egm-bootstrap skill | PlugMCP

egm-bootstrap

google15kstars

Bootstrap directory README.md files across a repository subtree.

Developer ToolsAutonomous Agents

1---2name: egm-bootstrap3description: Bootstrap directory README.md files across a repository subtree.4---56# skills/egm-bootstrap/SKILL.md

SKILL.mdAgent skill

Transport: File
Status: Listed

SKILL.md

Install

The skill file stays in the publisher's repository.

Paste the copied command in a terminal. It installs this SKILL.md into that agent.

shterminal

1npx skills add google/elephant-goldfish-model --skill egm-bootstrap -a cursor -y

Paste the copied command in a terminal. It installs this SKILL.md into that agent.

shterminal

1npx skills add google/elephant-goldfish-model --skill egm-bootstrap -a claude-code -y

Paste the copied command in a terminal. It installs this SKILL.md into that agent.

shterminal

1npx skills add google/elephant-goldfish-model --skill egm-bootstrap -a codex -y

Paste the copied command in a terminal. It installs this SKILL.md into that agent.

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1npx skills add google/elephant-goldfish-model --skill egm-bootstrap -a grok -y

Send the copied message in a Grok Bot chat. The Bot fetches this SKILL.md from GitHub and adds it to the skills all your Bots share.

txtGrok Bot chat

1Install this skill: https://github.com/google/elephant-goldfish-model/tree/HEAD/skills/egm-bootstrap

Download skill skills/egm-bootstrap/SKILL.md on GitHub

skills/egm-bootstrap/SKILL.mdMarkdown · UTF-8

Skill facts

Agent skill

File: skills/egm-bootstrap/SKILL.md
Publisher: google
Hosting

FAQ

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From the publisher

SKILL.md

name: egm-bootstrap
license: Apache-2.0
disable-model-invocation: true
description: Bootstrap directory README.md files across a repository subtree.

EGM Peanuts and Hay Bootstrap (`egm-bootstrap`)

When running in Codex or ChatGPT Work, first read Codex integration. In Claude Code or Cowork, read ${CLAUDE_PLUGIN_ROOT}/docs/claude.md first.

Overview

This skill automates the creation, correction, formatting, and correctness verification of Elephant-and-Goldfish Model (EGM) compliant README.md files across a directory tree. It establishes clear architectural contracts (interfaces, invariants, and side effects) for both human developers and AI assistants.

Peanuts: Leaf-level Component Package READMEs containing specific file contracts.
Hay: Parent-level Repository Blueprints that roll up child interface contracts into high-altitude indexes.

Delegation

A Goldfish runs in a fresh context with no conversation history. Spawn each subagent with your harness's subagent tool (Antigravity: invoke_subagent; Claude Code: Agent; Codex: spawn_agent). Each subagent is defined in agents/<file>.md, and its frontmatter name (for example egm-zoom-out) is the subagent type to request where your harness registers named subagents. Otherwise spawn a general-purpose subagent and tell it to read that persona file first. Pass the prompt verbatim and wait for the report. If your harness cannot nest subagents, use direct dispatch instead of the synthesizer. See docs/harnesses.md. If your harness has no subagent tool, run the scout steps inline.

Inputs

path: The target root directory path to bootstrap (Required).
is_worker: Internal parameter. true if executing as a worker Sub-Orchestrator (Optional, default: false).
sub_tree_root: Internal parameter. The root path of the assigned subtree partition (Optional).
target_filename: Target contract filename to generate or update (Optional, default: "README.md"). Supports alternate blueprint filenames such as when pre-existing human-maintained READMEs must not be modified.

"EGM.md"

