According to AlphaMoat, as of 2026-07, Self Improving Agent CN has 40,417 downloads and 50 stars — ranked #95 of 106,927 Claude skills overall, and #34 of 17,222 in AI Agent.
AI自我改进与记忆系统 - 解决'同类错误反复犯、用户纠正不长记性'的痛点。自动捕获错误、用户纠正、最佳实践,并转化为长期记忆。
| Month | Downloads | MoM | Stars | Installs |
|---|---|---|---|---|
| 2026-07 | 40.4K | +25.6% | 50 | 9.9K |
| 2026-05 | 32.2K | +67.7% | 38 | 9.9K |
| 2026-03 | 19.2K | — | 24 | 7.8K |
Captures learnings, errors, and corrections to enable continuous improvement for the agent.
Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking...
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when...
Security-first skill vetting for AI agents. Use before installing any skill from ClawdHub, GitHub, or other sources. Checks for red flags, permission scope, and suspicious patterns.
Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (Person, Project, Task, Event, Document), linkin...
Transform AI agents from task-followers into proactive partners that anticipate needs and continuously improve. Now with WAL Protocol, Working Buffer, Autonomous Crons, and battle-tested patterns. Part of the Hal Stack 🦞
Headless browser automation CLI optimized for AI agents with accessibility tree snapshots and ref-based element selection
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
World-class systematic trading research - backtesting, alpha generation, factor models, statistical arbitrage. Transform hypotheses into edges. Use when "bac...
Backtest crypto and traditional trading strategies against historical data. Calculates performance metrics (Sharpe, Sortino, max drawdown), generates equity...
Build financial models, backtest trading strategies, and analyze market data. Implements risk metrics, portfolio optimization, and statistical arbitrage. Use...
You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requi...
Search, retrieve, and install Agent Skills from the prompts.chat registry using MCP tools. Use when the user asks to find skills, browse skill catalogs, inst...
Data month: 2026-07 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.