, HOLD for insufficient evidence, otherwise GO.
  4. Emit the gate decision, failed criteria, evidence gaps, and the smallest justified next action.

Output contract

produces: [gate_table, gate_decision, failed_criteria, next_action]
delta_fields: [findings, evidence_updates, uncertainties, decisions, recommended_jumps]

Quality gates

  • A-class gate: declared universe = all candidate criteria and evidence items; numerator = criteria with explicit status and source; batch increment = one evaluated criterion; stopping reason = every criterion resolved or a hard failure terminates the gate; source references = criterion/evidence IDs; direction/threshold reason = GO requires all hard criteria met, while HOLD/RECYCLE/KILL follows the declared precedence.
  • No GO is emitted while any hard criterion is unknown.

Failure and counterexamples

Do not turn an absent measurement into a pass. A repairable shortfall is RECYCLE only when a concrete remediation and re-gate condition are recorded.

Provenance map

  • concept: convergence/feasibility-assessment/stage-gate [strategy/tactic]
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. 22d ago First seen · 32 lines · 32 tokens per session scan A b472feca6ce7

Subscribe to this mod's changes

apply-stage-gate is a skill published in the GitHub repository yogsoth-ai/de-anthropocentric-research-engine (503 stars, last pushed 17d ago), licensed Apache-2.0. It adds 32 tokens to every session and 421 once invoked, about $0.0001 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 2026-09-24.

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