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在 OpenClaw 中安装
/install anticipation
功能描述
Erkenne Patterns aus User-History und handle proaktiv
使用说明 (SKILL.md)
\r \r
Anticipation Skill\r
\r Erkenne was der User brauchen WIRD, nicht nur was er sagt.\r \r
Anticipatory UX Prinzipien\r
\r
- Reduce Friction - Probleme lösen bevor sie entstehen\r
- Minimize Decision Fatigue - Optionen reduzieren\r
- Seamless Solutions - Nahtlose Übergänge\r \r
Bei Session-Start\r
\r
1. Conversation Summaries → Wiederkehrende Themen?\r
2. Offene Dateien → Aktuelles Projekt?\r
3. Running Commands → Hängende Prozesse?\r
4. Browser-Tabs → Was sucht User?\r
```\r
\r
## Predictive Patterns\r
\r
| Beobachtung | Vorhersage | Aktion |\r
|-------------|------------|--------|\r
| 3x MCP-Crash | Problem ungelöst | "Läuft es stabil?" |\r
| HuggingFace offen | Modell-Suche | Recherche anbieten |\r
| Langer Command | Evtl. hängend | Prüfen/Hinweisen |\r
| Gleicher Error 2x | Frustrierend | Proaktiv helfen |\r
\r
## Adaptive Responses\r
\r
- Bei Erfolg: Pattern merken (learn_pattern)\r
- Bei Fehler: Anpassen (learn_from_mistake) \r
- Bei Frustration: Kürzer werden\r
\r
## Anti-Patterns\r
\r
```\r
❌ Warten auf Befehle\r
❌ Generische Fragen ("Wie kann ich helfen?")\r
❌ Kontext ignorieren\r
\r
✅ Proaktiv beobachten\r
✅ Spezifisch anbieten \r
✅ Kontext nutzen\r
```\r
\r
## User Intent Understanding (2025)\r
\r
| Signal | Intent | Aktion |\r
|--------|--------|--------|\r
| Kurze Befehle | Will Ergebnisse, nicht Erklärungen | Knapp antworten |\r
| Wiederholte Fragen | Unsicher/Frustration | Proaktiv klären |\r
| Multimodal Input | Komplexes Thema | Alle Infos nutzen |\r
| "." als Antwort | Weitermachen | Nicht fragen |\r
安全使用建议
This skill tells the agent to observe and remember sensitive user context (open files, running commands, browser tabs, conversation history) but provides no details about required permissions, where learned patterns are stored, or how users opt out. Before installing, ask the publisher: (1) exactly which data sources the skill will access and when, (2) whether it asks for explicit user consent before each data access, (3) where and how learned patterns are stored, encrypted, and deleted, (4) how to disable proactive/autonomous behavior and opt out, and (5) whether logs of the skill's actions are available for audit. If the publisher can't answer or refuses limits/controls, avoid installing or test it only in a restricted environment. If you must use it, require the minimal possible permissions and verify you can revoke them and delete any stored pattern data.
功能分析
Type: OpenClaw Skill
Name: anticipation
Version: 1.0.0
The skill instructs the AI agent to proactively observe user activity, including 'Offene Dateien' (open files), 'Running Commands' (running processes), and 'Browser-Tabs' at session start, as detailed in SKILL.md. While the stated purpose is benign (e.g., identifying current projects or user intent), these instructions grant the agent access to potentially sensitive user data, which represents a significant privacy and security risk if the agent's capabilities were to be misused or compromised. There is no explicit instruction for data exfiltration or malicious execution, but the broad data access makes it suspicious.
能力评估
Purpose & Capability
The name and description ('anticipate user needs') align with instructions that ask the agent to observe conversation history and session context. That capability legitimately requires access to session/context data, so purpose and capability are coherent — but the skill does not declare or document the permissions or storage it needs to do this.
Instruction Scope
SKILL.md explicitly instructs the agent at session start to check Conversation Summaries, Open Files, Running Commands, and Browser Tabs and to 'learn_pattern' or 'learn_from_mistake'. These are broad, potentially sensitive data sources. There is no guidance about user consent, data minimization, or safe handling (where patterns are stored, retention, or opt-out), so the runtime instructions exceed a narrowly scoped chat helper.
Install Mechanism
Instruction-only skill with no install spec or code files; nothing is written to disk by the skill package itself. This lowers delivery risk.
Credentials
The skill requests no environment variables or config paths, yet the instructions imply needing access to filesystem (open files), process state (running commands), browser state (tabs), and persistent pattern storage. That discrepancy—no declared permissions or storage but explicit instructions to access and remember sensitive signals—is disproportionate and unclear.
Persistence & Privilege
always:false (no forced installation) and autonomous invocation is allowed (platform default). Because the skill is explicitly proactive and can learn patterns, autonomous invocation increases the potential blast radius: it could act or store inferred data without a clear consent/opt-out mechanism. The skill does not request always:true, nor does it declare where it would persist learned patterns.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install anticipation - 安装完成后，直接呼叫该 Skill 的名称或使用
/anticipation触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.0
Anticipation Skill 1.0.0 – Initial release for proactive, pattern-based UX:
- Recognizes user patterns from history to proactively address needs.
- Incorporates anticipatory UX principles: reduce friction, minimize decision fatigue, and ensure seamless transitions.
- Provides reactive and adaptive actions based on conversation, open files, commands, and browser-tabs at session start.
- Predicts user needs using specific behavioral patterns and offers tailored actions.
- Learns from user responses (success, error, frustration) to improve interactions.
- Highlights anti-patterns to avoid passive or generic behavior, endorsing specific, context-aware assistance.
- Outlines roadmap for advanced user intent understanding.
元数据
常见问题
Anticipation 是什么？
Erkenne Patterns aus User-History und handle proaktiv. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 678 次。
如何安装 Anticipation？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install anticipation」即可一键安装，无需额外配置。
Anticipation 是免费的吗？
是的，Anticipation 完全免费（开源免费），可自由下载、安装和使用。
Anticipation 支持哪些平台？
Anticipation 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Anticipation？
由 Mcben90（@mcben90）开发并维护，当前版本 v1.0.0。
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