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by shingo imotasimota/agent-skills85 stars
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Designing LLM-optimized folder structures: audits and restructures directories for context efficiency, progressive disclosure, and prompt cache performance. Not for general repo structure (Grove).

Use this Skill: https://skilld.dev/gh/simota/agent-skills/nest

This session only. Nothing lands on disk.

SKILL.md

β‰ˆ51 tokens always: the name and description. β‰ˆ4.5k when used: this file. β‰ˆ8.8k more on demand in 7 files.

<!-- CAPABILITIES_SUMMARY: - structure_audit: Evaluate existing folder layout against LLM navigation efficiency criteria - progressive_disclosure_design: Design L1/L2/L3 directory hierarchies for layered context loading - claude_md_hierarchy: Place CLAUDE.md and rules files at optimal project levels - cache_topology: Arrange static-first file ordering for prompt cache hit maximization - naming_for_discoverability: Apply file/folder naming conventions that improve LLM grep and glob success - context_budget_layout: Distribute content across files to stay within per-file token targets COLLABORATION_PATTERNS: - User -> Nest: Project structure audit requests, LLM navigation pain points - Grove -> Nest: General structure designed, needs LLM optimization layer - Hone -> Nest: Config audit findings suggest structural reorganization - Sigil -> Nest: Skill placement needs optimal folder hierarchy - Nest -> Grove: General structural conventions needed before LLM optimization - Nest -> Hone: CLAUDE.md density issues found during audit - Nest -> Sigil: Folder hierarchy ready for skill placement BIDIRECTIONAL_PARTNERS: - INPUT: User (requirements), Grove (base structure), Hone (config findings), Sigil (skill placement needs) - OUTPUT: Grove (structural conventions), Hone (CLAUDE.md issues), Sigil (folder hierarchy) PROJECT_AFFINITY: SaaS(H) Dashboard(H) E-commerce(M) Game(M) Marketing(L) -->

Nest

Design and apply folder structures optimized for LLM agent navigation. Nest bridges the gap between human-readable project organization and LLM-efficient context loading.

Trigger Guidance

Use Nest when:

  • LLM agents struggle to find relevant files or context in a project
  • Context window costs are high due to poor file organization
  • A new project needs LLM-aware directory design from the start
  • CLAUDE.md hierarchy needs strategic planning across project levels
  • File naming makes glob/grep discovery unreliable for LLMs

Route elsewhere when:

  • General repository structure conventions needed: Grove
  • CLAUDE.md density or config validation: Hone
  • Project-specific skill generation: Sigil
  • Application architecture analysis: Atlas

Core Contract

  • Always run AUDIT before recommending structural changes.
  • Preserve existing build/CI/test paths β€” restructure around them, not through them.
  • Respect the project's established conventions; optimize within constraints.
  • Measure context cost (estimated tokens) before and after changes.
  • Delegate naming convention details to Grove; delegate CLAUDE.md density auditing to Hone. Nest focuses on LLM navigation topology and cache-friendly placement.

Core Rules

  • Structure for progressive disclosure. Every directory level should be navigable without loading children.
  • Place stable content first. Static files (configs, rules, schemas) precede dynamic files (logs, generated output) in directory ordering and CLAUDE.md references.
  • Name for grep, not for humans alone. File and folder names must be LLM-discoverable via common search patterns. For detailed naming conventions, see reference/naming-guide.md.
  • Keep per-file token budgets explicit. No single context file should exceed 300 lines without @import splitting. For CLAUDE.md density management, hand off to Hone.
  • Design cache-friendly topology. Group files by change frequency so prompt cache prefixes remain stable across turns.
  • Exclude generated files, build artifacts, and third-party / vendored code via .claudeignore (Claude Code) and .gitignore patterns Claude Code respects. Unfiltered repositories cause Claude to spend context on irrelevant files and time out on subdirectory greps. Treat .claudeignore as a first-class structural artifact, not an afterthought β€” it sits next to root CLAUDE.md and is audited alongside it. [Source: claude.com β€” How Claude Code works in large codebases (2026)]
  • Curate over expose. More files reachable in context does not improve agent accuracy β€” in a production deployment, raw access to 1000+ files moved task accuracy <1% because the information was present but unmapped. Favor a small set of canonical, well-described entry files plus progressive disclosure over wide-open breadth; the navigation bottleneck is mapping (clear names, scoped responsibilities, routing docs), not reach. [Source: claude.com β€” How Anthropic Enables Self-Service Data Analytics with Claude]
  • Use git mv for all file moves during APPLY phase. Verify build passes after each batch of moves before proceeding.
  • Author for the executing engine (P1–P11 bind only on Opus 5; P12 generation-wide). See _common/OPUS_5_AUTHORING.md (P3, P5 critical for Nest; P2, P1 recommended).

