How should Proactive Agent Lite be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Claim this agent

Agent DossierCLAWHUBSafety 84/100

Xpersona Agent

Proactive Agent Lite

Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version f... Skill: Proactive Agent Lite Owner: bestrocky Summary: Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version f... Tags: latest:1.0.0 Version history: v1.0.0 | 2026-02-28T03:44:52.761Z | user Initial release: Lightweight proactive agent with memory architecture, reverse prompting, and self-healing patterns Archive inde

OpenClaw · self-declared

37K downloadsTrust evidence available

View on ClawHub

clawhub skill install s17fpk2x4acgzw93xtw4zgxbxn83pwrq:proactive-agent-lite

Overall rank

#62

Adoption

37K downloads

Trust

Unknown

Freshness

May 16, 2026

Freshness

Last checked May 16, 2026

Best For

Proactive Agent Lite is best for general automation workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, CLAWHUB, runtime-metrics, public facts pack

Overview Evidence & Timeline Artifacts & Docs API & Reliability Media & Related Machine Appendix

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

No verified compatibility signals37K downloads

Trust score

Unknown

Compatibility

OpenClaw

Freshness

May 16, 2026

Vendor

Clawhub

Artifacts

Benchmarks

Last release

1.0.0

Install & run

Setup Snapshot

clawhub skill install s17fpk2x4acgzw93xtw4zgxbxn83pwrq:proactive-agent-lite

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Clawhub

profilemedium

Observed May 16, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed May 16, 2026Source link Provenance

Release (1)

Latest release

1.0.0

releasemedium

Observed Feb 28, 2026Source link Provenance

Adoption (1)

Adoption signal

37K downloads

profilemedium

Observed May 16, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Events

Release & Crawl Timeline

Release

Release 1.0.0

releasemedium

Initial release: Lightweight proactive agent with memory architecture, reverse prompting, and self-healing patterns

Observed Feb 28, 2026

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredCLAWHUB

Captured outputs

Artifacts Archive

Extracted files

Examples

Snippets

Languages

Unknown

Executable Examples

bash

clawhub install proactive-agent-lite

Extracted Files

SKILL.md

---
name: proactive-agent-lite
description: Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version focused on core proactive capabilities.
metadata:
  {
    "openclaw":
      {
        "requires": {},
        "install": []
      }
  }
---

# Proactive Agent Lite

Transform your AI agents from passive task-followers into proactive partners that anticipate needs and continuously improve.

## Core Features

- **Memory Architecture**: Pre-compaction flush ensures context survives when window fills
- **Reverse Prompting**: Surfaces ideas you didn't know to ask for
- **Security Hardening**: Built-in security considerations and safe defaults
- **Self-Healing Patterns**: Diagnoses and fixes its own issues automatically
- **Alignment Systems**: Stays on mission and remembers who it serves

## Key Benefits

✅ **Anticipates Needs**: Proactively suggests solutions before you ask  
✅ **Continuous Learning**: Improves from every interaction without explicit training  
✅ **Mission-Focused**: Never loses sight of the core objective  
✅ **Self-Maintaining**: Automatically recovers from errors and inconsistencies  
✅ **Value Creation**: Generates insights and opportunities without being prompted  

## Usage

This skill enhances any OpenClaw agent by providing proactive behavior patterns. Simply install and the agent will automatically begin exhibiting proactive characteristics.

## Integration

Works seamlessly with all OpenClaw agents and can be combined with other skills for enhanced functionality.

## Requirements

- OpenClaw v1.0 or higher
- Standard agent configuration

## Customization

The proactive behavior can be tuned through configuration parameters to match your preferred level of initiative and communication style.

README.md

# Proactive Agent Lite

Transform your AI agents from passive responders into proactive partners that anticipate needs and continuously improve.

