Agent skill

Managing Autonomous Development

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Execute enables AI assistant to manage sugar's autonomous development workflows.

MITAuto-check passed

Install Managing Autonomous Development

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill managing-autonomous-development -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace managing-autonomous-development --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/devops/sugar/skills/managing-autonomous-development .claude/skills/managing-autonomous-development && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
managing-autonomous-development
GitHub stars
2.8k
Token cost
~1k tokens
SKILL.md length
440 words
Files
4 (incl. scripts, references, assets)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Execute enables AI assistant to manage sugar's autonomous development workflows.

  • Works in 8 steps: Check Sugar system status with… → Review pending tasks with /sugar-review… → Create new tasks with /sugar-task --type… → …
  • The user asks to create a new develo..
  • SKILL.md covers Overview, Prerequisites, Instructions and Output, plus 3 more sections
  • Appropriate context detected

What it does

Managing Autonomous Development is an agent skill from jeremylongshore/tons-of-skills-marketplace. Execute enables AI assistant to manage sugar's autonomous development workflows. it allows AI assistant to create tasks, view the status of the system, review pending tasks, and start autonomous execution mode. use this skill when the user asks to create a new develo... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts, reference files and assets (for example `assets/README.md`, `references/README.md` and `scripts/README.md`). Compatibility notes: Designed for Claude Code, also compatible with Codex and OpenClaw

The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • The user asks to create a new develo..
  • Appropriate context detected
  • With relevant phrases based on skill purpose

Example prompts

  • “/managing-autonomous-development”

Requirements

  • Compatibility (from SKILL.md): Designed for Claude Code, also compatible with Codex and OpenClaw
  • Pre-approved tools (allowed-tools): Read, Write, Edit, Grep, Glob, Bash(cmd:*)

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. Check Sugar system status with /sugar-status to verify the daemon is running and view queue depth
  2. Review pending tasks with /sugar-review to see queued work items, their priorities, and estimated complexity
  3. Create new tasks with /sugar-task --type --priority <1-5> specifying the task description, type, and priority level
  4. Validate Sugar configuration before starting autonomous mode: ensure test commands, lint rules, and commit settings are correct
  5. Start autonomous execution in safe mode first: /sugar-run --dry-run --once to preview what Sugar would do without making changes
  6. Monitor execution output for errors, test failures, or unexpected behavior during the dry run
  7. Start full autonomous execution with /sugar-run when confident in the configuration
  8. Review completed tasks and their outputs: check generated code, test results, and commit messages

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Grep
    • Glob
    • Bash(cmd:*)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/, which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code, also compatible with Codex and OpenClaw

    From compatibility in the SKILL.md frontmatter.

Context cost

Managing Autonomous Development loads about 1k tokens when it runs, and up to ~1.1k if it reads all its reference files. Until then it costs about 99 tokens; SKILL.md has 440 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~99
When it runs · the whole SKILL.md, loaded when a task matches
~1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 440 words, ~1,000 tokens.

Download SKILL.mdSave it as .claude/skills/managing-autonomous-development/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
managing-autonomous-development
description
Execute enables AI assistant to manage sugar's autonomous development workflows. it allows AI assistant to create tasks, view the status of the system, review pending tasks, and start autonomous execution mode. use this skill when the user asks to create a new develo... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
allowed-tools
Read, Write, Edit, Grep, Glob, Bash(cmd:*)
compatibility
Designed for Claude Code, also compatible with Codex and OpenClaw
version
1.0.0
author
Steven Leggett <contact@roboticforce.io>
license
MIT
tags
devops, workflow, autonomous-development

Managing Autonomous Development

Overview

Manage Sugar's autonomous development workflows: create development tasks, check system status, review pending work, and start autonomous execution mode. Sugar orchestrates AI-driven development by queuing tasks with type, priority, and execution parameters, then processing them sequentially or in parallel.

Prerequisites

  • Sugar plugin installed and configured in the project
  • Sugar CLI available in the system PATH (sugar --version)
  • Project repository initialized with Sugar configuration file
  • Understanding of task types: feature, bugfix, refactor, test, chore
  • Write access to the project codebase for autonomous execution

Instructions

  1. Check Sugar system status with /sugar-status to verify the daemon is running and view queue depth
  2. Review pending tasks with /sugar-review to see queued work items, their priorities, and estimated complexity
  3. Create new tasks with /sugar-task <description> --type <type> --priority <1-5> specifying the task description, type, and priority level
  4. Validate Sugar configuration before starting autonomous mode: ensure test commands, lint rules, and commit settings are correct
  5. Start autonomous execution in safe mode first: /sugar-run --dry-run --once to preview what Sugar would do without making changes
  6. Monitor execution output for errors, test failures, or unexpected behavior during the dry run
  7. Start full autonomous execution with /sugar-run when confident in the configuration
  8. Review completed tasks and their outputs: check generated code, test results, and commit messages

