Conversation Analyzer

Intelligent conversation analysis, summarization, and conclusion recording. Analyzes user personality, tracks tasks, checks incomplete tasks, and writes to m...

Security Scan

The skill's code, instructions, and file access are consistent with a conversation-analysis/task-tracking tool that reads/writes workspace memory files and requests platform services (LLM, sessions_history, Feishu) to act — nothing obvious is disproportionate or unrelated to its stated purpose.

Purpose & Capability

Name/description match the actual behavior: scripts read/write USER.md, MEMORY.md, HEARTBEAT.md, scan WORKING.md and session history, and produce analysis and Feishu notifications. There are no unrelated binaries or credentials requested. Expectation of calling platform tools (LLM, sessions_history, Feishu integration) is coherent for this purpose.

Instruction Scope

Runtime instructions and scripts operate on workspace files (USER.md, MEMORY.md, HEARTBEAT.md, WORKING.md, SESSION-STATE.md) and rely on sessions_history and the platform's LLM/external-notification tooling. This is in-scope, but 'call appropriate skill tools if needed' is somewhat open-ended and grants the platform discretion to fetch/send conversation content. The skill itself does not perform outbound network calls in its code; Feishu notifications are described for the platform to send.

Install Mechanism

No install spec — instruction-only skill with bundled scripts. No downloads or extract steps. Low installation risk.

Credentials

The skill declares no environment variables or credentials and only reads OPENCLAW_WORKSPACE (or HOME). It references sending Feishu notifications but does not declare Feishu credentials; this is reasonable if the OpenClaw platform provides Feishu integration, but users should verify how Feishu auth is provisioned and whether the platform will share or require credentials.

Persistence & Privilege

always:false and user-invocable; the skill only reads/writes files in the workspace and does not attempt to modify other skills or system-wide configs. No elevated persistence requested.

Assessment

This skill is internally consistent with a conversation-analyzer: it reads and updates local workspace files (USER.md, MEMORY.md, HEARTBEAT.md, WORKING.md), uses session history and the platform LLM to analyze conversations, and asks the platform to send Feishu notifications. Before installing, consider: 1) these scripts will read full conversation history and write to your USER.md and MEMORY.md — review those files and back them up if they contain sensitive data; 2) Feishu notifications require integration/credentials on the OpenClaw platform — confirm how Feishu auth is provided and that you’re comfortable with notifications being sent; 3) review sessions_history/tool permissions on your agent so you know which conversations will be accessible to this skill. If you need stricter data controls, avoid autorunning cron entries and run manually after review.

Intelligent conversation analysis, summarization, and conclusion recording

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Core Features

1. User Personality Analysis

Analysis Dimensions:

• Personal Traits: Personality, communication style, decision-making patterns
• Preferences: Technical preferences, tool choices, content types
• Skills: Tech stack, professional capabilities, familiar domains
• Experience: Career path, project experience, growth trajectory
• Background: Work environment, team role, industry background
• Emotional State: Stress level, satisfaction, focus areas
• Current Activities: Current projects, key tasks, daily activities
• Future Goals: Goals, plans, expectations

Execution:

• Read existing USER.md records
• Merge new analysis results
• Update USER.md
• Call appropriate skill tools if needed

2. Conversation Task & Demand Analysis

Analysis Dimensions:

• Requested Tasks: Specific tasks, completion status
• Predicted Future Needs: Predict next steps based on patterns
• Error Records: Understanding deviations, execution errors, improvement points

Execution:

• Read "Conversation Analysis" records in MEMORY.md
• Incrementally write new analysis results
• Call appropriate skill tools if needed

3. Incomplete Task Detection

Check Scope:

• Todo items mentioned in conversation
• Promised but incomplete items
• Exclude tasks marked as "not needed" in MEMORY.md

Execution:

• List incomplete tasks
• Send inquiry messages via Feishu
• If no incomplete tasks, send "No incomplete tasks found"

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Trigger Conditions

Scenario	Trigger Method
Auto-trigger	Every 10 conversations (via HEARTBEAT.md counter)
Scheduled trigger	Daily at 12:00 and 24:00 (cron)
Manual trigger	User inputs "analyze conversation", "summary", "check tasks"

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Analysis Workflow

Every 10 Conversations

Conversation counter +1
    ↓
Counter >= 10?
    ↓ YES
Reset counter
    ↓
Execute 3 analysis tasks
    ↓
Update memory files

Daily Scheduled Analysis (12:00, 24:00)

Cron trigger
    ↓
Analyze all conversations from 00:00 to current time
    ↓
Execute 3 analysis tasks
    ↓
Update memory files
    ↓
Send Feishu notification for incomplete tasks

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File Operations

Input Files

• HEARTBEAT.md - Conversation counter, task tracking
• USER.md - User profile records
• MEMORY.md - Long-term memory, conversation analysis history
• SESSION-STATE.md - Current session state
• Chat history (via sessions_history tool)

Output Files

• USER.md - Updated user profile
• MEMORY.md - Appended conversation analysis
• HEARTBEAT.md - Reset conversation counter
• Feishu messages - Task notifications

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Usage

# Manual trigger analysis
node skills/conversation-analyzer/scripts/analyze.js

# Check incomplete tasks only
node skills/conversation-analyzer/scripts/check-tasks.js

# Daily full analysis (0:00 to now)
node skills/conversation-analyzer/scripts/daily-analysis.js

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Cron Configuration

Add to crontab

# Daily analysis at 12:00 and 24:00
0 12,0 * * * cd ~/.openclaw/workspace && node skills/conversation-analyzer/scripts/daily-analysis.js > /dev/null 2>&1

Or use OpenClaw cron

openclaw cron add "0 12,0 * * *" "conversation-analyzer/daily-analysis"

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Integration with HEARTBEAT.md

The skill reads and updates HEARTBEAT.md:

## Conversation Counter
- Current count: 0
- Last analysis: 2026-03-24 21:00
- Threshold: 10 conversations

When counter reaches 10:

1. Execute personality analysis
2. Execute task analysis
3. Execute incomplete task check
4. Reset counter to 0

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Task Status Definitions

Status	Meaning
Queue	Waiting to start
Active	In progress
Waiting	Blocked/Waiting
Done	Completed
Aborted	Cancelled
NotNeeded	Explicitly marked as not required

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Transform passive responses into proactive insights 🎯