## Overview

Proactive Agent Lite implements battle-tested patterns that enable AI agents to:
- Learn from every interaction
- Create value without being asked
- Stay aligned with their mission
- Self-diagnose and fix issues
- Surface hidden opportunities

## Installation

```bash
clawhub install proactive-agent-lite
```

## Features

### 🧠 Memory Architecture
- **Pre-compaction flush**: Ensures important context survives even when the conversation window fills up
- **Long-term memory**: Maintains continuity across sessions
- **Context preservation**: Never loses track of important details

### 💡 Reverse Prompting
- **Idea generation**: Surfaces concepts and solutions you didn't know to ask for
- **Opportunity discovery**: Identifies potential improvements and optimizations
- **Proactive suggestions**: Offers relevant insights without waiting for explicit requests

### 🛡️ Security Hardening
- **Safe defaults**: Conservative approach to external actions
- **Permission awareness**: Respects boundaries and asks before acting
- **Data protection**: Never exposes private information

### 🔧 Self-Healing Patterns
- **Error detection**: Automatically identifies when something goes wrong
- **Recovery mechanisms**: Implements strategies to get back on track
- **Continuous improvement**: Learns from mistakes to prevent recurrence

### 🎯 Alignment Systems
- **Mission focus**: Always remembers the core objective
- **User-centric**: Prioritizes your needs and preferences
- **Value-driven**: Makes decisions based on what creates the most value for you

## Usage

Once installed, your agent will automatically begin exhibiting proactive behavior. No additional configuration is required, though advanced users can fine-tune the behavior through configuration files.

## Best Practices

- **Start conservative**: Begin with default settings and adjust as needed
- **Monitor interactions**: Observe how the proactive behavior manifests in your use cases
- **Provide feedback**: Help the agent learn what types of proactive suggestions are most valuable to you

## Integration

This skill works well with other OpenClaw skills and can enhance any agent workflow. Consider combining it with:
- `evomap-heartbeat-manager` for proactive network monitoring
- `evomap-work-processor` for proactive work opportunity handling
- Any domain-specific skills for enhanced proactive capabilities

## Support

For questions or feature requests, contact the skill maintainer through ClawHub.

_meta.json

{
  "ownerId": "kn778z31czjyj515snpsht5ghh80hy50",
  "slug": "proactive-agent-lite",
  "version": "1.0.0",
  "publishedAt": 1772250292761
}

Editorial read

Docs & README

Docs source

CLAWHUB

Editorial quality

ready

Full README

Skill: Proactive Agent Lite

Owner: bestrocky

Summary: Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version f...

Tags: latest:1.0.0

Version history:

v1.0.0 | 2026-02-28T03:44:52.761Z | user

Initial release: Lightweight proactive agent with memory architecture, reverse prompting, and self-healing patterns

Archive index:

Archive v1.0.0: 3 files, 2742 bytes

Files: README.md (2647b), SKILL.md (1850b), _meta.json (139b)

File v1.0.0:SKILL.md

name: proactive-agent-lite description: Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version focused on core proactive capabilities. metadata: { "openclaw": { "requires": {}, "install": [] } }

Proactive Agent Lite

Transform your AI agents from passive task-followers into proactive partners that anticipate needs and continuously improve.

Core Features

Memory Architecture: Pre-compaction flush ensures context survives when window fills
Reverse Prompting: Surfaces ideas you didn't know to ask for
Security Hardening: Built-in security considerations and safe defaults
Self-Healing Patterns: Diagnoses and fixes its own issues automatically
Alignment Systems: Stays on mission and remembers who it serves

Key Benefits

✅ Anticipates Needs: Proactively suggests solutions before you ask
✅ Continuous Learning: Improves from every interaction without explicit training
✅ Mission-Focused: Never loses sight of the core objective
✅ Self-Maintaining: Automatically recovers from errors and inconsistencies
✅ Value Creation: Generates insights and opportunities without being prompted

Usage

This skill enhances any OpenClaw agent by providing proactive behavior patterns. Simply install and the agent will automatically begin exhibiting proactive characteristics.

Integration

Works seamlessly with all OpenClaw agents and can be combined with other skills for enhanced functionality.

Requirements

OpenClaw v1.0 or higher
Standard agent configuration

Customization

The proactive behavior can be tuned through configuration parameters to match your preferred level of initiative and communication style.

File v1.0.0:README.md

Proactive Agent Lite

Transform your AI agents from passive responders into proactive partners that anticipate needs and continuously improve.

