{
  "project": {
    "project_id": "monoscope-tech/monoscope",
    "repo": "monoscope-tech/monoscope",
    "name": "monoscope",
    "description": "Monoscope lets you ingest and explore your logs, traces and metrics. We store these in S3 compatible buckets. Query in natural language via LLMs.",
    "category": [
      "ai_observability"
    ],
    "language": "Haskell",
    "license": "AGPL-3.0"
  },
  "project_id": "monoscope-tech/monoscope",
  "score": 92,
  "git_top_score": 92,
  "quality_score": 39,
  "agent_score": 76,
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-20T13:01:03.674Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
        ]
      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
        ]
      },
      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
        ]
      },
      "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."
    ]
  },
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 73,
    "documentation": 92,
    "stability": 100,
    "adoption": 90,
    "agent_readability": 100
  },
  "dimensions": [
    {
      "key": "community",
      "label": "Community",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 16."
    },
    {
      "key": "maintenance",
      "label": "Maintenance",
      "score": 73,
      "weight": 20,
      "contribution": 14.6,
      "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
    },
    {
      "key": "documentation",
      "label": "Documentation",
      "score": 92,
      "weight": 16,
      "contribution": 14.7,
      "explanation": "Agent-readable documentation signals are strong enough for recommendation workflows."
    },
    {
      "key": "stability",
      "label": "Stability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Stability reflects release cadence, issue load, recent activity, and maturity signals."
    },
    {
      "key": "adoption",
      "label": "Adoption",
      "score": 90,
      "weight": 16,
      "contribution": 14.4,
      "explanation": "Adoption is normalized from stars, forks, and ecosystem attention signals."
    },
    {
      "key": "agent_readability",
      "label": "Agent Readability",
      "score": 100,
      "weight": 16,
      "contribution": 16,
      "explanation": "Agent readability reflects summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity."
    }
  ],
  "summary": "monoscope-tech/monoscope scores 92/100. Community is strongest at 100/100; Maintenance is the lowest dimension at 73/100.",
  "adoption_guidance": "Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.",
  "risk_flags": [
    "Known caveat: edge-only Cloudflare Workers deployment without adaptation"
  ],
  "score_confidence": {
    "level": "high",
    "summary": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
    "reasons": [
      "All score evidence checks are strong."
    ],
    "evidence_checklist": [
      {
        "signal": "Classification evidence",
        "status": "strong",
        "description": "3/4 classification signals are high-confidence."
      },
      {
        "signal": "Quality signal completeness",
        "status": "strong",
        "description": "3 quality signals are complete or snapshot-backed."
      },
      {
        "signal": "Deployment clarity",
        "status": "strong",
        "description": "5 deployment targets are indexed."
      },
      {
        "signal": "Agent-readable context",
        "status": "strong",
        "description": "3 use cases and 1 inferred dependencies are available."
      },
      {
        "signal": "Tradeoff disclosure",
        "status": "strong",
        "description": "2 caveats are indexed for adoption decisions."
      }
    ],
    "citation_guidance": "When citing this score, include metadata.source, weakest_dimension, risk_flags, and score_confidence.level."
  },
  "next_actions": [
    {
      "label": "Open project knowledge",
      "href": "/projects/monoscope-tech/monoscope",
      "kind": "project"
    },
    {
      "label": "Inspect graph",
      "href": "/graph/monoscope-tech/monoscope",
      "kind": "graph"
    },
    {
      "label": "Find alternatives",
      "href": "/alternatives/monoscope-tech/monoscope",
      "kind": "alternatives"
    },
    {
      "label": "Compare shortlist",
      "href": "/api/compare?repos=monoscope-tech/monoscope",
      "kind": "compare"
    },
    {
      "label": "Get category recommendations",
      "href": "/api/recommend?category=ai_observability&limit=5",
      "kind": "recommend"
    }
  ],
  "strongest_dimension": {
    "key": "community",
    "label": "Community",
    "score": 100,
    "weight": 16,
    "contribution": 16,
    "explanation": "Community reflects contributor activity and ecosystem attention. Current contributor signal is 16."
  },
  "weakest_dimension": {
    "key": "maintenance",
    "label": "Maintenance",
    "score": 73,
    "weight": 20,
    "contribution": 14.6,
    "explanation": "Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness."
  },
  "related_scores": {
    "quality_score": 39,
    "agent_score": 76,
    "agent_score_breakdown": {
      "documentation": 90,
      "maintenance": 60,
      "deployment": 100,
      "popularity": 65,
      "community": 61
    }
  },
  "evidence": {
    "deployments": [
      "docker",
      "kubernetes",
      "library_only",
      "local",
      "cloud"
    ],
    "dependencies": [
      "LLM provider"
    ],
    "use_cases": [
      "trace LLM applications",
      "monitor agent behavior",
      "debug production AI systems"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product"
    ],
    "quality_signals": {
      "stars": 1818,
      "recent_commits": 100,
      "contributors": 16,
      "issue_response_time_hours": null,
      "release_frequency_180d": 14
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 34,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-20T13:01:03.674Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "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."
      ]
    },
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"observability\" in metadata.",
          "Matched \"trace\" in metadata.",
          "Matched \"tracing\" in metadata.",
          "Matched \"monitoring\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" in repository content.",
          "Matched \"pip install\" in repository content.",
          "Matched \"npm install\" in repository content.",
          "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, postgres.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
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      "project.topics",
      "project.language",
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      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d.",
      "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": "2026-09-20T13:01:03.674Z"
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    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d.",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Score evidence is strong enough for shortlist ranking when paired with current metadata.",
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    "project.topics",
    "project.language",
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    "verification.signals"
  ],
  "last_verified_at": "2026-09-20T13:01:03.674Z",
  "links": {
    "page": "/score/monoscope-tech/monoscope",
    "project_api": "/api/project/monoscope-tech/monoscope",
    "graph_api": "/api/graph/monoscope-tech/monoscope",
    "alternatives_api": "/api/alternatives/monoscope-tech/monoscope",
    "compare_api": "/api/compare?repos=monoscope-tech/monoscope",
    "recommendations_api": "/api/recommend?category=ai_observability&limit=5"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-26T16:50:11.663Z",
    "snapshot_id": "d1:1213:2026-09-26T16:31:17.417Z",
    "latest_synced_at": "2026-09-26T16:31:17.417Z",
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}