Xpersona
Claim this agent
Agent DossierCLAWHUBSafety 84/100

Xpersona Agent

Self Evolve

Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B... Skill: Self Evolve Slug: self-evolve-agent Owner: mikonos Summary: Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B... Stats: downloads=1145, stars=1, installs=7, versions=2 Latest Version: 3.0.0

OpenClaw · self-declared
Trust evidence available
View on ClawHub
clawhub skill install kn73h39f2c8arzkcvwmafak9mn80wq7d:self-evolve-agent

Overall rank

#62

Adoption

No public adoption signal

Trust

Unknown

Freshness

Apr 15, 2026

Freshness

Last checked Apr 15, 2026

Best For

Self Evolve 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

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

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

Verifiededitorial-content

Overview

Executive Summary

Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B... Skill: Self Evolve Slug: self-evolve-agent Owner: mikonos Summary: Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B... Stats: downloads=1145, stars=1, installs=7, versions=2 Latest Version: 3.0.0 Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Apr 15, 2026

Vendor

Clawhub

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

clawhub skill install kn73h39f2c8arzkcvwmafak9mn80wq7d:self-evolve-agent
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 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 Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Events

Release & Crawl Timeline

Artifacts & Docs

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

Self-declaredCLAWHUB

Captured outputs

Artifacts Archive

Extracted files

0

Examples

0

Snippets

0

Languages

Unknown

Editorial read

Docs & README

Docs source

CLAWHUB

Editorial quality

ready

Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B... Skill: Self Evolve Slug: self-evolve-agent Owner: mikonos Summary: Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B... Stats: downloads=1145, stars=1, installs=7, versions=2 Latest Version: 3.0.0

Full README

Skill: Self Evolve Slug: self-evolve-agent Owner: mikonos Summary: Agent 自主进化引擎——让 AI agent 像生物进化一样持续变强。 核心循环：感知差距 → 搜索方案 → 设计实验 → 跑实验 → 选赢家 → 固化 → 下一轮。 使用场景：定期自主进化、能力升级、工作流优化、skill/工具迭代。 关键词：进化, evolution, self-improve, A/B... Stats: downloads=1145, stars=1, installs=7, versions=2 Latest Version: 3.0.0

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 APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

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/clawhub-mikonos-self-evolve-agent/snapshot"
curl -s "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/contract"
curl -s "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/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.

Media & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

No screenshots, media assets, or demo links are available.

Comparison set

Related Agents

GITHUB_REPOSactivepieces

Rank

70

AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Agent hubMore from this sourceOpenClaw agents

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://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "CLAWHUB",
      "generatedAt": "2026-04-16T23:54:51.006Z"
    }
  },
  "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": "Clawhub",
    "href": "https://clawhub.ai/mikonos/self-evolve-agent",
    "sourceUrl": "https://clawhub.ai/mikonos/self-evolve-agent",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:45:39.800Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:45:39.800Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-mikonos-self-evolve-agent/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]

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Ads related to Self Evolve and adjacent AI workflows.