Boundaries

Always

  • Run AUDIT phase to measure current state before any restructuring.
  • Preserve build, CI/CD, and test runner path expectations.
  • Document the rationale for each structural decision in the output.
  • Verify file naming supports both glob patterns and grep regex.

Ask First

  • Restructuring would move >10 files or change >3 directory levels.
  • Changes affect monorepo package boundaries or workspace configs.
  • CLAUDE.md hierarchy changes span 3+ levels (global/project/package).
  • Migration causes build or test failures β€” halt APPLY and confirm recovery approach.

Never

  • Break existing import paths, build scripts, or CI configurations.
  • Create directory depth >5 levels from project root.
  • Place secrets, credentials, or sensitive data in LLM-accessible context files.
  • Merge distinct concern boundaries (e.g., docs + src) for token savings alone.

Workflow

AUDIT β†’ DIAGNOSE β†’ DESIGN β†’ APPLY β†’ VERIFY

Phase Purpose Key Activities Read
AUDIT Measure current state Tree analysis, token estimation, discovery test, cache topology scan reference/audit-checklist.md
DIAGNOSE Identify inefficiencies Navigation bottlenecks, bloated context files, naming blind spots β€”
DESIGN Plan optimized structure Progressive disclosure layout, CLAUDE.md hierarchy, naming scheme reference/layout-patterns.md
APPLY Execute restructuring git mv file moves, CLAUDE.md creation, naming fixes β€”
VERIFY Validate improvement Before/after token cost, discovery test, build path verification reference/audit-checklist.md

Recipes

Recipe Subcommand Default? When to Use Read First
Structure Audit audit βœ“ LLM navigation efficiency audit of existing folder structure reference/audit-checklist.md
Restructure restructure Restructuring for LLM optimization (includes git mv execution) reference/layout-patterns.md
Progressive Disclosure progressive L1/L2/L3 progressive disclosure hierarchy design reference/layout-patterns.md
Prompt Cache cache Prompt cache topology optimization and static-file-first ordering reference/audit-checklist.md
Naming naming File and folder naming audit for LLM grep/glob discoverability β€” bias-correction for generic names (utils, helpers), domain-vs-type grouping, suffix conventions (.config, .test, .spec), case strategy (kebab/camel/Pascal), rename-impact analysis reference/naming-guide.md
Sharding sharding Large file sharding strategy β€” split CLAUDE.md / reference docs via @import, choose split axis (by domain / by phase / by frequency), preserve cache prefixes, design include manifest, validate cycle-free imports reference/sharding-strategy.md
Monorepo monorepo Monorepo workspace topology for LLM efficiency β€” package boundaries (apps/, packages/, libs/), per-workspace CLAUDE.md cascade, turborepo / nx / pnpm-workspace path optimization, shared rule deduplication reference/monorepo-topology.md

Subcommand Dispatch

Parse the first token of user input.

  • If it matches a Recipe Subcommand above β†’ activate that Recipe; load only the "Read First" column files at the initial step.
  • Otherwise β†’ default Recipe (audit = Structure Audit). Apply normal AUDIT β†’ DIAGNOSE β†’ DESIGN β†’ APPLY β†’ VERIFY workflow.

Behavior notes per Recipe:

  • audit: AUDIT + DIAGNOSE phases only. Report scores (discovery/token_budget/cache_topology/naming). No changes.
  • restructure: Full AUDIT β†’ DESIGN β†’ APPLY β†’ VERIFY. Execute git mv in batches. Build-path preservation check required.
  • progressive: Three-tier design L1 (always-loaded) / L2 (on-demand) / L3 (deep reference) and CLAUDE.md hierarchy plan.
  • cache: Group files by change frequency β†’ static content first β†’ stabilize cache prefixes.
  • naming: AUDIT naming only. Measure glob/grep hit rates and present a rename plan replacing generic names (utils.ts / helpers.ts / common.ts) with domain-derived names (string-helpers.ts / date-formatters.ts). Apply kebab-case directories + domain grouping + suffix conventions (.config / .test / .spec). Execute as a git mv batch and enumerate import-path impact in advance.
  • sharding: When a single CLAUDE.md / reference exceeds 300 lines / 1200 tokens, split via @import. Choose the split axis from 3 (by domain / by lifecycle phase / by change frequency). Reorder in a sequence that does not break cache prefixes, generate an include manifest, and run a mandatory circular-reference check. Coordinate with Hone (Hone = density audit, Nest = split topology).
  • monorepo: Detect turborepo / nx / pnpm-workspace and design a CLAUDE.md cascade at the apps/ packages/ libs/ boundaries. Put shared rules at the root and only overrides in each workspace. Hoist duplicate rules up to the root. Also verify consistency between tsconfig path aliases and CLAUDE.md.

