{
  "project_id": "Lifecycle-Innovations-Limited/claude-ops",
  "repo": "Lifecycle-Innovations-Limited/claude-ops",
  "name": "claude-ops",
  "github_url": "https://github.com/Lifecycle-Innovations-Limited/claude-ops",
  "homepage_url": "https://github.com/Lifecycle-Innovations-Limited/claude-ops/wiki",
  "language": "Shell",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "agent-teams",
    "ai-agent",
    "ai-automation",
    "anthropic",
    "autonomous-agent",
    "aws",
    "business-operations",
    "claude",
    "claude-code",
    "claude-code-plugin",
    "devops",
    "ecommerce",
    "inbox-zero",
    "klaviyo",
    "marketing",
    "mcp",
    "morning-briefing",
    "pr-automation",
    "shopify",
    "terminal"
  ],
  "description": "Business operating system for Claude Code — 57 skills, 21 agents, smart daemon. Unified inbox (WhatsApp/Email/Slack/Telegram), autonomous PR merge, full-AWS monitoring, revenue (Stripe+RevenueCat), e-commerce (Shopify), marketing (Klaviyo/Meta/GA4), voice (Bland/ElevenLabs), APM (Datadog/NewRelic/OTEL), YOLO mode.",
  "overview": "Use Lifecycle-Innovations-Limited/claude-ops when the user needs a mcp server project with vercel, serverless, local deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "headroomlabs-ai/headroom",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and vercel deployment."
    },
    {
      "repo": "NanmiCoder/cc-haha",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and local deployment."
    },
    {
      "repo": "nirholas/XActions",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and vercel deployment."
    },
    {
      "repo": "seaworld008/Commonly-used-high-value-skills",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and vercel deployment."
    },
    {
      "repo": "open-multi-agent/open-multi-agent",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and vercel deployment."
    },
    {
      "repo": "kris-hansen/comanda",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and local deployment."
    },
    {
      "repo": "yonatangross/orchestkit",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and vercel deployment."
    },
    {
      "repo": "skalesapp/skales",
      "reason": "Related to Lifecycle-Innovations-Limited/claude-ops through mcp server category and vercel deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "vercel",
    "serverless",
    "local"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"mcp\" in metadata."
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    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"vercel\" 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: gpu.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 164,
    "recent_commits": 100,
    "contributors": 13,
    "issue_response_time_hours": null,
    "release_frequency_180d": 100
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    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "partial",
    "contributors_90d": "complete"
  },
  "quality_score": 33,
  "agent_score": 67,
  "score": 85,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 59,
    "deployment": 80,
    "popularity": 44,
    "community": 58
  },
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  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 72,
    "documentation": 92,
    "stability": 100,
    "adoption": 61,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use Lifecycle-Innovations-Limited/claude-ops when the user needs a mcp server project with vercel, serverless, local deployment options.",
    "purpose": "Use Lifecycle-Innovations-Limited/claude-ops when the user needs a mcp server project with vercel, serverless, local deployment options.",
    "install": "Run the MCP server following the repository's transport instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "vercel",
      "serverless",
      "local"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"vercel\" 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: gpu.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "partial",
      "releases_180d": "partial",
      "contributors_90d": "complete"
    },
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      "project.language",
      "project.license",
      "agent_card.summary_for_agent",
      "agent_card.use_cases",
      "agent_card.deployment",
      "agent_card.classification",
      "metrics"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-15T21:00:16.603Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "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"
  ],
  "last_verified_at": "2026-08-15T21:00:16.603Z",
  "knowledge": {
    "project": {
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      "owner": "Lifecycle-Innovations-Limited",
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      "full_name": "Lifecycle-Innovations-Limited/claude-ops",
      "github_url": "https://github.com/Lifecycle-Innovations-Limited/claude-ops",
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      "description": "Business operating system for Claude Code — 57 skills, 21 agents, smart daemon. Unified inbox (WhatsApp/Email/Slack/Telegram), autonomous PR merge, full-AWS monitoring, revenue (Stripe+RevenueCat), e-commerce (Shopify), marketing (Klaviyo/Meta/GA4), voice (Bland/ElevenLabs), APM (Datadog/NewRelic/OTEL), YOLO mode.",
      "language": "Shell",
      "topics": [
        "agent-teams",
        "ai-agent",
        "ai-automation",
        "anthropic",
        "autonomous-agent",
        "aws",
        "business-operations",
        "claude",
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        "bootstrap MCP integrations"
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      "summary_for_agent": "Use Lifecycle-Innovations-Limited/claude-ops when the user needs a mcp server project with vercel, serverless, local deployment options.",
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          "confidence": "medium",
          "evidence": [
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          "evidence": [
            "Matched \"vercel\" in repository content.",
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          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
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      "schema_version": "v1",
      "generated_at": "2026-08-15T21:00:16.603Z"
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      "commits_30d": 100,
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        "releases_180d": "partial",
        "contributors_90d": "complete"
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    "requested_id": "Lifecycle-Innovations-Limited/claude-ops",
    "resolved_id": "Lifecycle-Innovations-Limited/claude-ops",
    "resolution": "direct"
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    "schema_version": "git-top.knowledge.v1",
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