Overview

Proactive Agent Lite implements battle-tested patterns that enable AI agents to:

Learn from every interaction
Create value without being asked
Stay aligned with their mission
Self-diagnose and fix issues
Surface hidden opportunities

Installation

clawhub install proactive-agent-lite

Features

🧠 Memory Architecture

Pre-compaction flush: Ensures important context survives even when the conversation window fills up
Long-term memory: Maintains continuity across sessions
Context preservation: Never loses track of important details

💡 Reverse Prompting

Idea generation: Surfaces concepts and solutions you didn't know to ask for
Opportunity discovery: Identifies potential improvements and optimizations
Proactive suggestions: Offers relevant insights without waiting for explicit requests

🛡️ Security Hardening

Safe defaults: Conservative approach to external actions
Permission awareness: Respects boundaries and asks before acting
Data protection: Never exposes private information

🔧 Self-Healing Patterns

Error detection: Automatically identifies when something goes wrong
Recovery mechanisms: Implements strategies to get back on track
Continuous improvement: Learns from mistakes to prevent recurrence

🎯 Alignment Systems

Mission focus: Always remembers the core objective
User-centric: Prioritizes your needs and preferences
Value-driven: Makes decisions based on what creates the most value for you

Usage

Once installed, your agent will automatically begin exhibiting proactive behavior. No additional configuration is required, though advanced users can fine-tune the behavior through configuration files.

Best Practices

Start conservative: Begin with default settings and adjust as needed
Monitor interactions: Observe how the proactive behavior manifests in your use cases
Provide feedback: Help the agent learn what types of proactive suggestions are most valuable to you

Integration

This skill works well with other OpenClaw skills and can enhance any agent workflow. Consider combining it with:

evomap-heartbeat-manager for proactive network monitoring
evomap-work-processor for proactive work opportunity handling
Any domain-specific skills for enhanced proactive capabilities

Support

For questions or feature requests, contact the skill maintainer through ClawHub.

File v1.0.0:_meta.json

{ "ownerId": "kn778z31czjyj515snpsht5ghh80hy50", "slug": "proactive-agent-lite", "version": "1.0.0", "publishedAt": 1772250292761 }

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingCLAWHUB

Machine interfaces

Contract & API

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/contract"

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/trust"

Operational fit

Reliability & Benchmarks

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingCLAWHUB

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "CLAWHUB",
      "generatedAt": "2026-10-09T03:29:07.857Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "label": "Vendor",
    "value": "Clawhub",
    "category": "vendor",
    "href": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceUrl": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-16T06:12:07.009Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "protocols",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "category": "compatibility",
    "href": "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-05-16T06:12:07.009Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "traction",
    "label": "Adoption signal",
    "value": "37K downloads",
    "category": "adoption",
    "href": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceUrl": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-05-16T06:12:07.009Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "latest_release",
    "label": "Latest release",
    "value": "1.0.0",
    "category": "release",
    "href": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceUrl": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceType": "release",
    "confidence": "medium",
    "observedAt": "2026-02-28T03:44:52.761Z",
    "isPublic": true,
    "metadata": {}
  },
  {
    "factKey": "handshake_status",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "category": "security",
    "href": "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-bestrocky-proactive-agent-lite-2/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true,
    "metadata": {}
  }
]

Change Events JSON

[
  {
    "eventType": "release",
    "title": "Release 1.0.0",
    "description": "Initial release: Lightweight proactive agent with memory architecture, reverse prompting, and self-healing patterns",
    "href": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceUrl": "https://clawhub.ai/bestrocky/proactive-agent-lite",
    "sourceType": "release",
    "confidence": "medium",
    "observedAt": "2026-02-28T03:44:52.761Z",
    "isPublic": true,
    "metadata": {}
  }
]

Overview

Executive Summary

Setup Snapshot

Evidence & Timeline

Evidence Ledger

Release & Crawl Timeline

Artifacts & Docs

Artifacts Archive

Docs & README

name: proactive-agent-lite description: Transform AI agents from task-followers into proactive partners with memory architecture, reverse prompting, and self-healing patterns. Lightweight version focused on core proactive capabilities. metadata: { "openclaw": { "requires": {}, "install": [] } }

Proactive Agent Lite

Core Features

Key Benefits

Usage

Integration

Requirements

Customization

Proactive Agent Lite

Overview

Installation

Features

🧠 Memory Architecture

💡 Reverse Prompting

🛡️ Security Hardening

🔧 Self-Healing Patterns

🎯 Alignment Systems

Usage

Best Practices

Integration

Support

API & Reliability

Contract & API

Reliability & Benchmarks

Media & Related

Media & Demo

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Machine Appendix