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Skill

/identify-bottleneck

Identify the limiting dimension or dependency currently constraining progress.

From plugin
de-anthropocentric-research-engine
499200 skills
Install
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/identify-bottleneck

Context preview

The summary Claude sees to decide when to auto-load this skill.

Identify the limiting dimension or dependency currently constraining progress.

SKILL.md

identify-bottleneck.SKILL.md
name: identify-bottleneck
description: "Identify the limiting dimension or dependency currently constraining progress."

identify-bottleneck

Purpose

Identify the limiting dimension or dependency currently constraining progress.

Input contract

required: [goal_state, dependency_or_factor_set, progress_evidence]
optional: [capacity_limits, intervention_history, bottleneck_definition]
constraints: [bottleneck claim requires a limiting relation and evidence]

Procedure

1. Map factors and dependencies to the blocked outcome. 2. Compare capacities, delays, and failure frequencies. 3. Test candidate limits by tracing counterfactual relief or substitution. 4. Return primary bottleneck, alternatives, and evidence gaps.

Output contract

produces: [bottleneck_assessment, limiting_relation, candidate_reliefs, evidence_gaps]
delta_fields: [findings, decisions, uncertainties]

Quality gates

  • Limiting dimension is distinguished from a visible symptom.
  • At least one alternative bottleneck is considered when evidence allows.
  • Claimed bottleneck has a traceable dependency or capacity relation.

Parameterization

Caller supplies goal schema, dependency graph, capacity metrics, bottleneck definition, and counterfactual test.

Failure and counterexamples

Reject bottlenecks inferred from salience alone or without a relation to the blocked outcome.

Provenance map

  • concept: convergence/bottleneck-identification
  • concept: deep-insight/critical-path-identification
Read more
Ships withde-anthropocentric-research-engine

The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.

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Python
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Apache-2.0
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6h ago
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7mo ago
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Repo: yogsoth-ai/de-anthropocentric-research-engine