{
  "project_id": "modelship-ai/modelship",
  "repo": "modelship-ai/modelship",
  "name": "modelship",
  "github_url": "https://github.com/modelship-ai/modelship",
  "homepage_url": "https://docs.model-ship.ai/",
  "language": "Python",
  "license": "Apache-2.0",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "agentic",
    "diffusers",
    "embeddings",
    "gpu",
    "image-generation",
    "inference-server",
    "llama-cpp",
    "llm",
    "multimodal",
    "openai-api",
    "ray-serve",
    "reasoning",
    "responses-api",
    "self-hosted",
    "speech-to-text",
    "text-to-speech",
    "tool-calling",
    "vllm"
  ],
  "description": "Self-hosted, OpenAI-compatible inference for the agentic era: reasoning LLMs, universal tool calling, and the Responses API alongside embeddings, speech, and image models — many models sharing your GPUs, one gateway. Powered by Ray Serve.",
  "overview": "Use modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only deployment options.",
  "alternatives": [
    {
      "repo": "unslothai/unsloth",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "alez007/modelship",
      "reason": "Same agent framework intent with llm_gateway, workflow, local_inference overlap."
    },
    {
      "repo": "google/adk-python",
      "reason": "Same agent framework intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "alez007/modelship",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "unslothai/unsloth",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "omnigent-ai/omnigent",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "langchain-ai/langchain",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "olimorris/codecompanion.nvim",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "kubernetes",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "build agents with modelship",
    "orchestrate LLM tools",
    "prototype autonomous workflows"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
  ],
  "classification": {
    "category": {
      "confidence": "high",
      "evidence": [
        "Matched \"agent\" in metadata.",
        "Matched \"tool calling\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"kubernetes\" in repository content.",
        "Matched \"helm chart\" in repository content.",
        "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, cuda, gpu.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
  },
  "quality_signals": {
    "stars": 37,
    "recent_commits": 100,
    "contributors": 3,
    "issue_response_time_hours": null,
    "release_frequency_180d": 48
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "quality_score": 30,
  "agent_score": 67,
  "score": 78,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 57,
    "deployment": 100,
    "popularity": 31,
    "community": 48
  },
  "git_top_score": 78,
  "git_top_score_breakdown": {
    "community": 67,
    "maintenance": 71,
    "documentation": 92,
    "stability": 100,
    "adoption": 41,
    "agent_readability": 100
  },
  "summary": {
    "tl_dr": "Use modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only deployment options.",
    "purpose": "Use modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only 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 modelship",
      "orchestrate LLM tools",
      "prototype autonomous workflows",
      "stateful agents",
      "tool-using assistants",
      "workflow orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt-only apps",
      "one-shot chat wrappers"
    ],
    "deployment": [
      "docker",
      "kubernetes",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": [
      {
        "repo": "unslothai/unsloth",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "alez007/modelship",
        "reason": "Same agent framework intent with llm_gateway, workflow, local_inference overlap."
      },
      {
        "repo": "google/adk-python",
        "reason": "Same agent framework intent with workflow overlap."
      }
    ]
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"agent\" in metadata.",
          "Matched \"tool calling\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" in repository content.",
          "Matched \"helm chart\" in repository content.",
          "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, cuda, gpu.",
          "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"
    },
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      "agent_card.summary_for_agent",
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      "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": "2026-08-01T10:00:10.790Z"
  },
  "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",
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    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-08-01T10:00:10.790Z",
  "knowledge": {
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      "owner": "modelship-ai",
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      "homepage_url": "https://docs.model-ship.ai/",
      "description": "Self-hosted, OpenAI-compatible inference for the agentic era: reasoning LLMs, universal tool calling, and the Responses API alongside embeddings, speech, and image models — many models sharing your GPUs, one gateway. Powered by Ray Serve.",
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      "difficulty": "beginner",
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      "use_cases": [
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          "project_id": "unslothai/unsloth",
          "reason": "Same agent framework intent with workflow overlap."
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          "project_id": "alez007/modelship",
          "reason": "Same agent framework intent with llm_gateway, workflow, local_inference overlap."
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        {
          "project_id": "google/adk-python",
          "reason": "Same agent framework intent with workflow overlap."
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            "Matched \"tool calling\" in metadata."
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          "confidence": "high",
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            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"helm chart\" in repository content.",
            "Matched \"pip install\" in repository content.",
            "Local usage is assumed for open source repositories unless contradicted."
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          "confidence": "medium",
          "evidence": [
            "Repository has under 10k stars, so complexity is treated conservatively."
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, cuda, gpu.",
            "No Cloudflare deployment signal detected.",
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      "generated_at": "2026-08-01T10:00:10.790Z"
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      "recent_push_days": 0,
      "git_score": 30,
      "maintenance_score": 57,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
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      "calculated_at": "2026-08-01T10:00:10.790Z"
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    "requested_id": "modelship-ai/modelship",
    "resolved_id": "modelship-ai/modelship",
    "resolution": "direct"
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  "metadata": {
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    "project_count": 1016,
    "generated_at": "2026-08-01T12:28:38.360Z",
    "snapshot_id": "d1:1016:2026-08-01T12:00:26.764Z",
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