{
  "project_id": "rocketride-org/rocketride-server",
  "repo": "rocketride-org/rocketride-server",
  "name": "rocketride-server",
  "github_url": "https://github.com/rocketride-org/rocketride-server",
  "homepage_url": null,
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "mcp_server"
  ],
  "tags": [
    "ai",
    "cpp",
    "data-pipeline",
    "data-processing",
    "machine-learning",
    "mcp",
    "python",
    "sdk",
    "typescript",
    "vscode-extension"
  ],
  "description": "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.",
  "overview": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, local, cloud deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "heygen-com/hyperframes",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    },
    {
      "repo": "bytechefhq/bytechef",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    },
    {
      "repo": "ComposioHQ/composio",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    },
    {
      "repo": "aaif-goose/goose",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    },
    {
      "repo": "danny-avila/LibreChat",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    },
    {
      "repo": "Razee4315/NetLogo-MCP",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    },
    {
      "repo": "mudler/LocalAI",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    },
    {
      "repo": "stacklok/toolhive",
      "reason": "Related to rocketride-org/rocketride-server through mcp server category and docker deployment."
    }
  ],
  "dependencies": [
    "MCP",
    "LLM provider"
  ],
  "deployments": [
    "docker",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
  "cloudflare_ready": false,
  "use_cases": [
    "connect agents to tools",
    "expose APIs through MCP",
    "bootstrap MCP integrations"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation"
  ],
  "classification": {
    "category": {
      "confidence": "medium",
      "evidence": [
        "Matched \"mcp\" 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."
      ]
    }
  },
  "quality_signals": {
    "stars": 4979,
    "recent_commits": 100,
    "contributors": 43,
    "issue_response_time_hours": null,
    "release_frequency_180d": 50
  },
  "quality_signal_confidence": {
    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
    "releases_180d": "complete",
    "contributors_90d": "complete"
  },
  "quality_score": 64,
  "agent_score": 79,
  "score": 91,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 67,
    "deployment": 80,
    "popularity": 74,
    "community": 88
  },
  "git_top_score": 91,
  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 78,
    "documentation": 92,
    "stability": 90,
    "adoption": 100,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, local, cloud deployment options.",
    "purpose": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, local, cloud deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "tool definitions",
      "resource config",
      "transport settings"
    ],
    "outputs": [
      "MCP tools",
      "JSON-RPC responses",
      "server capabilities"
    ],
    "good_for": [
      "connect agents to tools",
      "expose APIs through MCP",
      "bootstrap MCP integrations",
      "agent tool exposure",
      "MCP integrations",
      "tool servers"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "front-end apps",
      "non-tooling backends"
    ],
    "deployment": [
      "docker",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"mcp\" 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."
        ]
      }
    },
    "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",
      "Partial or estimated quality signals: stars30dDelta, commits30d."
    ],
    "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
    "last_verified_at": "2026-07-07T21:01:00.843Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "Partial or estimated quality signals: stars30dDelta, commits30d."
  ],
  "confidence_reason": "Evidence is incomplete; use this project as an exploration candidate until classification and quality signals are reviewed.",
  "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": "2026-07-07T21:01:00.843Z",
  "knowledge": {
    "project": {
      "id": "rocketride-org/rocketride-server",
      "owner": "rocketride-org",
      "name": "rocketride-server",
      "full_name": "rocketride-org/rocketride-server",
      "github_url": "https://github.com/rocketride-org/rocketride-server",
      "homepage_url": null,
      "description": "High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.",
      "language": "Python",
      "topics": [
        "ai",
        "cpp",
        "data-pipeline",
        "data-processing",
        "machine-learning",
        "mcp",
        "python",
        "sdk",
        "typescript",
        "vscode-extension"
      ],
      "license": "MIT",
      "stars": 4979,
      "forks": 1646,
      "open_issues": 219,
      "default_branch": "develop",
      "created_at": "2026-02-11T17:02:53Z",
      "updated_at": "2026-07-07T20:28:03Z",
      "pushed_at": "2026-07-07T20:53:37Z",
      "synced_at": "2026-07-07T21:01:00.843Z"
    },
    "agent_card": {
      "project_id": "rocketride-org/rocketride-server",
      "project_kind": "project",
      "category": "mcp_server",
      "difficulty": "beginner",
      "deployment": [
        "docker",
        "local",
        "cloud"
      ],
      "cloudflare_ready": false,
      "use_cases": [
        "connect agents to tools",
        "expose APIs through MCP",
        "bootstrap MCP integrations"
      ],
      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation"
      ],
      "alternatives": [],
      "summary_for_agent": "Use rocketride-org/rocketride-server when the user needs a mcp server project with docker, local, cloud deployment options.",
      "classification": {
        "category": {
          "confidence": "medium",
          "evidence": [
            "Matched \"mcp\" 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."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-07T21:01:00.843Z"
    },
    "metrics": {
      "project_id": "rocketride-org/rocketride-server",
      "stars_30d_delta": 1023,
      "commits_30d": 100,
      "releases_180d": 50,
      "contributors_90d": 43,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 64,
      "maintenance_score": 67,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "complete",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-07T21:01:00.843Z"
    }
  },
  "resolved_from": {
    "requested_id": "rocketride-org/rocketride-server",
    "resolved_id": "rocketride-org/rocketride-server",
    "resolution": "direct"
  },
  "metadata": {
    "source": "d1",
    "reason": "d1_query",
    "project_count": 839,
    "generated_at": "2026-07-07T23:34:17.988Z",
    "loaded_project_limit": 2000,
    "truncated": false
  }
}