abstract-structure
Remove domain surface details to expose transferable relational/mechanistic structure at a chosen abstraction level.
@yogsoth-aiInstall SkillAutomation
Skill
/identify-bottleneck
Identify the limiting dimension or dependency currently constraining progress.
Claude Code
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck --agent claude-code
Codex
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck -a codex -y
Cursor
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck -a cursor -y
Gemini CLI
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck -a gemini-cli -y
GitHub Copilot
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck -a github-copilot -y
OpenCode
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck -a opencode -y
Windsurf
$ npx skills add yogsoth-ai/de-anthropocentric-research-engine --skill identify-bottleneck -a windsurf -y
SKILL.md
identify-bottleneck.SKILL.mdname: 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
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
Ships withde-anthropocentric-research-engine
A research skill graph for AI-native science. 271 markdown files. No runtime, no dependencies, no build step.
512200 skills
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Questions about identify-bottleneck.
- Which coding agents can use identify-bottleneck?
- identify-bottleneck installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.