> ## Documentation Index
> Fetch the complete documentation index at: https://docs.actionmodel.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Agent History

> Complete audit trails of every action your AI workforce takes. Watch replays, debug workflows, analyze performance, and maintain compliance with comprehensive execution history.

<Frame>
  <img src="https://mintcdn.com/actionmodel/_DbFFOF81VIuT416/actionist/images/agentHistoryHero.png?fit=max&auto=format&n=_DbFFOF81VIuT416&q=85&s=a428794e5d308ff3a71a192b14d4ff6e" alt="Agent History Hero Pn" width="1000" height="300" data-path="actionist/images/agentHistoryHero.png" />
</Frame>

## Every Action, Recorded. Every Decision, Transparent.

Agent History transforms your AI workforce from a black box into a **glass box operation**. Every click, every decision, every data point is captured, searchable, and replayable—giving you unprecedented visibility into your automation empire.

<Warning>
  **The Trust Factor**: Unlike traditional automation that runs invisibly, Agent History provides complete transparency and accountability for every automated action, building trust with stakeholders and ensuring compliance.
</Warning>

## Visual History Overview

## Core History Features

<CardGroup cols={3}>
  <Card title="Screen Recording" icon="video" color="#9333ea">
    Watch exactly what your agent did with full video replay
  </Card>

  <Card title="Action Logs" icon="list-timeline" color="#3b82f6">
    Detailed timestamped log of every action and decision
  </Card>

  <Card title="Performance Analytics" icon="chart-mixed" color="#10b981">
    Execution times, success rates, and optimization insights
  </Card>

  <Card title="Error Debugging" icon="bug" color="#ef4444">
    Identify exactly where and why workflows failed
  </Card>

  <Card title="Compliance Audit" icon="shield-check" color="#f59e0b">
    Maintain complete audit trails for regulatory requirements
  </Card>

  <Card title="Time Travel" icon="clock-rotate-left" color="#8b5cf6">
    Rewind to any point in execution history
  </Card>
</CardGroup>

## History Dashboard Interface

### Real-Time Monitoring & Historical Analysis

<Tabs>
  <Tab title="Live View">
    **Watch Your Agents in Real-Time**

    The live view shows currently executing workflows with:

    * Real-time screen streaming
    * Live action feed
    * Current variable states
    * Performance metrics
    * Resource utilization
    * Active decision points

    **Features:**

    * Pause/resume execution
    * Manual intervention capability
    * Live debugging tools
    * Performance profiling
    * Alert notifications
  </Tab>

  <Tab title="Timeline View">
    **Interactive Execution Timeline**

    Visual timeline showing:

    * Start and end points
    * Action sequences
    * Decision branches taken
    * Wait times and delays
    * Error occurrences
    * Human confirmations

    **Navigation:**

    * Click any point to jump to that moment
    * Zoom in/out for detail levels
    * Filter by action types
    * Search specific events
    * Export timeline data
  </Tab>

  <Tab title="Grid View">
    **Multi-Agent Monitoring**

    Monitor multiple agents simultaneously:

    * 2x2, 3x3, or 4x4 grid layouts
    * Synchronized playback
    * Compare execution patterns
    * Identify bottlenecks
    * Team performance overview

    **Perfect for:**

    * Parallel workflow monitoring
    * Performance comparison
    * Training verification
    * Quality assurance
  </Tab>

  <Tab title="Analytics View">
    **Deep Performance Insights**

    Comprehensive analytics dashboard:

    * Success/failure rates
    * Average execution times
    * Resource consumption
    * Cost per automation
    * ROI calculations
    * Trend analysis

    **Metrics Include:**

    * Actions per minute
    * Error frequency
    * Human intervention rate
    * Platform-specific performance
    * Workflow optimization opportunities
  </Tab>
</Tabs>

## Search & Filter Capabilities

### Find Any Action, Instantly

<AccordionGroup>
  <Accordion title="Advanced Search" icon="magnifying-glass-plus">
    **Search Across All History:**

    Search by:

    * **Text Content**: Find where specific text was typed or seen
    * **URLs**: Locate all interactions with specific websites
    * **Dates/Times**: Filter by execution timeframes
    * **Agents**: Search specific agent histories
    * **Workflows**: Find all executions of particular workflows
    * **Status**: Filter by success, failure, or partial completion
    * **Variables**: Search for specific variable values used

