{
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  "item": {
    "slug": "genome-manager",
    "name": "Genome Manager",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/KyleChen26/genome-manager",
    "canonicalUrl": "https://clawhub.ai/KyleChen26/genome-manager",
    "targetPlatform": "OpenClaw"
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    "sourcePlatform": "tencent",
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    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md",
      "scripts/genome_manager.py"
    ],
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    "quickSetup": [
      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
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      "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
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        "Download the package from Yavira.",
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        "Paste one of the prompts below and point your agent at the extracted folder."
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          "label": "New install",
          "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
        },
        {
          "label": "Upgrade existing",
          "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
        }
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      "checkedAt": "2026-04-30T16:55:25.780Z",
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        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/genome-manager"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    },
    "downloadPageUrl": "https://openagent3.xyz/downloads/genome-manager",
    "agentPageUrl": "https://openagent3.xyz/skills/genome-manager/agent",
    "manifestUrl": "https://openagent3.xyz/skills/genome-manager/agent.json",
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    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "Download the package from Yavira.",
      "Extract it into a folder your agent can access.",
      "Paste one of the prompts below and point your agent at the extracted folder."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
      },
      {
        "label": "Upgrade existing",
        "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
      }
    ]
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  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "Genome Manager",
        "body": "Manages the Genome Evolution Protocol (GEP) genomes - structured success patterns that enable AI agents to self-evolve."
      },
      {
        "title": "What are Genomes?",
        "body": "Genomes are encoded patterns of successful agent behavior:\n\nTask Type: Classification (research, debug, security, etc.)\nApproach: Steps, tools, prompts used\nOutcome: Success metrics, timing, quality scores\nLineage: Parent genomes, mutation history"
      },
      {
        "title": "When to Use This Skill",
        "body": "Use when:\n\nExtracting successful patterns from completed tasks\nCreating reusable genome libraries\nMutating genomes for optimization\nTracking genome performance over time\nPreparing genomes for EvoMap sharing"
      },
      {
        "title": "Genome Lifecycle",
        "body": "Experience → Encode → Store → Retrieve → Adopt → Evolve → Share"
      },
      {
        "title": "CLI Usage",
        "body": "This skill provides a command-line tool for genome management:\n\n# Create a new genome\npython3 scripts/genome_manager.py create \\\n  --name research-comprehensive-v1 \\\n  --task-type research \\\n  --steps \"search,extract,synthesize\" \\\n  --tools \"web_search,web_fetch\" \\\n  --success-rate 0.95 \\\n  --sample-size 50\n\n# List all genomes\npython3 scripts/genome_manager.py list\n\n# Get a specific genome\npython3 scripts/genome_manager.py get research-comprehensive-v1\n\n# Create a mutated copy\npython3 scripts/genome_manager.py mutate research-comprehensive-v1 \\\n  --type evolution \\\n  --changes \"added verification step\"\n\n# Validate genome quality\npython3 scripts/genome_manager.py validate research-comprehensive-v1"
      },
      {
        "title": "Programmatic Usage",
        "body": "# Import from skill directory\nimport sys\nsys.path.insert(0, \"{baseDir}/scripts\")\nfrom genome_manager import create_genome, list_genomes\n\n# Create genome programmatically\ngenome = create_genome(args)"
      },
      {
        "title": "Genome Schema",
        "body": "{\n  \"genome_id\": \"uuid-v4\",\n  \"name\": \"research-comprehensive-v1\",\n  \"task_type\": \"research\",\n  \"version\": \"1.0.0\",\n  \"created_at\": \"ISO-8601\",\n  \"approach\": {\n    \"steps\": [\"step1\", \"step2\"],\n    \"tools\": [\"tool1\", \"tool2\"],\n    \"prompts\": [\"prompt_ref\"],\n    \"config\": {}\n  },\n  \"outcome\": {\n    \"success_rate\": 0.95,\n    \"avg_duration_seconds\": 180,\n    \"user_satisfaction\": 0.92,\n    \"sample_size\": 50\n  },\n  \"lineage\": {\n    \"parent_id\": \"parent-uuid or null\",\n    \"generation\": 1,\n    \"mutations\": [\n      {\"type\": \"evolution\", \"timestamp\": \"...\", \"changes\": \"...\"}\n    ]\n  },\n  \"tags\": [\"research\", \"comprehensive\", \"verified\"]\n}"
      },
      {
        "title": "Storage Locations",
        "body": "Default genome storage:\n\nmemory/genomes/*.json - Local genome library\n~/.openclaw/genomes/ - Shared across agents\nEvoMap network - Distributed sharing (future)"
      },
      {
        "title": "Mutation Types",
