{
  "project_id": "jupyter-naas/abi",
  "repo": "jupyter-naas/abi",
  "name": "abi",
  "github_url": "https://github.com/jupyter-naas/abi",
  "homepage_url": "https://naas.ai",
  "language": "Python",
  "license": "MIT",
  "project_kind": "project",
  "category": [
    "workflow_automation"
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  "tags": [
    "abi",
    "ai",
    "aiagentic",
    "aiagentsframework",
    "analytics",
    "artificial-intelligence",
    "automation",
    "business",
    "ontologies"
  ],
  "description": "AI Operating System - Build your own AI using ontologies as the unifying field connecting data, models, workflows, and systems.",
  "overview": "Use jupyter-naas/abi when the user needs a workflow automation project with docker, kubernetes, library_only deployment options.",
  "alternatives": [],
  "related": [
    {
      "repo": "hexabot-ai/Hexabot",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    },
    {
      "repo": "langgenius/dify",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    },
    {
      "repo": "test-zeus-ai/testzeus-hercules",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    },
    {
      "repo": "openakita/openakita",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    },
    {
      "repo": "ohdearquant/lionagi",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    },
    {
      "repo": "nottelabs/notte",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    },
    {
      "repo": "Skyvern-AI/skyvern",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    },
    {
      "repo": "Dong90/oh-my-taiyiforge",
      "reason": "Related to jupyter-naas/abi through workflow automation category and docker deployment."
    }
  ],
  "dependencies": [
    "LLM provider"
  ],
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    "docker",
    "kubernetes",
    "library_only",
    "local",
    "cloud"
  ],
  "difficulty": "beginner",
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  "use_cases": [
    "orchestrate AI workflows",
    "connect tools and services",
    "automate repeated tasks"
  ],
  "not_good_for": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product"
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  "classification": {
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      "confidence": "high",
      "evidence": [
        "Matched \"workflow\" in metadata.",
        "Matched \"automation\" in metadata."
      ]
    },
    "deployment": {
      "confidence": "high",
      "evidence": [
        "Found Docker configuration file.",
        "Matched \"kubernetes\" in repository content.",
        "Matched \"npm 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, postgres, filesystem.",
        "No Cloudflare deployment signal detected."
      ]
    }
  },
  "quality_signals": {
    "stars": 132,
    "recent_commits": 100,
    "contributors": 7,
    "issue_response_time_hours": null,
    "release_frequency_180d": 100
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    "stars_30d_delta": "estimated",
    "commits_30d": "partial",
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    "contributors_90d": "complete"
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  "agent_score": 70,
  "score": 83,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 58,
    "deployment": 100,
    "popularity": 42,
    "community": 52
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  "git_top_score_breakdown": {
    "community": 84,
    "maintenance": 71,
    "documentation": 92,
    "stability": 100,
    "adoption": 63,
    "agent_readability": 90
  },
  "summary": {
    "tl_dr": "Use jupyter-naas/abi when the user needs a workflow automation project with docker, kubernetes, library_only deployment options.",
    "purpose": "Use jupyter-naas/abi when the user needs a workflow automation project with docker, kubernetes, library_only deployment options.",
    "install": "Run with Docker using the repository's container instructions.",
    "inputs": [
      "triggers",
      "jobs",
      "state"
    ],
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      "automation runs",
      "orchestrated steps",
      "workflow events"
    ],
    "good_for": [
      "orchestrate AI workflows",
      "connect tools and services",
      "automate repeated tasks",
      "scheduled jobs",
      "durable workflows",
      "service orchestration"
    ],
    "not_good_for": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "single-step utilities",
      "stateless examples"
    ],
    "deployment": [
      "docker",
      "kubernetes",
      "library_only",
      "local",
      "cloud"
    ],
    "alternatives": []
  },
  "evidence": {
    "classification": {
      "category": {
        "confidence": "high",
        "evidence": [
          "Matched \"workflow\" in metadata.",
          "Matched \"automation\" in metadata."
        ]
      },
      "deployment": {
        "confidence": "high",
        "evidence": [
          "Found Docker configuration file.",
          "Matched \"kubernetes\" in repository content.",
          "Matched \"npm 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, postgres, filesystem.",
          "No Cloudflare deployment signal detected."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "estimated",
      "commits_30d": "partial",
      "releases_180d": "partial",
      "contributors_90d": "complete"
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      "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",
      "users expecting a complete hosted product",
      "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-07-02T18:00:48.330Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Partial or estimated quality signals: stars30dDelta, commits30d, releases180d."
  ],
  "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",
    "agent_card.deployment",
    "agent_card.classification",
    "metrics"
  ],
  "last_verified_at": "2026-07-02T18:00:48.330Z",
  "knowledge": {
    "project": {
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      "owner": "jupyter-naas",
      "name": "abi",
      "full_name": "jupyter-naas/abi",
      "github_url": "https://github.com/jupyter-naas/abi",
      "homepage_url": "https://naas.ai",
      "description": "AI Operating System - Build your own AI using ontologies as the unifying field connecting data, models, workflows, and systems.",
      "language": "Python",
      "topics": [
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        "ai",
        "aiagentic",
        "aiagentsframework",
        "analytics",
        "artificial-intelligence",
        "automation",
        "business",
        "ontologies"
      ],
      "license": "MIT",
      "stars": 132,
      "forks": 39,
      "open_issues": 53,
      "default_branch": "main",
      "created_at": "2023-10-13T02:50:44Z",
      "updated_at": "2026-07-02T13:55:48Z",
      "pushed_at": "2026-07-02T17:40:40Z",
      "synced_at": "2026-07-02T18:00:48.330Z"
    },
    "agent_card": {
      "project_id": "jupyter-naas/abi",
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      "category": "workflow_automation",
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      "use_cases": [
        "orchestrate AI workflows",
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        "automate repeated tasks"
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      "not_good_for": [
        "edge-only Cloudflare Workers deployment without adaptation",
        "users expecting a complete hosted product"
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      "alternatives": [],
      "summary_for_agent": "Use jupyter-naas/abi when the user needs a workflow automation project with docker, kubernetes, library_only deployment options.",
      "classification": {
        "category": {
          "confidence": "high",
          "evidence": [
            "Matched \"workflow\" in metadata.",
            "Matched \"automation\" in metadata."
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        "deployment": {
          "confidence": "high",
          "evidence": [
            "Found Docker configuration file.",
            "Matched \"kubernetes\" in repository content.",
            "Matched \"npm 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, postgres, filesystem.",
            "No Cloudflare deployment signal detected."
          ]
        }
      },
      "schema_version": "v1",
      "generated_at": "2026-07-02T18:00:48.330Z"
    },
    "metrics": {
      "project_id": "jupyter-naas/abi",
      "stars_30d_delta": 4,
      "commits_30d": 100,
      "releases_180d": 100,
      "contributors_90d": 7,
      "issue_first_response_median_hours": null,
      "recent_push_days": 0,
      "git_score": 30,
      "maintenance_score": 58,
      "signal_confidence": {
        "stars_30d_delta": "estimated",
        "commits_30d": "partial",
        "releases_180d": "partial",
        "contributors_90d": "complete"
      },
      "calculated_at": "2026-07-02T18:00:48.330Z"
    }
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  "resolved_from": {
    "requested_id": "jupyter-naas/abi",
    "resolved_id": "jupyter-naas/abi",
    "resolution": "direct"
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  "metadata": {
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    "reason": "d1_query",
    "project_count": 871,
    "generated_at": "2026-07-08T22:05:48.489Z",
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