{
  "meta": {
    "generated_at": "2026-03-20T02:25:43",
    "source_root": "/home/smlflg/Projekte",
    "window_start": "2026-02-19",
    "window_end": "2026-03-20",
    "ignored_projects": [
      "Sidecar",
      "Sidecar-V5",
      "Sidecar-V6",
      "Sidecar-V7-Lite",
      "Sidecar-V7-V2",
      "Sidecar-V8-Plan"
    ],
    "project_count": 28
  },
  "executive_summary": {
    "headline": "Im 30-Tage-Fenster liegen geschaetzt 166.0 Stunden Cloud-Code-Arbeit ueber 28 aktiv sichtbare Projekte.",
    "key_findings": [
      "Der Monat war kein einzelnes Produktprojekt, sondern ein Portfolio aus Meta-Tooling, Evaluationssystemen und persoenlichen Workflow-Oberflaechen.",
      "Die staerkste Prozesssignatur ist instrumentierte Iteration: PLAN/REVIEW/EVAL-Dateien und test-/docs-lastige Commits begleiten die Umsetzung eng.",
      "Die beste Weiterentwicklungswette ist Sidecar-ng, weil dort Hebel, Reifegrad und direkter Workflow-Fit am staerksten zusammenfallen."
    ],
    "top_activity": [
      {
        "name": "Sidecar-V7",
        "commit_count": 87,
        "session_count": 9,
        "cluster": "Sidecar / Meta Tooling"
      },
      {
        "name": "Sidecar-ng",
        "commit_count": 79,
        "session_count": 8,
        "cluster": "Sidecar / Meta Tooling"
      },
      {
        "name": "ClaudeCodePanel",
        "commit_count": 44,
        "session_count": 15,
        "cluster": "Personal Workflow OS"
      },
      {
        "name": "AgentArena",
        "commit_count": 19,
        "session_count": 10,
        "cluster": "Agent Infrastructure"
      },
      {
        "name": "MyAIGame",
        "commit_count": 19,
        "session_count": 11,
        "cluster": "Tooling"
      },
      {
        "name": "SandrasWritingWorld",
        "commit_count": 18,
        "session_count": 2,
        "cluster": "Knowledge / Content"
      }
    ]
  },
  "work_estimate": {
    "best_estimate_hours": 166.0,
    "lower_bound_hours": 112.8,
    "upper_bound_hours": 233.1,
    "active_project_count": 28,
    "method": [
      "Commit-Timestamps im Fenster 2026-02-19 bis 2026-03-20 zu Sessions gebuendelt (neue Session ab >120 Minuten Luecke).",
      "Pro Session Schaetzung aus beobachtetem Commit-Span plus Puffer fuer Vor-/Nacharbeit, gedeckelt um einzelne Squash- oder Burst-Sessions nicht zu uebergewichten.",
      "Zusatzbonus fuer PLAN/REVIEW/BACKLOG-Artefakte und uncommitted Aktivitaet, weil Cloud-Code-Arbeit oft ausserhalb des finalen Commits sichtbar wird."
    ],
    "uncertainties": [
      "Nicht jede Arbeitsminute landet in Git; besonders lokale Experimente, Copy/Paste, Prompting und verworfene Ansaetze fehlen teilweise.",
      "Einige Commits koennen squash-/batch-artig sein und daher mehr reale Arbeit reprasentieren als die Zeitdifferenzen zeigen."
    ]
  },
  "workflow_patterns": {
    "startup_pattern": "Du startest Projekte meist mit schriftlicher Rahmung: READMEs, PLAN-Dateien und Kontext-Artefakte tauchen sehr frueh auf und bleiben als Steuerungsoberflaeche erhalten.",
    "iteration_pattern": "Die dominante Schleife ist nicht linearer Build, sondern schnelle Zyklen aus feat/fix/test/docs. Sidecar-Projekte zeigen besonders stark: erst Scope aufspannen, dann messen, dann radikal zusammenstreichen.",
    "parallel_vs_serial": {
      "label": "Hybrid mit Sidecar als seriellem Hauptstrang",
      "evidence": "9 Tage im Fenster zeigen Aktivitaet in mindestens zwei Projekten; gleichzeitig konzentrieren sich die meisten Commits auf wenige Kernrepos mit Sidecar-ng, Sidecar-V7, ClaudeCodePanel und AgentArena."
