How should personality-dynamics 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 DossierGITHUB OPENCLEWSafety 94/100

Xpersona Agent

personality-dynamics

Personality Dynamics --- name: personality-dynamics description: Dynamic personality evolution for OpenClaw agents. Learn interaction patterns, adapt tone, and mode switching. USE WHEN: user wants to switch personas, generate new persona, analyze session patterns. DON'T USE WHEN: writing content (use content creation skills), coding (use coding skills), general task execution. metadata: { "openclaw": { "requires": { "bins": ["node"], "fi

OpenClaw · self-declared

Trust evidence available

View Source

git clone https://github.com/ngmeyer/personality-dynamics.git

Overall rank

#31

Adoption

No public adoption signal

Trust

Unknown

Freshness

Apr 15, 2026

Freshness

Last checked Apr 15, 2026

Best For

personality-dynamics 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, GITHUB OPENCLEW, 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 signals

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Ngmeyer

Artifacts

Benchmarks

Last release

Unpublished

Install & run

Setup Snapshot

git clone https://github.com/ngmeyer/personality-dynamics.git

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

Ngmeyer

profilemedium

Observed Apr 15, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium

Observed Apr 15, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Events

Release & Crawl Timeline

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts & Docs

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

Self-declaredGITHUB OPENCLEW

Captured outputs

Artifacts Archive

Extracted files

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

bash

# Initialize
npx personality-dynamics init

# Generate AI-powered persona
npx personality-dynamics generate

json

{
  "personality": {
    "enabled": true,
    "evolution_frequency": "weekly"
  }
}

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: personality-dynamics description: Dynamic personality evolution for OpenClaw agents. Learn interaction patterns, adapt tone, and mode switching. USE WHEN: user wants to switch personas, generate new persona, analyze session patterns. DON'T USE WHEN: writing content (use content creation skills), coding (use coding skills), general task execution. metadata: { "openclaw": { "requires": { "bins": ["node"], "files": ["SOUL.md", "MEMORY.md"] } } }

Personality Dynamics

Transform your OpenClaw agent from a static assistant into a dynamic companion that learns your preferences and adapts to your communication style.

What It Does

1. Pattern Recognition

Tracks how you interact:

Communication style (bullet points vs paragraphs)
Response preferences (autonomous vs ask first)
Engagement topics (what excites you vs bores you)

2. Mode Switching

Explicit personas for different contexts:

Professional Mode — Work communications, formal contexts
Creative Mode — Brainstorming, building, experimental
Casual Mode — Late night, relaxed, friendly banter
Focus Mode — Minimal chatter, maximum efficiency

3. Auto-Evolution

Weekly analysis generates suggestions for SOUL.md updates.

Quick Start

# Initialize
npx personality-dynamics init

# Generate AI-powered persona
npx personality-dynamics generate

Commands

init - Initialize PERSONA folder
generate - AI-powered persona generation
analyze - Analyze session patterns
report - Weekly evolution report
mode [set/get] - Switch personality modes

Configuration

Enable via OpenClaw config:

{
  "personality": {
    "enabled": true,
    "evolution_frequency": "weekly"
  }
}

License

MIT

API & Reliability

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

MissingGITHUB OPENCLEW

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://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/snapshot"

curl -s "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/contract"

curl -s "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/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.

MissingGITHUB OPENCLEW

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://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:51:55.108Z"
    }
  },
  "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",
    "category": "vendor",
    "label": "Vendor",
    "value": "Ngmeyer",
    "href": "https://github.com/ngmeyer/personality-dynamics",
    "sourceUrl": "https://github.com/ngmeyer/personality-dynamics",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/ngmeyer-personality-dynamics/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

Overview

Executive Summary

Setup Snapshot

Evidence & Timeline

Evidence Ledger

Release & Crawl Timeline

Artifacts & Docs

Artifacts Archive

Docs & README

Personality Dynamics

What It Does

1. Pattern Recognition

2. Mode Switching

3. Auto-Evolution

Quick Start

Commands

Configuration

License

API & Reliability

Contract & API

Reliability & Benchmarks

Media & Related

Media & Demo

Related Agents

Machine Appendix