{
  "project_id": "Nixtla/nixtla",
  "repo": "Nixtla/nixtla",
  "name": "nixtla",
  "github_url": "https://github.com/Nixtla/nixtla",
  "homepage_url": "https://www.nixtla.io/docs",
  "language": "Jupyter Notebook",
  "license": "NOASSERTION",
  "project_kind": "project",
  "category": [
    "agent_framework"
  ],
  "tags": [
    "agent",
    "agentic-ai",
    "anomaly-detection",
    "artificial-intelligence",
    "deep-learning",
    "forecasting",
    "foundation-models",
    "generative-ai-time-series",
    "gpt",
    "gpts",
    "llm",
    "llms",
    "time-series",
    "time-series-forecasting",
    "timegpt"
  ],
  "description": "TimeGPT-2.1: production ready pre-trained Time Series Foundation Model  for forecasting and anomaly detection. Generative pretrained transformer for time series trained on over 100B data points. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code 🚀.",
  "overview": "Use Nixtla/nixtla when the user needs an agent framework project with library-only, local, cloud deployment options.",
  "alternatives": [
    {
      "repo": "Significant-Gravitas/AutoGPT",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "CopilotKit/CopilotKit",
      "reason": "Same agent framework intent with workflow overlap."
    },
    {
      "repo": "google/adk-python",
      "reason": "Same agent framework intent with workflow overlap."
    }
  ],
  "related": [
    {
      "repo": "ag2ai/ag2",
      "reason": "Related to Nixtla/nixtla through agent framework category and library_only deployment."
    },
    {
      "repo": "e2b-dev/E2B",
      "reason": "Related to Nixtla/nixtla through agent framework category and library_only deployment."
    },
    {
      "repo": "langchain-ai/langgraphjs",
      "reason": "Related to Nixtla/nixtla through agent framework category and library_only deployment."
    },
    {
      "repo": "langchain-ai/langchain",
      "reason": "Related to Nixtla/nixtla through agent framework category and library_only deployment."
    },
    {
      "repo": "google/adk-python",
      "reason": "Related to Nixtla/nixtla through agent framework category and library_only deployment."
    },
    {
      "repo": "embabel/embabel-agent",
      "reason": "Related to Nixtla/nixtla through agent framework category and local deployment."
    },
    {
      "repo": "camel-ai/camel",
      "reason": "Related to Nixtla/nixtla through agent framework category and library_only deployment."
    },
    {
      "repo": "avibe-bot/avibe",
      "reason": "Related to Nixtla/nixtla through agent framework category and library_only deployment."
    }
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    "LLM provider"
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    "local",
    "cloud"
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    "orchestrate LLM tools",
    "prototype autonomous workflows"
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    "users expecting a complete hosted product"
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      "evidence": [
        "Matched \"pip install\" in repository content.",
        "Local usage is assumed for open source repositories unless contradicted."
      ]
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    "difficulty": {
      "confidence": "medium",
      "evidence": [
        "Repository has under 10k stars, so complexity is treated conservatively."
      ]
    },
    "cloudflare_ready": {
      "confidence": "high",
      "evidence": [
        "Runtime blocker: python, gpu.",
        "No Cloudflare deployment signal detected.",
        "No wrangler.toml found in inspected repository files."