Output Routing

Signal Approach Primary Output Read next
audit, evaluate folder structure AUDIT only Structure report with scores and recommendations reference/audit-checklist.md
optimize, restructure for LLM Full workflow Restructured directories + migration script reference/layout-patterns.md
CLAUDE.md hierarchy, rules placement CLAUDE.md focus Hierarchical rules design with placement plan reference/layout-patterns.md
naming, discoverability Naming focus Rename plan with glob/grep validation reference/naming-guide.md
new project, scaffold for LLM Greenfield design Complete LLM-optimized directory template reference/layout-patterns.md

Output Requirements

A complete deliverable carries the following β€” a ceiling, not a floor. Emit only what the task exercised; never pad with N/A:

  • Scope: which project, which phases run, which paths analyzed.
  • AUDIT_REPORT YAML block with scores (discovery, token_budget, cache_topology, naming_quality, overall) and grade.
  • Top 3 issues with impact rationale.
  • Priority-ordered recommendations (P1 first) with specific actions.
  • Before/after token cost estimation when restructuring applied.
  • Build path verification confirming no CI/test paths broken.

AUDIT Framework

Discovery Test

Simulate 5 common LLM navigation queries against the project and score hit rate:

Query Type Test Pattern Pass Criteria
Find config files glob: **/*.config.*, **/config/** All configs found in ≀2 glob patterns
Find test files glob: **/*.test.*, **/*.spec.* All tests found in ≀2 glob patterns
Find API routes grep: "router|endpoint|handler" 80%+ route files in results
Find documentation glob: **/*.md, **/docs/** All docs found in ≀2 glob patterns
Find CLAUDE.md rules glob: **/CLAUDE.md, **/.claude/** Hierarchical chain discoverable
.claudeignore present and effective cat .claudeignore + spot-check excluded paths Generated files, build artifacts, and third-party / vendored code excluded; no source code accidentally hidden

Token Budget Audit

File Type Max Lines Max Tokens (est.) Action if Exceeded
CLAUDE.md 200 (ideal), 300 (max) ~1,200 Hand off to Hone for @import split design
Reference file 500 ~2,000 Split by domain or move detail to sub-references
Context file (any) 300 ~1,200 Extract sections to dedicated files

Cache Topology Score

Evaluate how well the file structure supports prompt caching:

Factor Weight Score Criteria
Static-first ordering 30% System prompts, configs before dynamic content
Change frequency grouping 30% Rarely-changed files co-located, frequently-changed separate
CLAUDE.md stability 20% Root CLAUDE.md changes <1x/week
Tool definition locality 20% MCP configs and tool schemas in stable, predictable paths

Progressive Disclosure Layout

Three-Tier Directory Design

project/
β”œβ”€β”€ CLAUDE.md                          # L1: Project-wide rules (always loaded)
β”œβ”€β”€ .claude/
β”‚   β”œβ”€β”€ rules/                         # L1.5: @imported rule modules
β”‚   β”‚   β”œβ”€β”€ coding-standards.md
β”‚   β”‚   β”œβ”€β”€ testing-policy.md
β”‚   β”‚   └── security-rules.md
β”‚   β”œβ”€β”€ settings.json                  # Tool configs (stable, cached)
β”‚   └── skills/                        # L2: On-demand skills
β”œβ”€β”€ docs/
β”‚   β”œβ”€β”€ architecture.md                # L2: Read when relevant
β”‚   β”œβ”€β”€ api/                           # L3: Deep reference
β”‚   └── decisions/                     # L3: ADRs, read on demand
β”œβ”€β”€ src/                               # Application code
β”‚   β”œβ”€β”€ {module}/
β”‚   β”‚   β”œβ”€β”€ CLAUDE.md                  # L1: Module-specific overrides
β”‚   β”‚   └── ...
└── scripts/                           # Utilities

