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/code-execution

Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi-step workflows, iterative processing, or mentions efficiency/performance.

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From plugin
claude-skills-marketplace
68318 skills2 agents1 command
Install
$ npx -y skills add mhattingpete/claude-skills-marketplace --skill code-execution --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/code-execution

Context preview

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

Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi-step workflows, iterative processing, or mentions efficiency/performance.

SKILL.md

code-execution.SKILL.md
name: code-execution
description: Execute Python code locally with marketplace API access for 90%+ token savings on bulk operations. Activates when user requests bulk operations (10+ files), complex multi-step workflows, iterative processing, or mentions efficiency/performance.

Code Execution

Execute Python locally with API access. **90-99% token savings** for bulk operations.

When to Use

  • Bulk operations (10+ files)
  • Complex multi-step workflows
  • Iterative processing across many files
  • User mentions efficiency/performance

How to Use

Use direct Python imports in Claude Code:

from execution_runtime import fs, code, transform, git

# Code analysis (metadata only!)
functions = code.find_functions('app.py', pattern='handle_.*')

# File operations
code_block = fs.copy_lines('source.py', 10, 20)
fs.paste_code('target.py', 50, code_block)

# Bulk transformations
result = transform.rename_identifier('.', 'oldName', 'newName', '**/*.py')

# Git operations
git.git_add(['.'])
git.git_commit('feat: refactor code')

**If not installed:** Run `~/.claude/plugins/marketplaces/mhattingpete-claude-skills/execution-runtime/setup.sh`

Available APIs

  • **Filesystem** (`fs`): copy_lines, paste_code, search_replace, batch_copy
  • **Code Analysis** (`code`): find_functions, find_classes, analyze_dependencies - returns METADATA only!
  • **Transformations** (`transform`): rename_identifier, remove_debug_statements, batch_refactor
  • **Git** (`git`): git_status, git_add, git_commit, git_push

Pattern

1. **Analyze locally** (metadata only, not source) 2. **Process locally** (all operations in execution) 3. **Return summary** (not data!)

Examples

**Bulk refactor (50 files):**

from execution_runtime import transform
result = transform.rename_identifier('.', 'oldName', 'newName', '**/*.py')
# Returns: {'files_modified': 50, 'total_replacements': 247}

**Extract functions:**

from execution_runtime import code, fs

functions = code.find_functions('app.py', pattern='.*_util$')  # Metadata only!
for func in functions:
    code_block = fs.copy_lines('app.py', func['start_line'], func['end_line'])
    fs.paste_code('utils.py', -1, code_block)

result = {'functions_moved': len(functions)}

**Code audit (100 files):**

from execution_runtime import code
from pathlib import Path

files = list(Path('.').glob('**/*.py'))
issues = []

for file in files:
    deps = code.analyze_dependencies(str(file))  # Metadata only!
    if deps.get('complexity', 0) > 15:
        issues.append({'file': str(file), 'complexity': deps['complexity']})

result = {'files_audited': len(files), 'high_complexity': len(issues)}

Best Practices

✅ Return summaries, not data ✅ Use code_analysis (returns metadata, not source) ✅ Batch operations ✅ Handle errors, return error count

❌ Don't return all code to context ❌ Don't read full source when you need metadata ❌ Don't process files one by one

Token Savings

| Files | Traditional | Execution | Savings | |-------|-------------|-----------|---------| | 10 | 5K tokens | 500 | 90% | | 50 | 25K tokens | 600 | 97.6% | | 100 | 150K tokens | 1K | 99.3% |

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