{
  "project_id": "SigNoz/signoz",
  "repo": "SigNoz/signoz",
  "name": "signoz",
  "github_url": "https://github.com/SigNoz/signoz",
  "homepage_url": "https://signoz.io",
  "language": "TypeScript",
  "license": "NOASSERTION",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "apm",
    "application-monitoring",
    "distributed-tracing",
    "go",
    "good-first-issue",
    "jaeger",
    "log",
    "logs",
    "metrics",
    "monitoring",
    "nextjs",
    "observability",
    "open-source",
    "opentelemetry",
    "prometheus",
    "react",
    "reactjs",
    "self-hosted",
    "tracing",
    "typescript"
  ],
  "description": "SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.",
  "overview": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.",
  "alternatives": [
    {
      "repo": "VoltAgent/voltagent",
      "reason": "Same mcp server intent with mcp, observability overlap."
    },
    {
      "repo": "trpc-group/trpc-agent-go",
      "reason": "Same mcp server intent with mcp, observability overlap."
    },
    {
      "repo": "tma1-ai/tma1",
      "reason": "Same mcp server intent with mcp, observability overlap."
    }
  ],
  "related": [
    {
      "repo": "bytechefhq/bytechef",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    },
    {
      "repo": "tma1-ai/tma1",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    },
    {
      "repo": "mudler/LocalAI",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    },
    {
      "repo": "Peiiii/nextclaw",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    },
    {
      "repo": "rocketride-org/rocketride-server",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    },
    {
      "repo": "dagucloud/dagu",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    },
    {
      "repo": "risa-labs-inc/BossConsole",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    },
    {
      "repo": "soapbucket/sbproxy",
      "reason": "Related to SigNoz/signoz through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "kubernetes",
    "local",
    "cloud"
  ],
  "difficulty": "intermediate",
  "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."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"kubernetes\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
    },
    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "No strong beginner or advanced signal found; defaulting to intermediate."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 31781,
    "recent_commits": 100,
    "contributors": 100,
    "issue_response_time_hours": null,
    "release_frequency_180d": 43
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 35,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "partial"
  },
  "quality_score": 84,
  "agent_score": 88,
  "score": 93,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 76,
    "deployment": 90,
    "popularity": 90,
    "community": 100
  },
  "git_top_score": 93,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 84,
    "documentation": 84,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.",
    "purpose": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.",
    "install": "Run with Docker using the repository's container 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": [
      "docker",
      "kubernetes",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "VoltAgent/voltagent",
        "reason": "Same mcp server intent with mcp, observability overlap."
      },
      {
        "repo": "trpc-group/trpc-agent-go",
        "reason": "Same mcp server intent with mcp, observability overlap."
      },
      {
        "repo": "tma1-ai/tma1",
        "reason": "Same mcp server intent with mcp, observability overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"kubernetes\" in repository content.",
          "Local usage is assumed for open source repositories unless contradicted."
        ]
      },
      "difficulty": {
        "confidence": "medium",
        "evidence": [
          "No strong beginner or advanced signal found; defaulting to intermediate."
        ]
      },
      "cloudflare_ready": {
        "confidence": "high",
        "evidence": [
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 35,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "partial"
    },
    "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"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "Partial or estimated quality signals: commits30d, contributors90d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-05T09:30:58.118Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: commits30d, contributors90d."
  ],
  "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",
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    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-08-05T09:30:58.118Z",
  "knowledge": {
    "project": {
      "id": "SigNoz/signoz",
      "owner": "SigNoz",
      "name": "signoz",
      "full_name": "SigNoz/signoz",
      "github_url": "https://github.com/SigNoz/signoz",
      "homepage_url": "https://signoz.io",
      "description": "SigNoz is an open-source, OpenTelemetry-native observability platform for your team and their AI agents. Get logs, metrics, and traces in one tool with features like APM, distributed tracing, log management, infra monitoring, etc. Combined with SigNoz MCP and a native AI teammate (in SigNoz Cloud) it helps you build more resilient apps.",
      "language": "TypeScript",
      "topics": [
        "apm",
        "application-monitoring",
        "distributed-tracing",
        "go",
        "good-first-issue",
        "jaeger",
        "log",
        "logs",
        "metrics",
        "monitoring",
        "nextjs",
        "observability",
        "open-source",
        "opentelemetry",
        "prometheus",
        "react",
        "reactjs",
        "self-hosted",
        "tracing",
        "typescript"
      ],
      "license": "NOASSERTION",
      "stars": 31781,
      "forks": 2408,
      "open_issues": 1485,
      "default_branch": "main",
      "created_at": "2021-01-03T12:44:36Z",
      "updated_at": "2026-08-05T09:18:59Z",
      "pushed_at": "2026-08-05T09:06:18Z",
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    "agent_card": {
      "project_id": "SigNoz/signoz",
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      "difficulty": "intermediate",
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      "cloudflare_ready": false,
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      ],
      "alternatives": [
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          "project_id": "VoltAgent/voltagent",
          "reason": "Same mcp server intent with mcp, observability overlap."
        },
        {
          "project_id": "trpc-group/trpc-agent-go",
          "reason": "Same mcp server intent with mcp, observability overlap."
        },
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          "project_id": "tma1-ai/tma1",
          "reason": "Same mcp server intent with mcp, observability overlap."
        }
      ],
      "summary_for_agent": "Use SigNoz/signoz when the user needs a mcp server project with docker, kubernetes, local deployment options.",
      "classification": {
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          "confidence": "medium",
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            "Matched \"mcp\" in metadata."
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          "confidence": "high",
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            "Matched \"kubernetes\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "difficulty": {
          "confidence": "medium",
          "evidence": [
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          ]
        },
        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
          ]
        }
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      "generated_at": "2026-08-05T09:30:58.118Z"
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      "project_id": "SigNoz/signoz",
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      "commits_30d": 100,
      "releases_180d": 43,
      "contributors_90d": 100,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 84,
      "maintenance_score": 76,
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        "stars30d_window_days": 35,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "partial"
      },
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    }
  },
  "resolved_from": {
    "requested_id": "SigNoz/signoz",
    "resolved_id": "SigNoz/signoz",
    "resolution": "direct"
  },
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    "source": "d1",
    "reason": "d1_query",
    "project_count": 1057,
    "generated_at": "2026-08-07T08:55:44.624Z",
    "snapshot_id": "d1:1057:2026-08-07T03:21:58.827Z",
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    "loaded_project_limit": 2000,
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}