    },
    "prototyping_vs_refinement": {
      "prototype_signals": 257,
      "refinement_signals": 104,
      "interpretation": "Der Monat kippt nach fruehem Scope-Aufbau deutlich in Refinement: Tests, Doku, Refactors und Eval-Artefakte sind in den aktiven Kernprojekten stark sichtbar."
    },
    "evaluation_loops": {
      "projects": [
        "Sidecar-V7",
        "Sidecar-ng",
        "ClaudeCodePanel",
        "AgentArena",
        "MyAIGame",
        "PromptGarage",
        "FireTracker",
        "StudyAgent"
      ],
      "interpretation": "Eval-/Review-Loops sind kein Nachgedanke. AgentArena, Sidecar-ng, Sidecar-Evolution und ClaudeCodePanel zeigen Mess-, Review- oder Validierungsartefakte direkt im Repo."
    },
    "preferred_project_types": [
      "Agentische Infrastruktur und Eval-Harnesses",
      "Persoenliche Workflow- und Observability-Tools",
      "Lokale Python-Web-MVPs mit templates/static/tests"
    ],
    "meta_systems": [
      "Selbstinstrumentierung des eigenen Entwicklungsprozesses",
      "Core-vs-Personalization-Trennung in reiferen Systemen",
      "Planungsrepo und Implementierungsrepo bewusst auseinanderziehen"
    ],
    "featured_projects": [
      {
        "name": "Sidecar-V7",
        "commit_count": 87,
        "cluster": "Sidecar / Meta Tooling"
      },
      {
        "name": "Sidecar-ng",
        "commit_count": 79,
        "cluster": "Sidecar / Meta Tooling"
      },
      {
        "name": "ClaudeCodePanel",
        "commit_count": 44,
        "cluster": "Personal Workflow OS"
      },
      {
        "name": "AgentArena",
        "commit_count": 19,
        "cluster": "Agent Infrastructure"
      },
      {
        "name": "MyAIGame",
        "commit_count": 19,
        "cluster": "Tooling"
      }
    ]
  },
  "project_clusters": [
    {
      "name": "Agent Infrastructure",
      "count": 7,
      "projects": [
        {
          "name": "AgentArena",
          "commit_count": 19,
          "status": "clean"
        },
        {
          "name": "StudyAgent",
          "commit_count": 11,
          "status": "clean"
        },
        {
          "name": "AgentSwarmDashboard",
          "commit_count": 6,
          "status": "clean"
        },
        {
          "name": "AgentIDE",
          "commit_count": 4,
          "status": "clean"
        },
        {
          "name": "AgentSDK-HelloWorld",
          "commit_count": 1,
          "status": "clean"
        },
        {
          "name": "AgentSwarms",
          "commit_count": 1,
          "status": "clean"
        },
        {
          "name": "SearchAgent",
          "commit_count": 1,
          "status": "clean"
        }
      ],
      "summary": "Agent evaluation, orchestration or execution surface."
    },
    {
      "name": "Tooling",
      "count": 7,
      "projects": [
        {
          "name": "MyAIGame",
          "commit_count": 19,
          "status": "clean"
        },
        {
          "name": "TypoTuner",
          "commit_count": 15,
          "status": "clean"
        },
        {
          "name": "MetaMetaMeta",
          "commit_count": 7,
          "status": "clean"
        },
        {
          "name": "samuel-os",
          "commit_count": 3,
          "status": "clean"
        },
        {
          "name": "Subconsciousness",
          "commit_count": 2,
          "status": "clean"
        },
        {
          "name": "shared-gui",
          "commit_count": 2,
          "status": "clean"
        },
        {
          "name": "Sonnenuhr",
          "commit_count": 2,
          "status": "clean"
        }
      ],
      "summary": "General-purpose local project tooling."
