{
  "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": "langchain-ai/langchain",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "google/adk-python",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "ag2ai/ag2",
      "reason": "Same agent framework intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "CopilotKit/CopilotKit",
      "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": "Significant-Gravitas/AutoGPT",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "unslothai/unsloth",
      "reason": "Related to modelship-ai/modelship through shared LLM provider dependency context."
    },
    {
      "repo": "Lightning-AI/litAI",
      "reason": "Related to modelship-ai/modelship through agent framework category and kubernetes deployment."
    },
    {
      "repo": "olimorris/codecompanion.nvim",
      "reason": "Related to modelship-ai/modelship through agent framework category and docker deployment."
    },
    {
      "repo": "avibe-bot/avibe",
      "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": 48,
    "recent_commits": 100,
    "contributors": 3,
    "issue_response_time_hours": null,
    "release_frequency_180d": 57
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "snapshot",
    "stars30d_window_days": 34,
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 30,
  "agent_score": 67,
  "score": 79,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 57,
    "deployment": 100,
    "popularity": 34,
    "community": 48
  },
  "git_top_score": 79,
  "git_top_score_breakdown": {
    "community": 68,
    "maintenance": 71,
    "documentation": 92,
    "stability": 100,
    "adoption": 43,
    "agent_readability": 100
  },
  "verification": {
    "schema_version": "git-top.verification.v1",
    "overall_status": "partial",
    "observed_at": "2026-09-14T13:00:42.611Z",
    "signals": {
      "activity": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.pushed_at",
          "metrics.recent_push_days"
        ]
      },
      "license": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.license"
        ]
      },
      "documentation": {
        "status": "observed",
        "source": "github_metadata",
        "evidence": [
          "project.description"
        ]
      },
      "runtime": {
        "status": "inferred",
        "source": "git_top_heuristic",
        "evidence": [
          "agent_card.deployment",
          "agent_card.cloudflare_ready"
        ]
      },
      "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": {
      "observed": 3,
      "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."
    ]
  },
  "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": "langchain-ai/langchain",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "google/adk-python",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "ag2ai/ag2",
        "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": "snapshot",
      "stars30d_window_days": 34,
      "commits_30d": "partial",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-09-14T13:00:42.611Z",
      "signals": {
        "activity": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.pushed_at",
            "metrics.recent_push_days"
          ]
        },
        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.license"
          ]
        },
        "documentation": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
            "project.description"
          ]
        },
        "runtime": {
          "status": "inferred",
          "source": "git_top_heuristic",
          "evidence": [
            "agent_card.deployment",
            "agent_card.cloudflare_ready"
          ]
        },
        "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": {
        "observed": 3,
        "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."
      ]
    },
    "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",
      "verification.signals"
    ],
    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: commits30d.",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
    "last_verified_at": "2026-09-14T13:00:42.611Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: commits30d.",
    "Independent installation, security, or runtime probes have not been run for this project."
  ],
  "confidence_reason": "Classification evidence and quality signals are strong enough for shortlist reasoning when metadata is current.",
  "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",
    "verification.signals"
  ],
  "last_verified_at": "2026-09-14T13:00:42.611Z",
  "knowledge": {
    "project": {
      "id": "modelship-ai/modelship",
      "owner": "modelship-ai",
      "name": "modelship",
      "full_name": "modelship-ai/modelship",
      "github_url": "https://github.com/modelship-ai/modelship",
      "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.",
      "language": "Python",
      "topics": [
        "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"
      ],
      "license": "Apache-2.0",
      "stars": 48,
      "forks": 4,
      "open_issues": 0,
      "default_branch": "main",
      "created_at": "2025-08-05T13:01:43Z",
      "updated_at": "2026-09-13T18:16:51Z",
      "pushed_at": "2026-09-13T18:16:49Z",
      "synced_at": "2026-09-14T13:00:42.611Z"
    },
    "agent_card": {
      "project_id": "modelship-ai/modelship",
      "project_kind": "project",
      "category": "agent_framework",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "kubernetes",
        "library_only",
        "local",
        "cloud"
      ],
      "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"
      ],
      "alternatives": [
        {
          "project_id": "langchain-ai/langchain",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "google/adk-python",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "ag2ai/ag2",
          "reason": "Same agent framework intent with workflow overlap."
        }
      ],
      "summary_for_agent": "Use modelship-ai/modelship when the user needs an agent framework project with docker, kubernetes, library-only deployment options.",
      "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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-09-14T13:00:42.611Z"
    },
    "metrics": {
      "project_id": "modelship-ai/modelship",
      "stars_30d_delta": 10,
      "commits_30d": 100,
      "releases_180d": 57,
      "contributors_90d": 3,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 30,
      "maintenance_score": 57,
      "signal_confidence": {
        "stars_30d_delta": "snapshot",
        "stars30d_window_days": 34,
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-09-14T13:00:42.611Z"
    }
  },
  "resolved_from": {
    "requested_id": "modelship-ai/modelship",
    "resolved_id": "modelship-ai/modelship",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 1213,
    "generated_at": "2026-09-21T01:44:07.263Z",
    "snapshot_id": "d1:1213:2026-09-21T01:31:15.065Z",
    "latest_synced_at": "2026-09-21T01:31:15.065Z",
    "schema_version": "git-top.knowledge.v1",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}