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autonomous-agents 精选

Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability. This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b

编码 Claude CodeCodex CLIMCP 客户端 MIT 3.3 万
在 GitHub 打开

安装方式

cp -r cli-tool/components/skills/ai-research/autonomous-agents ~/.claude/skills/autonomous-agents

把该 skill 目录放进客户端 skills 目录。不同客户端的目录可能不同，Claude Code 默认是 ~/.claude/skills/

整仓一次性获取：git clone --depth 1 https://github.com/davila7/claude-code-templates.git

依赖与权限

  • 无需 API Key
  • 无需联网
  • 无外部命令依赖
  • 以上为按正文与 frontmatter 自动推断的信号，仅供参考；安装前建议先阅读原文。

SKILL.md 正文

来源 davila7/claude-code-templates@b84033e · 许可 MIT · 内容未修改

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

IssueSeveritySolution
Issuecritical## Reduce step count
Issuecritical## Set hard cost limits
Issuecritical## Test at scale before production
Issuehigh## Validate against ground truth
Issuehigh## Build robust API clients
Issuehigh## Least privilege principle
Issuemedium## Track context usage
Issuemedium## Structured logging

Related Skills

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

质量与来源

所属仓库
davila7/claude-code-templates
仓库星标
3.3 万
最近更新
今天
采集时间
今天
commit
b84033e51002
内容指纹
sha256:f279e8a3ba4b87c
文件路径
cli-tool/components/skills/ai-research/autonomous-agents/SKILL.md

同仓库其它 Skill

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owasp-security
Comprehensive OWASP-aligned security guidance across six standards - Top 10 (2021) for web apps, ASVS 5.0, MASVS v2.1.0 for mobile, API Security Top 10 (2023), Kubernetes Top 10 (2022), and the Agentic Applications 2026 edition for AI/LLM. Use for security reviews, vulnerability audits, secure auth/crypto/access-control implementation, Kubernetes manifest hardening, and LLM/agent prompt-injection defense - including indirect requests like "is this login flow secure?", "review this endpoint", or "audit my pod spec".
精选 davila7/claude-code-templates 3.3 万 原文
Claude CodeCodex CLIMCP 客户端
agent-management
Create, manage, and orchestrate AI agents using the AI Maestro CLI. Use when the user asks to "create agent", "list agents", "delete agent", "hibernate agent", "wake agent", "install plugin", "show agent", "restart agent", or any agent lifecycle management task.
精选 davila7/claude-code-templates 3.3 万 原文
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agent-messaging
Send and receive cryptographically signed messages between AI agents using the Agent Messaging Protocol (AMP). Use when the user asks to "send a message to an agent", "check agent inbox", "message another agent", "reply to a message", "notify an agent", or any inter-agent communication task.
精选 davila7/claude-code-templates 3.3 万 原文
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docs-search
Search auto-generated codebase documentation for function signatures, API docs, class definitions, and code comments. Use when the user asks to "search docs", "find documentation", "look up a function", "check the API", or before implementing changes to verify correct signatures and patterns.
精选 davila7/claude-code-templates 3.3 万 原文
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graph-query
Query the code graph database to understand component relationships, dependencies, and change impact. Use when the user asks to "find callers", "check dependencies", "what uses this", "show relationships", "find serializers", or when reading code and needing to understand what depends on a component before modifications.
精选 davila7/claude-code-templates 3.3 万 原文
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memory-search
Search conversation history and semantic memory to recall previous discussions, decisions, and context. Use when the user asks to "search memory", "what did we discuss", "remember when", "find previous conversation", "check history", or before starting work to recall prior decisions.
精选 davila7/claude-code-templates 3.3 万 原文
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