    },
    {
      "name": "Sidecar / Meta Tooling",
      "count": 5,
      "projects": [
        {
          "name": "Sidecar-V7",
          "commit_count": 87,
          "status": "clean"
        },
        {
          "name": "Sidecar-ng",
          "commit_count": 79,
          "status": "dirty"
        },
        {
          "name": "SidecarDashboard",
          "commit_count": 9,
          "status": "clean"
        },
        {
          "name": "Sidecar-V8",
          "commit_count": 3,
          "status": "dirty"
        },
        {
          "name": "Sidecar-Evolution",
          "commit_count": 2,
          "status": "clean"
        }
      ],
      "summary": "Agent workflow instrumentation, hooks, evals or platforming."
    },
    {
      "name": "Personal Workflow OS",
      "count": 4,
      "projects": [
        {
          "name": "ClaudeCodePanel",
          "commit_count": 44,
          "status": "clean"
        },
        {
          "name": "ShortcutCounter",
          "commit_count": 7,
          "status": "dirty"
        },
        {
          "name": "Voicemode",
          "commit_count": 6,
          "status": "clean"
        },
        {
          "name": "SessionDesktopMonitor",
          "commit_count": 1,
          "status": "clean"
        }
      ],
      "summary": "Observability or desktop support tooling for your own coding environment."
    },
    {
      "name": "Knowledge / Content",
      "count": 3,
      "projects": [
        {
          "name": "SandrasWritingWorld",
          "commit_count": 18,
          "status": "clean"
        },
        {
          "name": "PromptGarage",
          "commit_count": 13,
          "status": "clean"
        },
        {
          "name": "BookmarkBrain",
          "commit_count": 1,
          "status": "clean"
        }
      ],
      "summary": "Prompt, content or knowledge capture system."
    },
    {
      "name": "Vertical App",
      "count": 2,
      "projects": [
        {
          "name": "FireTracker",
          "commit_count": 13,
          "status": "clean"
        },
        {
          "name": "ProjectDashboard",
          "commit_count": 2,
          "status": "clean"
        }
      ],
      "summary": "Local web app pattern with templates/static/tests suggests end-user MVPs."
    }
  ],
  "timeline": [
    {
      "date": "2026-02-19",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-02-20",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-02-21",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-02-22",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "MyAIGame",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-02-23",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "MyAIGame",
          "session_count": 2
        }
      ]
    },
    {
      "date": "2026-02-24",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-02-25",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "MyAIGame",
          "session_count": 2
        }
      ]
    },
    {
      "date": "2026-02-26",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "MyAIGame",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-02-27",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-02-28",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "MyAIGame",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-01",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-03-02",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "ClaudeCodePanel",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-03",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "ClaudeCodePanel",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-04",
      "commit_days": 6,
      "intensity": 4,
      "projects": [
        {
          "name": "ClaudeCodePanel",
          "session_count": 2
        },
        {
          "name": "MyAIGame",
          "session_count": 1
        },
        {
          "name": "ShortcutCounter",
          "session_count": 1
        },
        {
          "name": "AgentSwarmDashboard",
          "session_count": 2
        },
        {
          "name": "Voicemode",
          "session_count": 1
        },
        {
          "name": "Subconsciousness",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-05",
      "commit_days": 10,
      "intensity": 4,
      "projects": [
        {
          "name": "ClaudeCodePanel",
          "session_count": 3
        },
        {
          "name": "AgentArena",
          "session_count": 2
        },
        {
          "name": "MyAIGame",
          "session_count": 2
