{
  "project_id": "foryourhealth111-pixel/Vibe-Skills",
  "repo": "foryourhealth111-pixel/Vibe-Skills",
  "name": "Vibe-Skills",
  "github_url": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
  "homepage_url": null,
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
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  ],
  "tags": [
    "agent-framework",
    "agent-skills",
    "agentic-coding",
    "ai-agents",
    "ai-scientist",
    "ai-skills",
    "ai-workflow",
    "automation",
    "claude-code",
    "codex",
    "context-engineering",
    "developer-tools",
    "dsh-plugin",
    "llm",
    "multi-agent",
    "prompt-engineering",
    "skills",
    "vibe-coding",
    "vibecoding",
    "workflow-automation"
  ],
  "description": "Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.",
  "overview": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "langgenius/dify",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "microsoft/agent-framework",
      "reason": "Same workflow automation intent with workflow overlap."
    },
    {
      "repo": "Skyvern-AI/skyvern",
      "reason": "Same workflow automation intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "zhnt/loushang",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and library_only deployment."
    },
    {
      "repo": "agent-sh/agentsys",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and library_only deployment."
    },
    {
      "repo": "Dong90/oh-my-taiyiforge",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and library_only deployment."
    },
    {
      "repo": "hexabot-ai/Hexabot",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and library_only deployment."
    },
    {
      "repo": "golutra/golutra",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and local deployment."
    },
    {
      "repo": "SantanderAI/ralph",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and local deployment."
    },
    {
      "repo": "smithersai/smithers",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and library_only deployment."
    },
    {
      "repo": "fancyboi999/open-tag",
      "reason": "Related to foryourhealth111-pixel/Vibe-Skills through workflow automation category and library_only deployment."
    }
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    "LLM provider"
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  "deployments": [
    "library_only",
    "local",
    "cloud"
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  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
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    "connect tools and services",
    "automate repeated tasks"
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
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        "Matched \"workflow\" in metadata.",
        "Matched \"automation\" in metadata.",
        "Matched \"orchestration\" in metadata."
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      "confidence": "high",
      "evidence": [
        "Matched \"library\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
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    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
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    }
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  "quality_signals": {
    "stars": 3153,
    "recent_commits": 25,
    "contributors": 9,
    "issue_response_time_hours": null,
    "release_frequency_180d": 16
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 33,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 39,
  "agent_score": 68,
  "score": 91,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 46,
    "deployment": 80,
    "popularity": 70,
    "community": 54
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  "git_top_score_breakdown": {
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    "maintenance": 63,
    "documentation": 92,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 100
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    "overall_status": "partial",
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    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
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      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
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      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
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      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
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      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
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      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
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      "not_run": 2,
      "unknown": 0
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    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
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  "summary": {
    "tl_dr": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.",
    "purpose": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.",
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      "jobs",
      "state"
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      "orchestrated steps",
      "workflow events"
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      "orchestrate AI workflows",
      "connect tools and services",
      "automate repeated tasks",
      "scheduled jobs",
      "durable workflows",
      "service orchestration"
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    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "single-step utilities",
      "stateless examples"
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    "deployment": [
      "library_only",
      "local",
      "cloud"
    ],
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      {
        "repo": "langgenius/dify",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "microsoft/agent-framework",
        "reason": "Same workflow automation intent with workflow overlap."
      },
      {
        "repo": "Skyvern-AI/skyvern",
        "reason": "Same workflow automation intent with workflow overlap."
      }
    ]
  },
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        "evidence": [
          "Matched \"workflow\" in metadata.",
          "Matched \"automation\" in metadata.",
          "Matched \"orchestration\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"library\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "Repository has under 10k stars, so complexity is treated conservatively."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "Runtime blocker: python.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
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            "metrics.recent_push_days"
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        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
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        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
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        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "install": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "installation/build probe is not enabled"
          ]
        },
        "security": {
          "status": "not_run",
          "source": "git_top_runtime",
          "evidence": [
            "dependency/security scan is not enabled"
          ]
        },
        "mcp": {
          "status": "not_applicable",
          "source": "git_top_runtime",
          "evidence": [
            "project is not classified as mcp_server"
          ]
        }
      },
      "coverage": {
        "observed": 3,
        "inferred": 1,
        "not_run": 2,
        "unknown": 0
      },
      "next_steps": [
        "Run an installation/build probe before production adoption.",
        "Run a dependency and security scan before treating the score as a trust claim."
      ]
    },
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      "project.topics",
      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
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      "agent_card.classification",
      "metrics",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-09-04T10:01:08.349Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "source_fields": [
    "project.description",
    "project.topics",
    "project.language",
    "project.license",
    "agent_card.summary_for_agent",
    "agent_card.use_cases",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-04T10:01:08.349Z",
  "knowledge": {
    "project": {
      "id": "foryourhealth111-pixel/Vibe-Skills",
      "owner": "foryourhealth111-pixel",
      "name": "Vibe-Skills",
      "full_name": "foryourhealth111-pixel/Vibe-Skills",
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      "homepage_url": null,
      "description": "Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.",
      "language": "Python",
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        "ai-skills",
        "ai-workflow",
        "automation",
        "claude-code",
        "codex",
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        "developer-tools",
        "dsh-plugin",
        "llm",
        "multi-agent",
        "prompt-engineering",
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      "forks": 261,
      "open_issues": 39,
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      "pushed_at": "2026-08-31T13:52:09Z",
      "synced_at": "2026-09-04T10:01:08.349Z"
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    "agent_card": {
      "project_id": "foryourhealth111-pixel/Vibe-Skills",
      "project_kind": "project",
      "category": "workflow_automation",
      "difficulty": "beginner",
      "deployment": [
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        "local",
        "cloud"
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      "cloudflare_ready": false,
      "use_cases": [
        "orchestrate AI workflows",
        "connect tools and services",
        "automate repeated tasks"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [
        {
          "project_id": "langgenius/dify",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "microsoft/agent-framework",
          "reason": "Same workflow automation intent with workflow overlap."
        },
        {
          "project_id": "Skyvern-AI/skyvern",
          "reason": "Same workflow automation intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use foryourhealth111-pixel/Vibe-Skills when the user needs a workflow automation project with library-only, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"workflow\" in metadata.",
            "Matched \"automation\" in metadata.",
            "Matched \"orchestration\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"library\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
          ]
        },
        "difficulty": {
          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-04T10:01:08.349Z"
    },
    "metrics": {
      "project_id": "foryourhealth111-pixel/Vibe-Skills",
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      "commits_30d": 25,
      "releases_180d": 16,
      "contributors_90d": 9,
      "issue_first_response_median_hours": null,
      "recent_push_days": 3,
      "git_score": 39,
      "maintenance_score": 46,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 33,
        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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    "requested_id": "foryourhealth111-pixel/Vibe-Skills",
    "resolved_id": "foryourhealth111-pixel/Vibe-Skills",
    "resolution": "direct"
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    "source": "d1",
    "reason": "d1_query",
    "project_count": 1214,
    "generated_at": "2026-09-09T00:33:53.916Z",
    "snapshot_id": "d1:1214:2026-09-09T00:31:16.210Z",
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}