Incremental BFS Discovery: Map the target path tree level-by-level (BFS) using a directory queue, listing one directory level at a time. (CRITICAL: never run a recursive search such as find or ls -R.)
- Preserve intermediate folder nodes.
- Ignore symbolic links to prevent infinite recursion.
- Ignore hidden/system directories (.git, .antigravity, node_modules, venv, dist, build, third_party).
- Read .gitignore and .egmignore (if present) and ignore matching glob patterns.
- Preserve package and build manifests (package.json, Cargo.toml, go.mod, pyproject.toml, Makefile, BUILD) in the discovery map to extract verification targets later.
Safety Gate & Unbounded Spawning Approval (CRITICAL): During the BFS loop, if the total running count of discovered directories exceeds 15, immediately pause discovery and request user approval (using a structured question tool, if your harness has one, or plain chat) to warn the user and request approval for full-tree execution:
- question: "The target directory tree contains more than 15 subdirectories. This is a large execution scope. Do you want to proceed with full-tree bootstrapping?"
- options: ["Yes, proceed with full tree bootstrapping", "No, abort execution"]
- (CRITICAL: After requesting approval, you MUST wait for the user's response before continuing or spawning any workers).
- If the user selects abort, terminate execution immediately.
Bottom-up Post-Pruning Pass: Once mapping is complete (and approved), walk the mapped tree bottom-up (leaves to root). Filter out non-code and test-only directories:
- Source Code Files: Files matching recognized source code, schema, and contract extensions:
  - Systems & Compiled: .c, .cc, .cpp, .cxx, .h, .hh, .hpp, .rs, .go, .zig, .lean
  - Managed & Enterprise: .java, .kt, .scala, .cs, .fs
  - Scripting & Dynamic: .py, .rb, .php, .lua, .sh, .bash
  - Web & Mobile: .ts, .tsx, .js, .jsx, .mjs, .cjs, .swift, .m, .dart
  - Data & Schemas / IDLs: .sql, .proto, .graphql, .gql, .thrift, .prisma
  - Infrastructure / Declarative Code: .tf, .hcl, .cue (Excludes build manifests, lockfiles, test fixtures, documentation, and generic data dumps like .csv, .tsv, .parquet).
- Test Directory Exclusion: Exclude directories containing exclusively test code (e.g. named tests, testing, testdata, or containing only files matching *_test.*, *Test.*, test_*.*, or *.spec.*).
- Non-Code Filtering: Exclude any directory that contains no source code files AND contains no subdirectories with code. Retain empty intermediate folders only if they have child directories that contain code.
Calculate the total count of pruned directories and maximum depth. Proceed to Step 3: Execution Strategy Selection.

Direct Execution Strategy (Directory Count <= 5):
- If the total count of pruned directories is 5 or fewer, execute the bottom-up documentation directly in the current thread.
- Jump to Step 4: Sub-Orchestrator Worker Flow (treating the Root Orchestrator as the worker for the entire path), and then proceed to Step 5: Root Compilation & Termination.
Unbounded Parallel Subagent Swarm Strategy (Directory Count > 5):
- (CRITICAL: If Directory Count > 15, you MUST verify that you have received explicit user approval before proceeding. If not yet approved, request approval immediately and wait for the user's response before spawning workers).
- Partition the discovery map into independent subtree branches using the Adaptive Depth Partitioning Algorithm:
  1. Set depth = 1.
  2. Extract directory nodes from the discovery map located at the current depth.
  3. If the count of nodes at depth is between 3 and 5: select these nodes as subtree partition roots.
  4. If the count of nodes at depth < 3: increment depth (up to a max of 3) and repeat step 2.
  5. If the count of nodes at depth > 5: group the largest branches (by total nested folder count) into 3-4 separate partitions, combine the remaining small branches into a single fallback partition subtree, and select these as partition roots.
  6. Fallback: If depth reaches 3 and count is still < 3, select the immediate children of the root (or fall back to sequential execution).
- Spawn Unbounded Sub-Orchestrators: For each partition subtree root, use your harness's subagent tool to spawn a parallel worker:
  - Subagent: egm-bootstrap-orchestrator (agents/bootstrap_orchestrator.md) (or a general-purpose subagent)
  - Prompt: "Run egm-bootstrap with path=[path], is_worker=true, sub_tree_root=[partition_root], target_filename=[target_filename]."
- Unbounded Execution: Spawn all Sub-Orchestrators in parallel without artificial concurrency limits (as authorized by the user during the safety gate).
- Go idle and wait for all worker subagents to return their JSON subtree index payloads. Jump to Step 5: Root Compilation & Termination.

