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Problem: Connection refused · majiayu000 | DecimalAI

agent toolingby majiayu000

Problem: Connection refused

majiayu000/autonomous-development

Source majiayu000/claude-skill-registry ↗License MIT

Comprehensive autonomous development strategies including milestone planning, incremental implementation, auto-debugging, and continuous quality assurance for full development lifecycle management

SkillScore91Maintained

Automatic

Coding pack

Last verified 8/18/2026

What it changes

Passed 20 of 22 test cases with the skill, and 8 of 22 without it.

Without skill36%

With skill91%

Checks it passed that the model alone missed

Assigns a 90% auto-fixability rate to type errors.
Assigns a 95% auto-fixability rate to import errors.
Assigns a 100% auto-fixability rate to syntax errors.

and 16 more in the full report

12 fixed8 passed either way2 still failing0 broke

Pass-rate lift: +55 pp
Tokens: +148%
Agent turns: 0%
Response time: -14%

Model gemini-3.6-flashMeasured 8/18/2026v120 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/majiayu000-autonomous-development/SKILL.md https://app.decimal.ai/s/majiayu000-autonomous-development/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-autonomous-development, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/majiayu000-autonomous-development/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-autonomous-development

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/majiayu000-autonomous-development/SKILL.md https://app.decimal.ai/s/majiayu000-autonomous-development/SKILL.md

Raw file: /s/majiayu000-autonomous-development/SKILL.md ↗ · machine-readable summary at /s/majiayu000-autonomous-development.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 12

Prompt

Provide the exact sub-category point allocations for Code Quality (40 points max) and Documentation Quality (20 points max) in an automated development evaluation system.

What was checked, without and with the skill
Checked	Without skill	With skill
Breaks down Code Quality into syntax, style, complexity, and best practices at 10 points each.	Missed	Passed
Allocates 10 points for docstrings, 5 points for comments, and 5 points for examples in Documentation Quality.	Missed	Passed

case-19 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md727 linessingle file

Overview

The Autonomous Development skill provides comprehensive strategies, patterns, and best practices for managing full development lifecycles autonomously - from user requirements to production-ready implementation with minimal human intervention.

When to Apply

Use Autonomous Development strategies when:

Implementing features from high-level requirements
Managing complex multi-phase development projects
Need to maintain quality while developing autonomously
Implementing with continuous testing and validation
Debugging and fixing issues automatically
Ensuring parameter consistency and type safety

Milestone Planning Strategies

Requirements Decomposition

Pattern: Feature-to-Milestone Mapping

User Requirement → Feature Breakdown → Milestone Plan

Example: "Add MQTT broker with certificate support"

Decomposition:
1. Dependencies & Configuration (Simple)
   - Install required libraries
   - Create configuration module
   - Time: 10-15 minutes

2. Core Functionality (Medium)
   - Implement main feature logic
   - Add error handling
   - Time: 20-30 minutes

3. Integration & Testing (Medium)
   - Write unit tests
   - Write integration tests
   - Time: 15-25 minutes

Track record

Benchmark

20 / 22

test cases passed, vs 8 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

majiayu000 / claude-skill-registry

skills/agent/autonomous-development/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.