{
  "project_id": "ShenSeanChen/waku-agent",
  "repo": "ShenSeanChen/waku-agent",
  "name": "waku-agent",
  "github_url": "https://github.com/ShenSeanChen/waku-agent",
  "homepage_url": "waku.one",
  "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 a local-first AI agent harness you actually own, including loop, memory, eval, all in code built to stay legible as it grows.",
  "overview": "Use ShenSeanChen/waku-agent when the user needs a llm eval project with library-only, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "comet-ml/opik",
      "reason": "Similar llm eval with library_only/local deployment overlap."
    },
    {
      "repo": "Arize-ai/phoenix",
      "reason": "Similar llm eval with library_only/local deployment overlap."
    },
    {
      "repo": "Giskard-AI/giskard-oss",
      "reason": "Similar llm eval with library_only/local deployment overlap."
    }
  ],
  "related": [
    {
      "repo": "dataelement/bisheng",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and local deployment."
    },
    {
      "repo": "Marker-Inc-Korea/AutoRAG",
      "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": "langfuse/langfuse",
      "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": "truera/trulens",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and library_only deployment."
    },
    {
      "repo": "coze-dev/coze-loop",
      "reason": "Related to ShenSeanChen/waku-agent through llm eval category and local deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
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  "deployments": [
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "evaluate LLM outputs",
    "benchmark prompts and agents",
    "track model quality"
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    "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": 1745,
    "recent_commits": 48,
    "contributors": 26,
    "issue_response_time_hours": null,
    "release_frequency_180d": 2
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  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 34,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 36,
  "agent_score": 67,
  "score": 84,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 34,
    "deployment": 80,
    "popularity": 65,
    "community": 71
  },
  "git_top_score": 84,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 47,
    "documentation": 84,
    "stability": 86,
    "adoption": 97,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-13T18:30:57.111Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
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      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
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      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
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      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
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      "install": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      },
      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
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      },
      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
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      "observed": 3,
      "inferred": 1,
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      "unknown": 0
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    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
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  "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"
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      "scores",
      "benchmarks",
      "eval reports"
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      "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": [
      {
        "repo": "comet-ml/opik",
        "reason": "Similar llm eval with library_only/local deployment overlap."
      },
      {
        "repo": "Arize-ai/phoenix",
        "reason": "Similar llm eval with library_only/local deployment overlap."
      },
      {
        "repo": "Giskard-AI/giskard-oss",
        "reason": "Similar llm eval with library_only/local deployment overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"eval\" in metadata."
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      "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": "snapshot",
      "stars30d_window_days": 34,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-13T18:30:57.111Z",
      "signals": {
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          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
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        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
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        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
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        },
        "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": {
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        "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."
      ]
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      "project.language",
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      "metrics",
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-09-13T18:30:57.111Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "source_fields": [
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    "project.topics",
    "project.language",
    "project.license",
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  "knowledge": {
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      "id": "ShenSeanChen/waku-agent",
      "owner": "ShenSeanChen",
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      "github_url": "https://github.com/ShenSeanChen/waku-agent",
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      "description": "Waku Waku! Waku Agent is a local-first AI agent harness you actually own, including loop, memory, eval, all in code built to stay legible as it grows.",
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          "project_id": "comet-ml/opik",
          "reason": "Similar llm eval with library_only/local deployment overlap."
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        {
          "project_id": "Arize-ai/phoenix",
          "reason": "Similar llm eval with library_only/local deployment overlap."
        },
        {
          "project_id": "Giskard-AI/giskard-oss",
          "reason": "Similar llm eval with library_only/local deployment overlap."
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      "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."
          ]
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        "deployment": {
          "confidence": "high",
          "evidence": [
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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        "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."
          ]
        }
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      "schema_version": "v1",
      "generated_at": "2026-09-13T18:30:57.111Z"
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      "releases_180d": 2,
      "contributors_90d": 26,
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      "recent_push_days": 1,
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        "stars30d_window_days": 34,
        "commits_30d": "complete",
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