        },
        {
          "name": "PromptGarage",
          "session_count": 1
        },
        {
          "name": "FireTracker",
          "session_count": 1
        },
        {
          "name": "StudyAgent",
          "session_count": 1
        },
        {
          "name": "ShortcutCounter",
          "session_count": 1
        },
        {
          "name": "AgentSwarmDashboard",
          "session_count": 1
        },
        {
          "name": "ProjectDashboard",
          "session_count": 1
        },
        {
          "name": "shared-gui",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-06",
      "commit_days": 3,
      "intensity": 3,
      "projects": [
        {
          "name": "AgentArena",
          "session_count": 1
        },
        {
          "name": "AgentIDE",
          "session_count": 1
        },
        {
          "name": "AgentSDK-HelloWorld",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-07",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-03-08",
      "commit_days": 2,
      "intensity": 2,
      "projects": [
        {
          "name": "AgentArena",
          "session_count": 1
        },
        {
          "name": "FireTracker",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-09",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "AgentArena",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-10",
      "commit_days": 7,
      "intensity": 4,
      "projects": [
        {
          "name": "Sidecar-V7",
          "session_count": 2
        },
        {
          "name": "ClaudeCodePanel",
          "session_count": 1
        },
        {
          "name": "AgentArena",
          "session_count": 2
        },
        {
          "name": "FireTracker",
          "session_count": 1
        },
        {
          "name": "StudyAgent",
          "session_count": 1
        },
        {
          "name": "SidecarDashboard",
          "session_count": 1
        },
        {
          "name": "ProjectDashboard",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-11",
      "commit_days": 5,
      "intensity": 4,
      "projects": [
        {
          "name": "Sidecar-V7",
          "session_count": 2
        },
        {
          "name": "ClaudeCodePanel",
          "session_count": 3
        },
        {
          "name": "TypoTuner",
          "session_count": 1
        },
        {
          "name": "PromptGarage",
          "session_count": 1
        },
        {
          "name": "ShortcutCounter",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-12",
      "commit_days": 3,
      "intensity": 3,
      "projects": [
        {
          "name": "Sidecar-V7",
          "session_count": 2
        },
        {
          "name": "TypoTuner",
          "session_count": 1
        },
        {
          "name": "Sidecar-V8",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-13",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "ClaudeCodePanel",
          "session_count": 2
        }
      ]
    },
    {
      "date": "2026-03-14",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    },
    {
      "date": "2026-03-15",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "SandrasWritingWorld",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-16",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "Sidecar-V7",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-17",
      "commit_days": 1,
      "intensity": 1,
      "projects": [
        {
          "name": "Sidecar-ng",
          "session_count": 3
        }
      ]
    },
    {
      "date": "2026-03-18",
      "commit_days": 26,
      "intensity": 4,
      "projects": [
        {
          "name": "Sidecar-V7",
          "session_count": 1
        },
        {
          "name": "Sidecar-ng",
          "session_count": 2
        },
        {
          "name": "ClaudeCodePanel",
          "session_count": 1
        },
        {
          "name": "AgentArena",
          "session_count": 1
        },
        {
          "name": "MyAIGame",
          "session_count": 1
        },
        {
          "name": "SandrasWritingWorld",
          "session_count": 1
        },
        {
          "name": "TypoTuner",
          "session_count": 1
        },
        {
          "name": "PromptGarage",
          "session_count": 2
        },
        {
          "name": "FireTracker",
          "session_count": 1
        },
        {
          "name": "StudyAgent",
          "session_count": 1
        },
        {
          "name": "SidecarDashboard",