        "body": "TypeDescriptionUse CaseevolutionIncremental improvementRefine existing patternadaptationContext-specific changeAdjust for new domainspecializationNarrow scopeOptimize for specific sub-taskcrossoverCombine two genomesMerge successful patterns"
      },
      {
        "title": "Validation Rules",
        "body": "Before saving a genome:\n\nSuccess rate >= 0.8 (proven pattern)\n Sample size >= 3 (not luck)\n No credentials in prompts\n Steps are reproducible\n Tools are available"
      },
      {
        "title": "Security",
        "body": "Genomes never contain API keys or credentials\nAll paths use {baseDir} for portability\nReview before sharing to EvoMap network\nValidate mutations don't break security rules"
      },
      {
        "title": "Integration with EvoAgentX",
        "body": "from evoagentx import Workflow\nfrom genome_manager import Genome\n\n# Load genome into EvoAgentX workflow\ngenome = Genome.load(\"research-comprehensive-v1\")\nworkflow = Workflow.from_genome(genome)\n\n# Evolve it further\nevolution = await workflow.evolve(dataset=test_cases)"
      },
      {
        "title": "Version History",
        "body": "1.0.0: Core genome CRUD operations\n1.0.1: Added mutation tracking"
      }
    ],
    "body": "Genome Manager\n\nManages the Genome Evolution Protocol (GEP) genomes - structured success patterns that enable AI agents to self-evolve.\n\nWhat are Genomes?\n\nGenomes are encoded patterns of successful agent behavior:\n\nTask Type: Classification (research, debug, security, etc.)\nApproach: Steps, tools, prompts used\nOutcome: Success metrics, timing, quality scores\nLineage: Parent genomes, mutation history\nWhen to Use This Skill\n\nUse when:\n\nExtracting successful patterns from completed tasks\nCreating reusable genome libraries\nMutating genomes for optimization\nTracking genome performance over time\nPreparing genomes for EvoMap sharing\nGenome Lifecycle\nExperience → Encode → Store → Retrieve → Adopt → Evolve → Share\n\nQuick Start\nCLI Usage\n\nThis skill provides a command-line tool for genome management:\n\n# Create a new genome\npython3 scripts/genome_manager.py create \\\n  --name research-comprehensive-v1 \\\n  --task-type research \\\n  --steps \"search,extract,synthesize\" \\\n  --tools \"web_search,web_fetch\" \\\n  --success-rate 0.95 \\\n  --sample-size 50\n\n# List all genomes\npython3 scripts/genome_manager.py list\n\n# Get a specific genome\npython3 scripts/genome_manager.py get research-comprehensive-v1\n\n# Create a mutated copy\npython3 scripts/genome_manager.py mutate research-comprehensive-v1 \\\n  --type evolution \\\n  --changes \"added verification step\"\n\n# Validate genome quality\npython3 scripts/genome_manager.py validate research-comprehensive-v1\n\nProgrammatic Usage\n# Import from skill directory\nimport sys\nsys.path.insert(0, \"{baseDir}/scripts\")\nfrom genome_manager import create_genome, list_genomes\n\n# Create genome programmatically\ngenome = create_genome(args)\n\nGenome Schema\n{\n  \"genome_id\": \"uuid-v4\",\n  \"name\": \"research-comprehensive-v1\",\n  \"task_type\": \"research\",\n  \"version\": \"1.0.0\",\n  \"created_at\": \"ISO-8601\",\n  \"approach\": {\n    \"steps\": [\"step1\", \"step2\"],\n    \"tools\": [\"tool1\", \"tool2\"],\n    \"prompts\": [\"prompt_ref\"],\n    \"config\": {}\n  },\n  \"outcome\": {\n    \"success_rate\": 0.95,\n    \"avg_duration_seconds\": 180,\n    \"user_satisfaction\": 0.92,\n    \"sample_size\": 50\n  },\n  \"lineage\": {\n    \"parent_id\": \"parent-uuid or null\",\n    \"generation\": 1,\n    \"mutations\": [\n      {\"type\": \"evolution\", \"timestamp\": \"...\", \"changes\": \"...\"}\n    ]\n  },\n  \"tags\": [\"research\", \"comprehensive\", \"verified\"]\n}\n\nStorage Locations\n\nDefault genome storage:\n\nmemory/genomes/*.json - Local genome library\n~/.openclaw/genomes/ - Shared across agents\nEvoMap network - Distributed sharing (future)\nMutation Types\nType\tDescription\tUse Case\nevolution\tIncremental improvement\tRefine existing pattern\nadaptation\tContext-specific change\tAdjust for new domain\nspecialization\tNarrow scope\tOptimize for specific sub-task\ncrossover\tCombine two genomes\tMerge successful patterns\nValidation Rules\n\nBefore saving a genome:\n\n Success rate >= 0.8 (proven pattern)\n Sample size >= 3 (not luck)\n No credentials in prompts\n Steps are reproducible\n Tools are available\nSecurity\nGenomes never contain API keys or credentials\nAll paths use {baseDir} for portability\nReview before sharing to EvoMap network\nValidate mutations don't break security rules\nIntegration with EvoAgentX\nfrom evoagentx import Workflow\nfrom genome_manager import Genome\n\n# Load genome into EvoAgentX workflow\ngenome = Genome.load(\"research-comprehensive-v1\")\nworkflow = Workflow.from_genome(genome)\n\n# Evolve it further\nevolution = await workflow.evolve(dataset=test_cases)\n\nVersion History\n1.0.0: Core genome CRUD operations\n1.0.1: Added mutation tracking"
  },
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    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/KyleChen26/genome-manager",
    "publisherUrl": "https://clawhub.ai/KyleChen26/genome-manager",
    "owner": "KyleChen26",
    "version": "1.0.2",
    "license": null,
    "verificationStatus": "Indexed source record"
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    "downloadUrl": "https://openagent3.xyz/downloads/genome-manager",
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}