cyt-indexer-sdk

Python bindings for the cyt-indexer Rust library.

Platforms supported: Linux/Windows11/macOS CPU Architectures: x86/ARM

Development

cd sdk/python
uv sync
uv run maturin develop --release

Usage

from cyt_indexer import (
    PolicyContext,
    apply_tool_kind,
    build_catalog_from_tools,
    coordinate_bm25_prune,
    load_catalog,
    removed_chunks,
    retrieve_tools,
    scoring_policy_context,
)

full = load_catalog(".catalog")
surviving = ...  # survivors.json
removed = removed_chunks(full, surviving)

ctx = PolicyContext("prune_optional", "prune_all")
apply_tool_kind(ctx, "mcp")
scoring = scoring_policy_context(ctx)

result = coordinate_bm25_prune([], full, full, index, "query", scoring, ctx)

ensure_skills_registry accepts filesystem paths or inline hook/client payloads:

ensure_skills_registry(
    [{"path": "/virtual/skill.md", "content": "---\nname: x\n---\nBody", "content_sha256": "..."}],
    catalog_root,
    pageindex_config,
    pipeline,
    index_params_hash,
)

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

cyt_indexer_sdk-2.7.0.tar.gz (2.1 MB view details)

Uploaded Jul 30, 2026 Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

The dropdown lists show the available interpreters, ABIs, and platforms. Enable javascript to be able to filter the list of wheel files.

cyt_indexer_sdk-2.7.0-cp312-abi3-win_arm64.whl (6.7 MB view details)

Uploaded Jul 30, 2026 CPython 3.12+Windows ARM64

cyt_indexer_sdk-2.7.0-cp312-abi3-win_amd64.whl (6.9 MB view details)

Uploaded Jul 30, 2026 CPython 3.12+Windows x86-64

cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_x86_64.whl (7.4 MB view details)

Uploaded Jul 30, 2026 CPython 3.12+manylinux: glibc 2.28+ x86-64

cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_aarch64.whl (7.4 MB view details)

Uploaded Jul 30, 2026 CPython 3.12+manylinux: glibc 2.28+ ARM64

cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_11_0_arm64.whl (6.8 MB view details)

Uploaded Jul 30, 2026 CPython 3.12+macOS 11.0+ ARM64

cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_10_13_universal2.whl (13.9 MB view details)

Uploaded Jul 30, 2026 CPython 3.12+macOS 10.13+ universal2 (ARM64, x86-64)

File details

Details for the file cyt_indexer_sdk-2.7.0.tar.gz.

File metadata

Download URL: cyt_indexer_sdk-2.7.0.tar.gz
Upload date: Jul 30, 2026
Size: 2.1 MB
Tags: Source
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for cyt_indexer_sdk-2.7.0.tar.gz
Algorithm	Hash digest
SHA256	`3372cadc81b807460e4ade30332f918f2efbb4faf821953a46e2104141fc3a53`
MD5	`23e53872ad3ca3be8b5ec62eeef1ad54`
BLAKE2b-256	`c07e9a824a51a99126a60292faca49efe9b5f49abce01cf41f0eeea28ff06d57`

See more details on using hashes here.

Provenance

The following attestation bundles were made for cyt_indexer_sdk-2.7.0.tar.gz:

Publisher: publish-pypi-sdk.yml on qdrddr/clear-your-tools

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: cyt_indexer_sdk-2.7.0.tar.gz
- Subject digest: 3372cadc81b807460e4ade30332f918f2efbb4faf821953a46e2104141fc3a53
- Sigstore transparency entry: 2285706624
- Sigstore integration time: Jul 30, 2026
Source repository:
- Permalink: qdrddr/clear-your-tools@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Branch / Tag: refs/heads/main
- Owner: https://github.com/qdrddr
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi-sdk.yml@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Trigger Event: workflow_run

File details

Details for the file cyt_indexer_sdk-2.7.0-cp312-abi3-win_arm64.whl.