      ]
    }
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    "recent_commits": 30,
    "contributors": 28,
    "issue_response_time_hours": null,
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    "stars30d_window_days": 33,
    "commits_30d": "complete",
    "releases_180d": "complete",
    "contributors_90d": "complete"
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  "agent_score": 71,
  "score": 90,
  "agent_score_breakdown": {
    "documentation": 90,
    "maintenance": 44,
    "deployment": 80,
    "popularity": 72,
    "community": 73
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  "git_top_score_breakdown": {
    "community": 100,
    "maintenance": 62,
    "documentation": 84,
    "stability": 100,
    "adoption": 100,
    "agent_readability": 100
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        "status": "observed",
        "source": "github_metadata",
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          "metrics.recent_push_days"
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      "license": {
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        "status": "observed",
        "source": "github_metadata",
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        "evidence": [
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          "agent_card.cloudflare_ready"
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        "source": "git_top_runtime",
        "evidence": [
          "installation/build probe is not enabled"
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      "security": {
        "status": "not_run",
        "source": "git_top_runtime",
        "evidence": [
          "dependency/security scan is not enabled"
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      "mcp": {
        "status": "not_applicable",
        "source": "git_top_runtime",
        "evidence": [
          "project is not classified as mcp_server"
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      "inferred": 1,
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      "unknown": 0
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    "next_steps": [
      "Run an installation/build probe before production adoption.",
      "Run a dependency and security scan before treating the score as a trust claim."
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      "task prompt",
      "tools",
      "context",
      "memory/state"
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      "agent runs",
      "tool calls",
      "workflow state"
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      "orchestrate LLM tools",
      "prototype autonomous workflows",
      "stateful agents",
      "tool-using assistants",
      "workflow orchestration"
    ],
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      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "simple prompt-only apps",
      "one-shot chat wrappers"
    ],
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      "library_only",
      "local",
      "cloud"
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      {
        "repo": "Significant-Gravitas/AutoGPT",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "CopilotKit/CopilotKit",
        "reason": "Same agent framework intent with workflow overlap."
      },
      {
        "repo": "google/adk-python",
        "reason": "Same agent framework intent with workflow overlap."
      }
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      "category": {
        "confidence": "medium",
        "evidence": [
          "Matched \"agent\" in metadata."
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      "deployment": {
        "confidence": "high",
        "evidence": [
          "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, gpu.",
          "No Cloudflare deployment signal detected.",
          "No wrangler.toml found in inspected repository files."
        ]
      }
    },
    "quality_signal_confidence": {
      "stars_30d_delta": "snapshot",
      "stars30d_window_days": 33,
      "commits_30d": "complete",
      "releases_180d": "complete",
      "contributors_90d": "complete"
    },
    "verification": {
      "schema_version": "git-top.verification.v1",
      "overall_status": "partial",
      "observed_at": "2026-10-01T17:31:03.583Z",
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          "status": "observed",
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          "evidence": [
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            "metrics.recent_push_days"
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        "license": {
          "status": "observed",
          "source": "github_metadata",
          "evidence": [
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        "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": {
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        "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."
      ]
    },
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    "caveats": [
      "edge-only Cloudflare Workers deployment without adaptation",
      "users expecting a complete hosted product",
      "Independent installation, security, or runtime probes have not been run for this project."
    ],
    "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
    "last_verified_at": "2026-10-01T17:31:03.583Z"
  },
  "caveats": [
    "edge-only Cloudflare Workers deployment without adaptation",
    "users expecting a complete hosted product",
    "Independent installation, security, or runtime probes have not been run for this project."
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  "confidence_reason": "Evidence is usable for comparison, but agents should cite caveats before making a strong recommendation.",
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    "project.topics",
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    "project.license",
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        "llms",
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          "project_id": "Significant-Gravitas/AutoGPT",
          "reason": "Same agent framework intent with workflow overlap."
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          "project_id": "CopilotKit/CopilotKit",
          "reason": "Same agent framework intent with workflow overlap."
        },
        {
          "project_id": "google/adk-python",
          "reason": "Same agent framework intent with workflow overlap."
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      "summary_for_agent": "Use Nixtla/nixtla when the user needs an agent framework project with library-only, local, cloud deployment options.",
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          "confidence": "medium",
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          "evidence": [
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        "cloudflare_ready": {
          "confidence": "high",
          "evidence": [
            "Runtime blocker: python, gpu.",
            "No Cloudflare deployment signal detected.",
            "No wrangler.toml found in inspected repository files."
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      "schema_version": "v1",
      "generated_at": "2026-10-01T17:31:03.583Z"
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