{
  "project_id": "ShenSeanChen/waku-agent",
  "repo": "ShenSeanChen/waku-agent",
  "name": "waku-agent",
  "github_url": "https://github.com/ShenSeanChen/waku-agent",
  "homepage_url": "seanchen.io",
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "llm_eval"
  ],
  "tags": [
    "agent-framework",
    "ai-agent",
    "ai-assistant",
    "claude",
    "evals",
    "llm",
    "llmops",
    "local-first",
    "openai",
    "personal-assistant",
    "python",
    "sqlite"
  ],
  "description": "Waku Waku! Waku agent is your personal AI agent, on your own laptop, in code you can read in an afternoon — harness + loop + memory + eval",
  "overview": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "comet-ml/opik",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "promptfoo/promptfoo",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "Ahoo-Wang/GodeX",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "Marker-Inc-Korea/AutoRAG",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "langwatch/langwatch",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "agentscope-ai/OpenJudge",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "Purewhiter/mobilegym",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "Giskard-AI/giskard-oss",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "evaluate LLM outputs",
    "benchmark prompts and agents",
    "track model quality"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"eval\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Matched \"pip install\" 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_signals": {
    "stars": 799,
    "recent_commits": 100,
    "contributors": 13,
    "issue_response_time_hours": null,
    "release_frequency_180d": 2
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 47,
  "agent_score": 65,
  "score": 81,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 38,
    "deployment": 80,
    "popularity": 58,
    "community": 58
  },
  "git_top_score": 81,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 50,
    "documentation": 84,
    "stability": 86,
    "adoption": 86,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.",
    "purpose": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.",
    "install": "Install as a library or package using the repository instructions.",
    "inputs": [
      "prompts",
      "model outputs",
      "test cases"
    ],
    "outputs": [
      "scores",
      "benchmarks",
      "eval reports"
    ],
    "good_for": [
      "evaluate LLM outputs",
      "benchmark prompts and agents",
      "track model quality",
      "model evaluation",
      "benchmarking",
      "regression testing"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "production inference serving",
      "end-user chat apps"
    ],
    "deployment": [
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"eval\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Matched \"pip install\" 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": "estimated",
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "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",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta, commits30d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-08-03T10:00:14.307Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta, commits30d."
  ],
  "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": "2026-08-03T10:00:14.307Z",
  "knowledge": {
    "project": {
      "id": "ShenSeanChen/waku-agent",
      "owner": "ShenSeanChen",
      "name": "waku-agent",
      "full_name": "ShenSeanChen/waku-agent",
      "github_url": "https://github.com/ShenSeanChen/waku-agent",
      "homepage_url": "seanchen.io",
      "description": "Waku Waku! Waku agent is your personal AI agent, on your own laptop, in code you can read in an afternoon — harness + loop + memory + eval",
      "language": "Python",
      "topics": [
        "agent-framework",
        "ai-agent",
        "ai-assistant",
        "claude",
        "evals",
        "llm",
        "llmops",
        "local-first",
        "openai",
        "personal-assistant",
        "python",
        "sqlite"
      ],
      "license": "MIT",
      "stars": 799,
      "forks": 156,
      "open_issues": 11,
      "default_branch": "main",
      "created_at": "2026-07-10T12:20:50Z",
      "updated_at": "2026-08-03T09:56:56Z",
      "pushed_at": "2026-08-03T09:57:22Z",
      "synced_at": "2026-08-03T10:00:14.307Z"
    },
    "agent_card": {
      "project_id": "ShenSeanChen/waku-agent",
      "project_kind": "project",
      "category": "llm_eval",
      "difficulty": "beginner",
      "deployment": [
        "library_only",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "evaluate LLM outputs",
        "benchmark prompts and agents",
        "track model quality"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
      ],
      "alternatives": [],
      "summary_for_agent": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"eval\" in metadata."
          ]
        },
        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" 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": "2026-08-03T10:00:14.307Z"
    },
    "metrics": {
      "project_id": "ShenSeanChen/waku-agent",
      "stars_30d_delta": 1042,
      "commits_30d": 100,
      "releases_180d": 2,
      "contributors_90d": 13,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 47,
      "maintenance_score": 38,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-08-03T10:00:14.307Z"
    }
  },
  "resolved_from": {
    "requested_id": "ShenSeanChen/waku-agent",
    "resolved_id": "ShenSeanChen/waku-agent",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1033,
    "generated_at": "2026-08-03T13:16:14.251Z",
    "snapshot_id": "d1:1033:2026-08-03T13:00:26.987Z",
    "latest_synced_at": "2026-08-03T13:00:26.987Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}