Output

  • Task creation confirmations with task ID, type, priority, and queue position
  • System status reports showing queue depth, active tasks, and execution history
  • Task review summaries with descriptions, priorities, and estimated effort
  • Execution logs showing task processing, code changes, test results, and commits
  • Summary reports of completed autonomous development sessions
Show full SKILL.md (171 more words)Show less

Error Handling

ErrorCauseSolution
Sugar daemon not runningSugar service not started or crashedStart with sugar start or check logs for crash reason
Task creation failed: invalid typeUnsupported task type specifiedUse valid types: feature, bugfix, refactor, test, chore
Autonomous execution failed: tests failingGenerated code does not pass project testsReview the failing test output; fix the test or adjust the task description for clarity
Configuration file not foundSugar config missing from project rootInitialize with sugar init to create the configuration file
Priority out of rangePriority value not between 1 and 5Use priority 1 (lowest) through 5 (highest/critical)

Examples

  • "Create a new Sugar task: 'Add input validation to the user registration endpoint' with type feature and priority 3."
  • "Check the current Sugar system status and list all pending tasks in the queue."
  • "Start Sugar autonomous mode in dry-run to preview what changes it would make for the next queued task."

Resources

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 3 other files (scripts, references, assets) in plugins/devops/sugar/skills/managing-autonomous-development of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • assets/README.md
  • references/README.md
  • scripts/README.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Managing Autonomous Development next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Managing Autonomous Development compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Managing Autonomous Development this skilljeremylongshore/tons-of-skills-marketplace2.8k—~1kAutomated safety check: PassMIT
Executealirezarezvani/claude-skills28k—~831Automated safety check: PassMIT
Debugging Executionsn8n-io/n8n207k—~2.6kAutomated safety check: PassCustom licence
Secrets Managementdavila7/claude-code-templates33k12 repos~2kAutomated safety check: PassMIT
Persona Exec Assistantgoogleworkspace/cli31k—~351Automated safety check: PassApache-2.0
Project ManagerRightNow-AI/openfang18k—~960Automated safety check: PassApache-2.0

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Questions about Managing Autonomous Development

What does Managing Autonomous Development do?

Execute enables AI assistant to manage sugar's autonomous development workflows. Managing Autonomous Development is an agent skill from jeremylongshore/tons-of-skills-marketplace. Execute enables AI assistant to manage sugar's autonomous development workflows.

When should I use Managing Autonomous Development?

Managing Autonomous Development fits situations like: the user asks to create a new develo.; appropriate context detected; with relevant phrases based on skill purpose.

How do I install Managing Autonomous Development in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill managing-autonomous-development -a claude-code`. Or copy the skill folder (plugins/devops/sugar/skills/managing-autonomous-development in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/managing-autonomous-development in your project. Claude Code loads it when a task matches its description.

How do I install Managing Autonomous Development in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill managing-autonomous-development -a codex`. Or copy the skill folder (plugins/devops/sugar/skills/managing-autonomous-development in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/managing-autonomous-development in your project. Codex loads it when a task matches its description.

Can I use Managing Autonomous Development in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill managing-autonomous-development -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/managing-autonomous-development, .gemini/skills/managing-autonomous-development, .github/skills/managing-autonomous-development and .opencode/skills/managing-autonomous-development in your project.

What does Managing Autonomous Development need to run?

SKILL.md names no scripts, command-line tools or credentials: Managing Autonomous Development is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Grep, Glob, Bash(cmd:*). Compatibility (from SKILL.md): Designed for Claude Code, also compatible with Codex and OpenClaw.

Does Managing Autonomous Development access the network?

SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.

Is Managing Autonomous Development safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Managing Autonomous Development use?

Managing Autonomous Development is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Managing Autonomous Development use?

About 1k tokens (SKILL.md is roughly 4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 146 tokens, read only when the agent opens those files.

What are the alternatives to Managing Autonomous Development?

Skills that share tags, products or a category with Managing Autonomous Development: Execute (alirezarezvani/claude-skills, 28k stars), Debugging Executions (n8n-io/n8n, 207k stars), Secrets Management (davila7/claude-code-templates, 33k stars) and Persona Exec Assistant (googleworkspace/cli, 31k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Managing Autonomous Development?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.