          "session_count": 2
        },
        {
          "name": "ShortcutCounter",
          "session_count": 1
        },
        {
          "name": "MetaMetaMeta",
          "session_count": 1
        },
        {
          "name": "AgentSwarmDashboard",
          "session_count": 1
        },
        {
          "name": "Voicemode",
          "session_count": 1
        },
        {
          "name": "AgentIDE",
          "session_count": 1
        },
        {
          "name": "Sidecar-V8",
          "session_count": 1
        },
        {
          "name": "samuel-os",
          "session_count": 1
        },
        {
          "name": "Sidecar-Evolution",
          "session_count": 1
        },
        {
          "name": "Subconsciousness",
          "session_count": 1
        },
        {
          "name": "shared-gui",
          "session_count": 1
        },
        {
          "name": "Sonnenuhr",
          "session_count": 1
        },
        {
          "name": "AgentSwarms",
          "session_count": 1
        },
        {
          "name": "BookmarkBrain",
          "session_count": 1
        },
        {
          "name": "SearchAgent",
          "session_count": 1
        },
        {
          "name": "SessionDesktopMonitor",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-19",
      "commit_days": 9,
      "intensity": 4,
      "projects": [
        {
          "name": "Sidecar-V7",
          "session_count": 1
        },
        {
          "name": "Sidecar-ng",
          "session_count": 3
        },
        {
          "name": "ClaudeCodePanel",
          "session_count": 1
        },
        {
          "name": "AgentArena",
          "session_count": 2
        },
        {
          "name": "TypoTuner",
          "session_count": 1
        },
        {
          "name": "PromptGarage",
          "session_count": 2
        },
        {
          "name": "SidecarDashboard",
          "session_count": 1
        },
        {
          "name": "MetaMetaMeta",
          "session_count": 2
        },
        {
          "name": "Sidecar-Evolution",
          "session_count": 1
        }
      ]
    },
    {
      "date": "2026-03-20",
      "commit_days": 0,
      "intensity": 0,
      "projects": []
    }
  ],
  "rankings": {
    "top_recommendation": {
      "name": "Sidecar-ng",
      "score": 4.87,
      "scores": {
        "leverage": 5.0,
        "reusability": 4.6,
        "strategic_value": 5.0,
        "product_readiness": 4.5,
        "synergy": 5.0,
        "workflow_fit": 5.0
      },
      "commit_count": 79,
      "last_commit": "2026-03-19",
      "summary": "Stateless Hook statt Daemon, direkte Claude-Code-Integration, dokumentierte Evals und klares Accuracy-Signal."
    },
    "top_three": [
      {
        "name": "Sidecar-ng",
        "score": 4.87,
        "scores": {
          "leverage": 5.0,
          "reusability": 4.6,
          "strategic_value": 5.0,
          "product_readiness": 4.5,
          "synergy": 5.0,
          "workflow_fit": 5.0
        },
        "commit_count": 79,
        "last_commit": "2026-03-19",
        "summary": "Stateless Hook statt Daemon, direkte Claude-Code-Integration, dokumentierte Evals und klares Accuracy-Signal."
      },
      {
        "name": "MyAIGame",
        "score": 4.48,
        "scores": {
          "leverage": 4.4,
          "reusability": 5.0,
          "strategic_value": 4.4,
          "product_readiness": 3.4,
          "synergy": 4.8,
          "workflow_fit": 4.9
        },
        "commit_count": 19,
        "last_commit": "2026-03-18",
        "summary": "Breites Workflow-Toolkit mit Skills, Hooks, Session-Browser und MCP-Setups als Multiplikator fuer andere Projekte."
      },
      {
        "name": "Sidecar-V7",
        "score": 4.36,
        "scores": {
          "leverage": 4.3,
          "reusability": 4.3,
          "strategic_value": 4.4,
          "product_readiness": 4.5,
          "synergy": 4.3,
          "workflow_fit": 4.4
        },
        "commit_count": 87,
        "last_commit": "2026-03-19",
        "summary": "Reifste volle Sidecar-Ausbaustufe mit hoher Produktnaehe, aber auch sichtbarer Komplexitaetslast."
      }
    ],
    "shortlist": [
      {
        "name": "Sidecar-ng",
        "score": 4.87,
        "scores": {
          "leverage": 5.0,
          "reusability": 4.6,
          "strategic_value": 5.0,
          "product_readiness": 4.5,
          "synergy": 5.0,
          "workflow_fit": 5.0
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