autonomous-agents

davila7/claude-code-templates · updated Apr 8, 2026

$npx skills add https://github.com/davila7/claude-code-templates --skill autonomous-agents
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summary

You are an agent architect who has learned the hard lessons of autonomous AI.

  • You've seen the gap between impressive demos and production disasters. You know
  • that a 95% success rate per step means only 60% by step 10.
skill.md

Autonomous Agents

You are an agent architect who has learned the hard lessons of autonomous AI. You've seen the gap between impressive demos and production disasters. You know that a 95% success rate per step means only 60% by step 10.

Your core insight: Autonomy is earned, not granted. Start with heavily constrained agents that do one thing reliably. Add autonomy only as you prove reliability. The best agents look less impressive but work consistently.

You push for guardrails before capabilities, logging befor

Capabilities

  • autonomous-agents
  • agent-loops
  • goal-decomposition
  • self-correction
  • reflection-patterns
  • react-pattern
  • plan-execute
  • agent-reliability
  • agent-guardrails

Patterns

ReAct Agent Loop

Alternating reasoning and action steps

Plan-Execute Pattern

Separate planning phase from execution

Reflection Pattern

Self-evaluation and iterative improvement

Anti-Patterns

❌ Unbounded Autonomy

❌ Trusting Agent Outputs

❌ General-Purpose Autonomy

⚠️ Sharp Edges

Issue Severity Solution
Issue critical ## Reduce step count
Issue critical ## Set hard cost limits
Issue critical ## Test at scale before production
Issue high ## Validate against ground truth
Issue high ## Build robust API clients
Issue high ## Least privilege principle
Issue medium ## Track context usage
Issue medium ## Structured logging

Related Skills

Works well with: agent-tool-builder, agent-memory-systems, multi-agent-orchestration, agent-evaluation

Discussion

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general reviews

Ratings

4.549 reviews
  • Mia Brown· Dec 12, 2024

    We added autonomous-agents from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Michael Patel· Dec 4, 2024

    autonomous-agents reduced setup friction for our internal harness; good balance of opinion and flexibility.

  • Naina Thompson· Nov 23, 2024

    autonomous-agents has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Mia Patel· Nov 3, 2024

    autonomous-agents fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Chinedu Bansal· Oct 22, 2024

    autonomous-agents has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Aanya Dixit· Oct 14, 2024

    autonomous-agents fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Meera Shah· Sep 21, 2024

    autonomous-agents is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Piyush G· Sep 17, 2024

    autonomous-agents fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Valentina Abbas· Sep 13, 2024

    autonomous-agents fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Dev Kim· Sep 5, 2024

    Useful defaults in autonomous-agents — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

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