Scout Registration: Use a read-only goldfish-explorer scout. Where your harness supports defining subagents at runtime, register it with:
- name: goldfish-explorer
- description: Read-only codebase explorer scout.
- system_prompt: >- You are a read-only codebase explorer. Your task is to analyze the source files in the target directory and return a concise, factual summary. Do not write or modify any files. Return a JSON object containing the directory's public symbols (interface), invariants, and side effects matching schema: {"interface": [], "invariants": [], "side_effects": []}. Never infer RPC methods, routes, status enums, or invariants from file or directory names alone; cite the exact [file:symbol_or_flag] for every entry, and output ["None"] if no explicit invariants or side effects exist in code.
- enable_write_tools: false
- enable_subagent_tools: false
Post-Order Traversal: Walk the assigned sub_tree_root (or path) in post-order (deepest leaves first). For each directory D:
- Correction & Modification Policy: Check if target_filename (default: README.md) already exists in D.
  - If target_filename exists, do not overwrite it completely. Instead, read its existing content.
  - Scout Scan Requirement: Whether target_filename exists or not, always scan the source code using the goldfish-explorer scout for D to compile the true code symbol boundary.
  - Legacy Extraction & Correction: If target_filename exists, call the reasoning LLM with prompt: > "Analyze the following unstructured documentation content. Extract all public symbol names, classes, interfaces, invariants, and side effects. Format your response strictly as a JSON object matching the following schema: { "interface": string[], "invariants": string[], "side_effects": string[] }." Merge these extracted symbols with the scout's code symbols. Use your file-editing tool (or your file-writing tool) to correct and update the existing contract file to be EGM compliant while preserving developer notes and descriptions.
- Scout Spawning & Constraints: Spawn goldfish-explorer for D.
  - Scout Constraints: No per-directory or per-file byte cap; every non-test file in D is read in full. Bound each scout call to about 1,500 lines of source instead: list top-level definitions (class/func/def/route/flag lines) with your search tool, cut the directory's files into chunks at those boundaries (never mid-body; small files share a chunk), spawn one goldfish-explorer per chunk in parallel, and merge their JSON. Give each chunk the file's imports and top-level definition list so it can judge visibility. Check build-manifest deps and import / #include statements before attributing an RPC service, schema, or message type to a local file. Read non-test files in this order:
    1. Contracts, schemas, and build manifests (.h, .hh, .hpp, .proto, .graphql, .gql, .thrift, .prisma, .sql DDL, interface classes); extract exact DDL table names and exported build targets.
    2. Module entry points (main.*, index.*, lib.*, mod.*, __init__.py, or files matching directory name), then production source/query files alphabetically.
    3. Templates and configs: up to 200 lines each (800 in config-only directories); exclude .css/.scss.
    4. Test files (*_test.*, *Test.*, test_*.*, *.spec.*): ignore entirely, including in hybrid directories.
  - Child Fault Tolerance: If the scout fails or times out, log a warning, use placeholder values ["(Details pending/documentation failed)"], and continue execution.
- Parent Context Propagation: When processing a parent directory P, retrieve the compiled interface summaries of its immediate child subdirectories.
  - Propagation Heuristics:
    1. If the child was documented during this run, retrieve its public interface directly from the in-memory execution cache.
    2. If the child was corrected/modified (Correction Policy), use the merged legacy extraction symbols.
  - Pass these child symbol blocks as prompt context when invoking P's explorer scout.
- Verification Command Target Lookup: Populate the Verification section using the discovered VerificationCommand.
  - If the project uses Bazel/BUILD files: check if a BUILD file exists in D or the nearest ancestor, referencing bazel test / bazel build with valid target patterns (//[package_path]/... or //[package_path]:all, never //[package_path]... or //[package_path]:...). Use bazel run for interactive runner targets.
  - If the project uses other manifests (package.json, Cargo.toml, go.mod, pyproject.toml, Makefile), populate with the corresponding test runner command.
  - If no verification command is identified, omit or use a placeholder.
- Directory Classification & Template Generation: Generate or correct target_filename using your file-writing tool or your file-editing tool based on D's classification.
  - Component Package (Peanut): D contains direct source code files. Use the Component Package README Template. (If it also has child subdirectories, include relative links to their contracts in the Interface section).
  - Repository Blueprint (Hay): D contains no direct source code files, but contains subdirectories with code contracts. Use the Intermediate Blueprint README Template.
  - Link Formatting Policy (CRITICAL): Package contract files must use a hybrid link formatting approach to balance portability and clarity:
    1. Relative Links to Existing Files Only: Use relative paths (e.g., ./child/${target_filename} or ../sibling/${target_filename}) for child contracts and sibling file references within the same codebase subsystem. (CRITICAL: Only generate [Child](./child/${target_filename}) links for child directories that exist in the pruned subtree_index and contain an actual ${target_filename}. If a child directory contains a SKILL.md or other non-contract asset, link directly to ./child/SKILL.md or format it as an unlinked bullet point. Never output speculative links to non-existent contract files).
    2. Absolute Links: Use standard URLs or repository paths for referencing files outside the package subsystem (e.g., cross-package dependencies).
- Markdown Formatting: Immediately after writing or correcting target_filename in D, ensure clean markdown formatting (valid headers, tables, and code fences). If a project markdown formatter (e.g. npx prettier --write) is configured in the repository, you may execute it on target_filename.
Worker Reporting: Once the assigned subtree is fully traversed, compile the subtree_index array containing the path, summary, interface, invariants, and side_effects for every processed directory.
If is_worker is true, read the Worker Return Interface Schema relative to this skill directory, then return a matching JSON payload to the Root Orchestrator and terminate. If is_worker is false (sequential mode), proceed directly to Step 5: Root Compilation & Termination.