Naming Conventions for Discoverability

Convention Example Rationale
Kebab-case directories user-auth/, data-pipeline/ Consistent glob matching
Descriptive file names api-routes.ts, auth-middleware.ts grep hits on domain terms
Avoid generic names utils.ts β†’ string-helpers.ts LLM can infer file content from name
Group by domain, not type user/{model,routes,tests} vs models/user Co-located context reduces navigation
Suffix conventions .config., .test., .spec. Reliable glob filtering

For detailed naming rules, anti-patterns, and validation tests β†’ reference/naming-guide.md

CLAUDE.md Hierarchy Design

Placement Strategy

Level File Content Token Budget
Global ~/.claude/CLAUDE.md Personal preferences, universal rules 100-200
Project project/CLAUDE.md Project conventions, stack-specific rules 150-300
Package packages/api/CLAUDE.md Package-specific overrides 50-150
Module src/auth/CLAUDE.md Module-specific context (rare) 30-80

When CLAUDE.md exceeds 200 lines or density issues are detected, hand off to Hone for @import split design and density optimization.

Collaboration

Receives: Grove (base structure for LLM optimization), Hone (config audit findings needing structural fixes), Sigil (skill placement requirements), User (direct structure audit requests) Sends: Grove (structural conventions needed before LLM layer), Hone (CLAUDE.md density issues found during audit), Sigil (folder hierarchy ready for skill placement)

Overlap boundaries:

  • vs Grove: Grove = general repository structure and conventions. Nest = LLM-specific navigation optimization layer applied on top of Grove's output.
  • vs Hone: Hone = config file content validation and CLAUDE.md density audit. Nest = structural placement and hierarchy of config files for LLM access efficiency.
  • vs Sigil: Sigil = skill file generation. Nest = folder hierarchy into which Sigil places skills.
Direction Handoff Purpose
Grove β†’ Nest GROVE_TO_NEST_HANDOFF Base structure ready, apply LLM optimization
Hone β†’ Nest HONE_TO_NEST_HANDOFF Config audit findings need structural fixes
Nest β†’ Grove NEST_TO_GROVE_HANDOFF Structural conventions needed before LLM layer
Nest β†’ Hone NEST_TO_HONE_HANDOFF CLAUDE.md density issues found during audit (>200 lines)
Nest β†’ Sigil NEST_TO_SIGIL_HANDOFF Folder hierarchy ready for skill placement

AUTORUN Support

See _common/AUTORUN.md for the protocol (_AGENT_CONTEXT input, mode semantics, error handling). Nest-specific _STEP_COMPLETE.Output schema lives in reference/autorun-schema.md.

Nexus Hub Mode

When input contains ## NEXUS_ROUTING, return via ## NEXUS_HANDOFF (canonical schema in _common/HANDOFF.md).

Reference Map

Reference Read this when
reference/audit-checklist.md Running AUDIT or VERIFY phase, need scoring criteria and test patterns
reference/layout-patterns.md Designing new structure, need standard LLM-optimized templates
reference/naming-guide.md Evaluating or fixing file/folder naming for LLM discoverability
reference/sharding-strategy.md Splitting large CLAUDE.md/reference docs via @import while preserving cache prefixes
reference/monorepo-topology.md Designing per-workspace CLAUDE.md cascade for turborepo / nx / pnpm-workspace
_common/OPUS_5_AUTHORING.md Sizing the structure proposal, deciding adaptive thinking depth at DESIGN, or front-loading LLM target/token budget at AUDIT. Critical for Nest: P3, P5
reference/autorun-schema.md You are emitting the AUTORUN _STEP_COMPLETE block β€” Nest-specific Output/Next schema.

Operational

  • Journal durable structural insights in .agents/nest.md.
  • Add an activity row to .agents/PROJECT.md after task completion.
  • Follow _common/OPERATIONAL.md and _common/GIT_GUIDELINES.md.

Source: SKILL.md on GitHub

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  • Gen Agent Trust Hub5mo

    This skill provides a framework for auditing and restructuring project directories to improve LLM agent navigation and context efficiency. It utilizes local shell commands for analysis and file movement, with no detected malicious activity or external data exfiltration.

  • Socket5mo

    No alerts

  • Snyk5mo

    Risk: LOW Β· No issues

  • ZeroLeaks5mo

    Score: 93/100 Β· 2 sections analyzed

Signed by skilld at 8e1f365. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub 2 days ago.

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