    **Search Operators:**

    * AND/OR/NOT logic
    * Wildcards and regex
    * Date ranges
    * Numeric comparisons
  </Accordion>

  <Accordion title="Smart Filters" icon="filter">
    **Pre-built Filter Sets:**

    Quick filters for common searches:

    * Failed executions in last 24 hours
    * Workflows requiring human confirmation
    * Slowest performing workflows
    * Most error-prone processes
    * High-value transactions
    * Compliance-required audits

    **Custom Filter Builder:**

    * Save frequently used filters
    * Share filters with team
    * Schedule filter reports
    * Set up filter alerts
  </Accordion>

  <Accordion title="Pattern Recognition" icon="diagram-project">
    **AI-Powered Pattern Detection:**

    The system automatically identifies:

    * Recurring errors
    * Performance degradation patterns
    * Unusual execution paths
    * Optimization opportunities
    * Security anomalies
    * Compliance violations

    **Insights Generated:**

    * "This workflow fails 40% more on Mondays"
    * "Loading time increased 25% since last update"
    * "This decision branch is never taken"
  </Accordion>
</AccordionGroup>

<Frame>
  <img src="https://mintcdn.com/actionmodel/_DbFFOF81VIuT416/actionist/images/playbackFeatures.png?fit=max&auto=format&n=_DbFFOF81VIuT416&q=85&s=7f5ebeae9443dddd0e28aeb5a63d7468" alt="Playback Features Pn" width="1000" height="400" data-path="actionist/images/playbackFeatures.png" />
</Frame>

## Playback Features

### More Than Just Video

<Steps>
  <Step title="Visual Replay">
    **Full Screen Recording Playback:**

    * HD quality recording
    * Variable playback speed (0.5x - 4x)
    * Frame-by-frame stepping
    * Screenshot capture at any point
    * Annotation tools for review
  </Step>

  <Step title="Action Timeline">
    **Synchronized Action Log:**

    * Click actions with coordinates
    * Keyboard inputs (sanitized)
    * Wait times and delays
    * API calls and responses
    * Decision logic executed
  </Step>

  <Step title="Variable State">
    **Track Data Flow:**

    * Variable values at each step
    * Data transformations
    * Memory access logs
    * External data fetches
    * Calculation results
  </Step>

  <Step title="Debug Mode">
    **Developer-Friendly Tools:**

    * Network traffic logs
    * Console output
    * Error stack traces
    * Performance profiling
    * Resource monitoring
  </Step>
</Steps>

## Performance Analytics

### Actionable Insights from History

<Info>
  **Continuous Improvement**: Every workflow execution contributes to performance analytics, helping identify optimization opportunities automatically.
</Info>

<Tabs>
  <Tab title="Execution Metrics">
    | Metric                 | Description                 | Use Case                       |
    | ---------------------- | --------------------------- | ------------------------------ |
    | **Success Rate**       | % of successful completions | Identify problematic workflows |
    | **Average Duration**   | Mean execution time         | Spot performance degradation   |
    | **Error Frequency**    | Errors per 100 runs         | Prioritize debugging efforts   |
    | **Cost per Run**       | Computed resource cost      | ROI calculation                |
    | **Human Intervention** | % requiring confirmation    | Automation completeness        |
  </Tab>

  <Tab title="Trend Analysis">
    **Performance Over Time:**

    Track how your automations evolve:

    * Daily/weekly/monthly trends
    * Before/after workflow updates
    * Seasonal patterns
    * Peak usage periods
    * Degradation detection

    **Predictive Analytics:**

    * Forecast failure likelihood
    * Predict maintenance needs
    * Estimate completion times
    * Resource requirement planning
  </Tab>

  <Tab title="Comparative Analysis">
    **Benchmark Your Automation:**

    Compare:

    * Different workflow versions
    * Multiple agents on same task
    * Desktop vs Cloud VPC execution
    * Various input parameters
    * Time period comparisons

    **Optimization Recommendations:**

    * "Version 2.3 is 40% faster"
    * "Agent B completes with 95% success vs 80%"
    * "Cloud execution saves 3 minutes"
  </Tab>
</Tabs>

## Compliance & Audit

### Enterprise-Grade Audit Trails

<CardGroup cols={2}>
  <Card title="Regulatory Compliance" icon="gavel" color="#9333ea">
    **Meet Any Standard:**