File metadata

Download URL: cyt_indexer_sdk-2.7.0-cp312-abi3-win_arm64.whl
Upload date: Jul 30, 2026
Size: 6.7 MB
Tags: CPython 3.12+, Windows ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for cyt_indexer_sdk-2.7.0-cp312-abi3-win_arm64.whl
Algorithm	Hash digest
SHA256	`0444ae8ee39b3bc35f127e29a6816d9983615f6978971eadb8f1e6f0ac744a7e`
MD5	`06a1eb7e30831d00aac17ef0d6314a58`
BLAKE2b-256	`c56bba9f9f059ba0ed8effa271db85cacb9b9b6334ef81c5a4e71ed25cd2dbd3`

See more details on using hashes here.

Provenance

The following attestation bundles were made for cyt_indexer_sdk-2.7.0-cp312-abi3-win_arm64.whl:

Publisher: publish-pypi-sdk.yml on qdrddr/clear-your-tools

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: cyt_indexer_sdk-2.7.0-cp312-abi3-win_arm64.whl
- Subject digest: 0444ae8ee39b3bc35f127e29a6816d9983615f6978971eadb8f1e6f0ac744a7e
- Sigstore transparency entry: 2285706711
- Sigstore integration time: Jul 30, 2026
Source repository:
- Permalink: qdrddr/clear-your-tools@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Branch / Tag: refs/heads/main
- Owner: https://github.com/qdrddr
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi-sdk.yml@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Trigger Event: workflow_run

File details

Details for the file cyt_indexer_sdk-2.7.0-cp312-abi3-win_amd64.whl.

File metadata

Download URL: cyt_indexer_sdk-2.7.0-cp312-abi3-win_amd64.whl
Upload date: Jul 30, 2026
Size: 6.9 MB
Tags: CPython 3.12+, Windows x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for cyt_indexer_sdk-2.7.0-cp312-abi3-win_amd64.whl
Algorithm	Hash digest
SHA256	`49d0f3ff407c3b7955bdbfca534e76f1e78545378bb34416ae2fc5c01332da66`
MD5	`c633d9ec043a7245556afbb3b66ec893`
BLAKE2b-256	`cd6c11ffebe1529c189692e9b64060fda88e403011e05d898b62da6b608ee41a`

See more details on using hashes here.

Provenance

The following attestation bundles were made for cyt_indexer_sdk-2.7.0-cp312-abi3-win_amd64.whl:

Publisher: publish-pypi-sdk.yml on qdrddr/clear-your-tools

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: cyt_indexer_sdk-2.7.0-cp312-abi3-win_amd64.whl
- Subject digest: 49d0f3ff407c3b7955bdbfca534e76f1e78545378bb34416ae2fc5c01332da66
- Sigstore transparency entry: 2285706665
- Sigstore integration time: Jul 30, 2026
Source repository:
- Permalink: qdrddr/clear-your-tools@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Branch / Tag: refs/heads/main
- Owner: https://github.com/qdrddr
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi-sdk.yml@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Trigger Event: workflow_run

File details

Details for the file cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_x86_64.whl.

File metadata

Download URL: cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_x86_64.whl
Upload date: Jul 30, 2026
Size: 7.4 MB
Tags: CPython 3.12+, manylinux: glibc 2.28+ x86-64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_x86_64.whl
Algorithm	Hash digest
SHA256	`9ac5ad0f26972c3b199d7706e5d8962a475eb37621526baa0c1fc01890ae09c5`
MD5	`2f538602d916f4aac55bbca30e5db829`
BLAKE2b-256	`890c5feca3ae8ca9f172ffbfe4b2199f9b35e94b08c45307844787b9007819c7`

See more details on using hashes here.

Provenance

The following attestation bundles were made for cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_x86_64.whl:

Publisher: publish-pypi-sdk.yml on qdrddr/clear-your-tools

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_x86_64.whl
- Subject digest: 9ac5ad0f26972c3b199d7706e5d8962a475eb37621526baa0c1fc01890ae09c5
- Sigstore transparency entry: 2285706804
- Sigstore integration time: Jul 30, 2026
Source repository:
- Permalink: qdrddr/clear-your-tools@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Branch / Tag: refs/heads/main
- Owner: https://github.com/qdrddr
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi-sdk.yml@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Trigger Event: workflow_run

File details

Details for the file cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_aarch64.whl.