Receive Worker Payloads: Collect the JSON subtree_index payloads returned by all parallel Sub-Orchestrators.
- Root Fault Tolerance: If a parallel worker fails or times out, log a warning, insert a placeholder warning link ([Subtree Root] (Documentation failed / Subagent execution timeout)) in the root Blueprint's subdirectory index, and complete the remaining compilation. (Worker failures leaving partial files are handled as an incremental progress feature; the Correction Policy allows resuming on subsequent runs).
Intermediate Directory Documentation: Identify any intermediate directories sitting between the root path and the partitioned subtree roots.
- Process these intermediate directories sequentially bottom-up.
- Generate Intermediate Blueprint contract files using the compiled summaries returned by the workers.
- Ensure clean formatting and valid relative links for each Intermediate Blueprint contract file.
Root Directory Documentation: The target root path of the execution is always classified as the Repository Root (Blueprint / Hay).
- Check if target_filename already exists in path. If present, apply the Correction & Modification Policy to read and retain the existing title, metadata, and architectural overview at the top of the root contract file.
- Check if path itself contains any direct source files. If present, spawn a goldfish-explorer scout for path to extract local symbols and invariants, appending them under the optional ## Local Interface & Invariants section.
- Compile the final root target_filename using the Repository Root Blueprint Template, rolling up all top-level subdirectory boundaries. Ensure any root architecture or sequence diagrams strictly match the synchronous / asynchronous boundaries, operation names, and storage backends in the child subtree_index payloads without inventing unverified nodes.
- Write the root target_filename using your file-writing tool.
Final Correctness Verification (CRITICAL): You MUST perform a final verification pass across ALL created and modified contract files in the subtree_index (including all child package contracts like pkg1/${target_filename} and pkg2/${target_filename}) as a correctness check before concluding work. You MUST explicitly read every single created or modified contract file to verify its content. Do not skip any child contract files. Verify:
- EGM Compliance & Code Grounding: Ensure Interface, Invariants, and Side Effects sections exist, cite real code symbols/flags/tables from the scout extraction, and contain zero speculative or unverified claims.
- Markdown Syntax: Ensure clean headers, valid tables, and proper code block fences.
- Valid & Resolvable Links (CRITICAL): Ensure all subdirectory and sibling links use valid relative paths (./subdir/${target_filename} or ./subdir/SKILL.md), and explicitly verify that every referenced target file actually exists on the filesystem. Remove or correct any broken relative references.
- Valid Targets: Verify verification targets match project test configuration and use valid target syntax (for Bazel, /... or :all, never :...).
Optional Drift Review (CRITICAL): After verification, ask the user (using a structured question tool, if your harness has one, or plain chat) to offer running a drift report on the generated documentation updates:
- question: "Do you want to run the EGM Drift Report on the generated contract updates to check for consistency with the codebase?"
- options: ["(Recommended) Yes, run drift report on modified contracts", "No, skip drift review"]
- If the user selects "Yes", run the egm-drift-report skill targeting the modified contracts to verify both missing code coverage and doc-to-code hallucinations (verifying every documented method, route, enum, database table, and invariant against local source files and recording discrepancies in the drift report for human triage). (Note: While egm-drift-report is often used for design documents, it can be applied to EGM-compliant contracts as a variant).
Terminate execution successfully.

egm-bootstrap

Install

Skill facts

Questions

How do I install egm-bootstrap?

Where does egm-bootstrap live?

Which agents can use egm-bootstrap?

SKILL.md

EGM Peanuts and Hay Bootstrap (`egm-bootstrap`)

Overview

Delegation

Inputs

Execution Constraints (CRITICAL)

Workflow

Step 0: Ecosystem & Verification Discovery

Step 1: Startup Branching Control

Step 2: Incremental Scoping & Safety Gate (Root Orchestrator)

Step 3: Execution Strategy Selection (Root Orchestrator)

Step 4: Sub-Orchestrator Worker Flow

Step 5: Root Compilation & Termination (Root Orchestrator)

Templates

Install

Skill facts

Questions

How do I install egm-bootstrap?

Where does egm-bootstrap live?

Which agents can use egm-bootstrap?

SKILL.md

EGM Peanuts and Hay Bootstrap (egm-bootstrap)

Overview

Delegation

Inputs

Execution Constraints (CRITICAL)

Workflow

Step 0: Ecosystem & Verification Discovery

Step 1: Startup Branching Control

Step 2: Incremental Scoping & Safety Gate (Root Orchestrator)

Step 3: Execution Strategy Selection (Root Orchestrator)

Step 4: Sub-Orchestrator Worker Flow

Step 5: Root Compilation & Termination (Root Orchestrator)

Templates

EGM Peanuts and Hay Bootstrap (`egm-bootstrap`)