    * GDPR data processing logs
    * SOC 2 audit trails
    * HIPAA activity monitoring
    * Financial regulation compliance
    * Custom compliance frameworks

    **Features:**

    * Immutable audit logs
    * Cryptographic verification
    * Timestamp authentication
    * User attribution
    * Change tracking
  </Card>

  <Card title="Security Monitoring" icon="shield-halved" color="#3b82f6">
    **Detect & Prevent Issues:**

    * Unusual access patterns
    * Unauthorized action attempts
    * Data exfiltration detection
    * Privilege escalation alerts
    * Anomaly detection

    **Response Capabilities:**

    * Instant alerts
    * Automatic workflow suspension
    * Incident recording
    * Forensic analysis tools
  </Card>
</CardGroup>

## Data Management

### Storage & Retention Options

<AccordionGroup>
  <Accordion title="Storage Tiers" icon="database">
    **Flexible Storage Options:**

    | Tier        | Retention | Storage | Access Speed | Cost       |
    | ----------- | --------- | ------- | ------------ | ---------- |
    | **Hot**     | 7 days    | SSD     | Instant      | Included   |
    | **Warm**    | 30 days   | HDD     | \<1 min      | Included   |
    | **Cold**    | 90 days   | Cloud   | \<5 min      | +\$0.05/GB |
    | **Archive** | Unlimited | Glacier | \<12 hrs     | +\$0.01/GB |
  </Accordion>

  <Accordion title="Export Options" icon="download">
    **Multiple Export Formats:**

    Export history data for external analysis:

    * **CSV**: Structured action logs
    * **JSON**: Complete execution data
    * **MP4**: Video recordings
    * **PDF**: Compliance reports
    * **API**: Programmatic access

    **Bulk Export Features:**

    * Date range selection
    * Workflow filtering
    * Compression options
    * Scheduled exports
    * Direct cloud storage integration
  </Accordion>

  <Accordion title="Privacy Controls" icon="user-lock">
    **Data Protection:**

    * Automatic PII redaction
    * Password masking
    * Credit card hiding
    * SSN obfuscation
    * Custom redaction rules

    **Access Controls:**

    * Role-based viewing permissions
    * Time-limited access tokens
    * IP restrictions
    * Audit log of history access
    * Data encryption at rest
  </Accordion>
</AccordionGroup>

<Frame>
  <img src="https://mintcdn.com/actionmodel/_DbFFOF81VIuT416/actionist/images/historyUseCases.png?fit=max&auto=format&n=_DbFFOF81VIuT416&q=85&s=2819979beabc2fccf94cb47de82f7035" alt="History Use Cases Pn" width="1000" height="300" data-path="actionist/images/historyUseCases.png" />
</Frame>

## Use Cases

### Real-World Applications

<Tabs>
  <Tab title="Quality Assurance">
    **Scenario**: E-commerce order processing

    **How History Helps:**

    * Review failed order workflows
    * Identify why certain products cause errors
    * Verify correct pricing applied
    * Ensure shipping calculations accurate
    * Validate inventory updates

    **Result**: 99.9% order accuracy
  </Tab>

  <Tab title="Training & Onboarding">
    **Scenario**: New employee onboarding

    **How History Helps:**

    * Show new hires how workflows execute
    * Use recordings for training materials
    * Demonstrate best practices
    * Review common error scenarios
    * Create standard operating procedures

    **Result**: 70% faster onboarding
  </Tab>

  <Tab title="Customer Support">
    **Scenario**: Investigating customer complaints

    **How History Helps:**

    * Find exact interaction with customer data
    * Verify actions taken on account
    * Identify if automation caused issue
    * Provide evidence of correct processing
    * Generate audit reports for customer

    **Result**: 5-minute issue resolution
  </Tab>

  <Tab title="Continuous Improvement">
    **Scenario**: Workflow optimization

    **How History Helps:**

    * Identify slowest steps
    * Find unnecessary actions
    * Detect redundant workflows
    * Analyze failure patterns
    * Test optimization impact

    **Result**: 40% performance improvement
  </Tab>
</Tabs>

## Alerts & Notifications

### Stay Informed About Important Events

<CardGroup cols={3}>
  <Card title="Error Alerts" icon="triangle-exclamation" color="#ef4444">
    Instant notification when workflows fail or encounter errors
  </Card>

