Nagi

Nagi keeps data in its desired state.

Motivation

State evaluation, routine ELT, and data incident response are often carried out as separate activities — different tools, different runbooks, different moments. When a scheduled job succeeds but the data is stale, the gap between "the pipeline ran" and "the data is correct" surfaces as an incident that lives outside the pipeline itself.

These activities are points on the same continuum: observe state, decide it needs correction, and correct it. Nagi places them in a single reconciliation loop so you can move between monitoring, manual recovery, and automated convergence without changing tools or vocabulary.

graph LR
    subgraph Nagi
        Eval["Evaluate data state"]
        Drift{"Diverged from<br>desired state?"}
        Conv["Run convergence<br>operation"]
    end
    subgraph User
        Define["Define desired state<br>of data"]
    end
    subgraph UserAI["User / AI Agent"]
        Check["Check state"]
    end
    Define --> Eval
    Eval --> Drift
    Drift -->|No| Eval
    Drift -->|Yes| Conv
    Conv --> Eval
    Nagi -->|"Alert"| UserAI
    UserAI -->|"Manual operation"| Nagi

Principles

  • Declarative — Define the desired state; let Nagi handle convergence.
  • Composable — Use with your existing tools, or let Nagi take the wheel.
  • AI-collaborative — Designed for humans and AI agents to work as one.

Install

pip install nagi-cli

See the Quickstart for a full walkthrough, or browse the Documentation.

License

Apache License 2.0. See LICENSE for details.

Project links

Data verified by PyPI on Apr 18, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

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  • Released:
Latest release

1 maintainer

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Avatar for tosh2230 from gravatar.com tosh2230

Credits

Author: The Nagi Contributors

GitHub Statistics

Data verified by PyPI on Apr 18, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

Apache-2.0
View SPDX License List

Requires

Python >=3.10

Provides Extra

mcp

Tags

reconciliation desired-state drift-detection data-pipeline data-quality

Classifiers

Report project as malware

Release files for nagi-cli 0.0.2

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Table of built distributions (wheels) for nagi-cli 0.0.2
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nagi_cli-0.0.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 9.3 MB PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details
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nagi_cli-0.0.2-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 9.0 MB CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
nagi_cli-0.0.2-cp314-cp314-win_amd64.whl 8.1 MB CPython 3.14 CPython 3.14 Windows x86-64 Details
nagi_cli-0.0.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 9.3 MB CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
nagi_cli-0.0.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 9.0 MB CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
nagi_cli-0.0.2-cp314-cp314-macosx_11_0_arm64.whl 8.3 MB CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
nagi_cli-0.0.2-cp314-cp314-macosx_10_12_x86_64.whl 8.7 MB CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
nagi_cli-0.0.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 9.0 MB CPython 3.13 CPython 3.13 free-threading Linux glibc 2.17+ ARM64 Details
nagi_cli-0.0.2-cp313-cp313-win_amd64.whl 8.1 MB CPython 3.13 CPython 3.13 Windows x86-64 Details
nagi_cli-0.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 9.3 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
nagi_cli-0.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 9.0 MB CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
nagi_cli-0.0.2-cp313-cp313-macosx_11_0_arm64.whl 8.3 MB CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
nagi_cli-0.0.2-cp313-cp313-macosx_10_12_x86_64.whl 8.7 MB CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details
nagi_cli-0.0.2-cp312-cp312-win_amd64.whl 8.1 MB CPython 3.12 CPython 3.12 Windows x86-64 Details
nagi_cli-0.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 9.3 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
nagi_cli-0.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 9.0 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details
nagi_cli-0.0.2-cp312-cp312-macosx_11_0_arm64.whl 8.3 MB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
nagi_cli-0.0.2-cp312-cp312-macosx_10_12_x86_64.whl 8.7 MB CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details
nagi_cli-0.0.2-cp311-cp311-win_amd64.whl 8.1 MB CPython 3.11 CPython 3.11 Windows x86-64 Details
nagi_cli-0.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 9.3 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
nagi_cli-0.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 9.0 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ ARM64 Details
nagi_cli-0.0.2-cp311-cp311-macosx_11_0_arm64.whl 8.3 MB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
nagi_cli-0.0.2-cp311-cp311-macosx_10_12_x86_64.whl 8.7 MB CPython 3.11 CPython 3.11 macOS 10.12+ x86-64 Details
nagi_cli-0.0.2-cp310-cp310-win_amd64.whl 8.1 MB CPython 3.10 CPython 3.10 Windows x86-64 Details
nagi_cli-0.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 9.3 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
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nagi_cli-0.0.2-cp310-cp310-macosx_10_12_x86_64.whl 8.7 MB CPython 3.10 CPython 3.10 macOS 10.12+ x86-64 Details

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