File metadata

Download URL: cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_aarch64.whl
Upload date: Jul 30, 2026
Size: 7.4 MB
Tags: CPython 3.12+, manylinux: glibc 2.28+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_aarch64.whl
Algorithm	Hash digest
SHA256	`7885dff77a7b87097265ae99e221aa6b7cb07e620319920ca126a5105fff530e`
MD5	`4c5000769c3b58cfa76bbd1cba4f0c4b`
BLAKE2b-256	`b18be7adc80c262a4a96ef051884c9eec7998062cbf444c39a23623dd73e191f`

See more details on using hashes here.

Provenance

The following attestation bundles were made for cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_aarch64.whl:

Publisher: publish-pypi-sdk.yml on qdrddr/clear-your-tools

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: cyt_indexer_sdk-2.7.0-cp312-abi3-manylinux_2_28_aarch64.whl
- Subject digest: 7885dff77a7b87097265ae99e221aa6b7cb07e620319920ca126a5105fff530e
- Sigstore transparency entry: 2285706844
- Sigstore integration time: Jul 30, 2026
Source repository:
- Permalink: qdrddr/clear-your-tools@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Branch / Tag: refs/heads/main
- Owner: https://github.com/qdrddr
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi-sdk.yml@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Trigger Event: workflow_run

File details

Details for the file cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_11_0_arm64.whl.

File metadata

Download URL: cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_11_0_arm64.whl
Upload date: Jul 30, 2026
Size: 6.8 MB
Tags: CPython 3.12+, macOS 11.0+ ARM64
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`7c2c1b66145eba7deebe2542fe9625948a47e20b1651cedc57d0b463adf9b50e`
MD5	`bc65e2fd8a95882f2bb0a4028a4ea820`
BLAKE2b-256	`614b286bf0afd483d83f75990c7a035cb88398a895c24ef46c465aca4878e678`

See more details on using hashes here.

Provenance

The following attestation bundles were made for cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_11_0_arm64.whl:

Publisher: publish-pypi-sdk.yml on qdrddr/clear-your-tools

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_11_0_arm64.whl
- Subject digest: 7c2c1b66145eba7deebe2542fe9625948a47e20b1651cedc57d0b463adf9b50e
- Sigstore transparency entry: 2285706879
- Sigstore integration time: Jul 30, 2026
Source repository:
- Permalink: qdrddr/clear-your-tools@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Branch / Tag: refs/heads/main
- Owner: https://github.com/qdrddr
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi-sdk.yml@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Trigger Event: workflow_run

File details

Details for the file cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_10_13_universal2.whl.

File metadata

Download URL: cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_10_13_universal2.whl
Upload date: Jul 30, 2026
Size: 13.9 MB
Tags: CPython 3.12+, macOS 10.13+ universal2 (ARM64, x86-64)
Uploaded using Trusted Publishing? Yes
Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_10_13_universal2.whl
Algorithm	Hash digest
SHA256	`501be0cb1a3f645ae2f5dad3a28199b42c2def1c4f519562b6d39a949c055b46`
MD5	`d8e0e3748ae4213eec591406524fb095`
BLAKE2b-256	`6491fd5beb210e7b67469df3f4e0f5502ebae75600c246745394acd975c44749`

See more details on using hashes here.

Provenance

The following attestation bundles were made for cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_10_13_universal2.whl:

Publisher: publish-pypi-sdk.yml on qdrddr/clear-your-tools

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: cyt_indexer_sdk-2.7.0-cp312-abi3-macosx_10_13_universal2.whl
- Subject digest: 501be0cb1a3f645ae2f5dad3a28199b42c2def1c4f519562b6d39a949c055b46
- Sigstore transparency entry: 2285706749
- Sigstore integration time: Jul 30, 2026
Source repository:
- Permalink: qdrddr/clear-your-tools@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Branch / Tag: refs/heads/main
- Owner: https://github.com/qdrddr
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: publish-pypi-sdk.yml@71009d258df7b0ca3378e7d06cc73e2ec10c0178
- Trigger Event: workflow_run