{
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  "repo": "embabel/embabel-agent",
  "name": "embabel-agent",
  "github_url": "https://github.com/embabel/embabel-agent",
  "homepage_url": "https://hub.embabel.com",
  "language": "Kotlin",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "agent",
    "agentic-ai",
    "agents",
    "ai",
    "ai-agents",
    "aiagentframework",
    "genai",
    "generative-ai",
    "java",
    "kotlin",
    "llms",
    "multi-agents",
    "multi-agents-orchestration",
    "multi-agents-system",
    "spring"
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  "description": "Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/",
  "overview": "Use embabel/embabel-agent when the user needs an agent framework project with docker, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "google/adk-python",
      "reason": "Related to embabel/embabel-agent through agent framework category and local deployment."
    },
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to embabel/embabel-agent through agent framework category and docker deployment."
    },
    {
      "repo": "langchain-ai/langchain",
      "reason": "Related to embabel/embabel-agent through agent framework category and docker deployment."
    },
    {
      "repo": "omnigent-ai/omnigent",
      "reason": "Related to embabel/embabel-agent through agent framework category and docker deployment."
    },
    {
      "repo": "ag2ai/ag2",
      "reason": "Related to embabel/embabel-agent through agent framework category and local deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to embabel/embabel-agent through agent framework category and docker deployment."
    },
    {
      "repo": "google/adk-java",
      "reason": "Related to embabel/embabel-agent through shared LLM provider dependency context."
    },
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Related to embabel/embabel-agent through agent framework category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
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  "deployments": [
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    "local",
    "cloud"
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  "cloudflare_ready": false,
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    "orchestrate LLM tools",
    "prototype autonomous workflows"
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    "edge-only Cloudflare Workers deployment without adaptation"
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        "Matched \"agent framework\" in metadata.",
        "Matched \"agent\" in metadata.",
        "Matched \"agents\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "medium",
      "evidence": [
        "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": 3835,
    "recent_commits": 59,
    "contributors": 61,
    "issue_response_time_hours": null,
    "release_frequency_180d": 6
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  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 35,
  "agent_score": 77,
  "score": 89,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 53,
    "deployment": 80,
    "popularity": 72,
    "community": 100
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  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 68,
    "documentation": 84,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use embabel/embabel-agent when the user needs an agent framework project with docker, local, cloud deployment options.",
    "purpose": "Use embabel/embabel-agent when the user needs an agent framework project with docker, local, cloud deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "task prompt",
      "tools",
      "context",
      "memory/state"
    ],
    "outputs": [
      "agent runs",
      "tool calls",
      "workflow state"
    ],
    "good_for": [
      "build agents with embabel-agent",
      "orchestrate LLM tools",
      "prototype autonomous workflows",
      "stateful agents",
      "tool-using assistants",
      "workflow orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "simple prompt-only apps",
      "one-shot chat wrappers"
    ],
    "deployment": [
      "docker",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent framework\" in metadata.",
          "Matched \"agent\" in metadata.",
          "Matched \"agents\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "medium",
        "evidence": [
          "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": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "source_fields": [
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      "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: stars30dDelta."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-07-31T16:00:22.045Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta."
  ],
  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
  "source_fields": [
    "project.description",
    "project.topics",
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    "metrics"
  ],
  "last_verified_at": "2026-07-31T16:00:22.045Z",
  "knowledge": {
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      "description": "Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/",
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      "pushed_at": "2026-07-31T15:37:54Z",
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      "not_good_for": [
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      "summary_for_agent": "Use embabel/embabel-agent when the user needs an agent framework project with docker, local, cloud deployment options.",
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python.",
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            "No wrangler.toml found in inspected repository files."
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      "generated_at": "2026-07-31T16:00:22.045Z"
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      "recent_push_days": 0,
      "git_score": 35,
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      "signal_confidence": {
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        "commits_30d": "complete",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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      "calculated_at": "2026-07-31T16:00:22.045Z"
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    "resolved_id": "embabel/embabel-agent",
    "resolution": "direct"
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    "source": "d1",
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    "project_count": 1013,
    "generated_at": "2026-07-31T19:17:56.801Z",
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