  <Card title="Performance Alerts" icon="gauge-high" color="#f59e0b">
    Warnings when execution time exceeds thresholds
  </Card>

  <Card title="Compliance Alerts" icon="scale-balanced" color="#9333ea">
    Notifications for audit-required events or violations
  </Card>

  <Card title="Success Confirmations" icon="check-circle" color="#10b981">
    Confirmations for critical workflow completions
  </Card>

  <Card title="Anomaly Detection" icon="radar" color="#3b82f6">
    AI-detected unusual patterns or behaviors
  </Card>

  <Card title="Custom Triggers" icon="bell" color="#8b5cf6">
    User-defined alert conditions
  </Card>
</CardGroup>

## Advanced Features

### Enterprise Power Tools

<AccordionGroup>
  <Accordion title="Workflow Debugging" icon="bug-slash">
    **Professional Debugging Suite:**

    * Set breakpoints in workflows
    * Step through execution
    * Inspect variable states
    * Modify values on-the-fly
    * Test alternative paths

    **Time-Travel Debugging:**

    * Replay from any point
    * Change parameters
    * Test "what-if" scenarios
    * Compare outcomes
  </Accordion>

  <Accordion title="Team Collaboration" icon="users">
    **Collaborative Review Tools:**

    * Share playback sessions
    * Add timestamped comments
    * Tag team members
    * Create review tasks
    * Approval workflows

    **Knowledge Sharing:**

    * Create clips from history
    * Build training libraries
    * Share best practices
    * Document edge cases
  </Accordion>

  <Accordion title="API Access" icon="webhook">
    **Programmatic History Access:**

    ```python theme={null}
    # Fetch execution history
    history = actionist.get_history(
        workflow_id="sales_pipeline",
        date_range="last_7_days",
        status="all"
    )

    # Analyze performance
    metrics = history.calculate_metrics()
    print(f"Success rate: {metrics.success_rate}%")
    print(f"Avg duration: {metrics.avg_duration}s")
    ```

    **Available Endpoints:**

    * GET /history/executions
    * GET /history/playback/id
    * GET /history/analytics
    * POST /history/export
    * DELETE /history/purge
  </Accordion>
</AccordionGroup>

## History Analytics Dashboard

### Key Performance Indicators

| KPI                      | Current          | Target | Status |
| ------------------------ | ---------------- | ------ | ------ |
| **History Coverage**     | 100%             | 100%   | ✅      |
| **Playback Available**   | 98.5%            | >95%   | ✅      |
| **Search Speed**         | \<500ms          | \<1s   | ✅      |
| **Storage Efficiency**   | 10:1 compression | 8:1    | ✅      |
| **Retention Compliance** | 100%             | 100%   | ✅      |

<Frame>
  <img src="https://mintcdn.com/actionmodel/_DbFFOF81VIuT416/actionist/images/gettingStartedHistory.png?fit=max&auto=format&n=_DbFFOF81VIuT416&q=85&s=cf9021659d9d48c5602c006bccbcff8b" alt="Getting Started History Pn" width="1000" height="300" data-path="actionist/images/gettingStartedHistory.png" />
</Frame>

## Getting Started with History

<Steps>
  <Step title="Enable Recording">
    History recording is enabled by default for all workflows
  </Step>

  <Step title="Access History">
    Click the History tab in your Actionist dashboard
  </Step>

  <Step title="Search or Browse">
    Use search to find specific executions or browse recent runs
  </Step>

  <Step title="Analyze Performance">
    Review analytics to identify optimization opportunities
  </Step>

  <Step title="Export for Compliance">
    Generate audit reports as needed
  </Step>
</Steps>

<Note>
  **Storage Included**: All Actionist plans include 30 days of history storage. Extend retention with affordable archive options for long-term compliance needs.
</Note>

<CardGroup cols={3}>
  <Card title="View Demo" icon="play" color="#9333ea" href="/actionist/app-demos-and-examples">
    See history in action
  </Card>

  <Card title="Best Practices" icon="book" color="#3b82f6" href="/actionist/agents-and-workflows">
    Optimize your workflows
  </Card>

  <Card title="API Docs" icon="code" color="#10b981" href="/apis/lam-api">
    Integrate with your tools
  </Card>
</CardGroup>

***

**Agent History: Complete transparency. Total accountability. Continuous improvement.**

**Every action matters. Every decision counts. Everything is recorded.**
