Python API¶

The stable public Python API is exported from co_op_translator.api. Most integrations use one of these workflows:

Scenario	Use this when	Main APIs
Translate individual files or documents	Your application reads source content, calls Co-op Translator for translation, and decides where to save the result.	`translate_markdown_content`, `translate_notebook_content`, `translate_image_content`, `rewrite_markdown_paths`, `rewrite_notebook_paths`
Prepare content for host-agent translation	Your MCP host or application model will translate chunks, while Co-op Translator handles chunking and reconstruction.	`start_markdown_agent_translation`, `finish_markdown_agent_translation`, `start_notebook_agent_translation`, `finish_notebook_agent_translation`
Translate an entire repository	You want the Python API to behave like the CLI and handle discovery, output paths, metadata, cleanup, and writes.	`run_translation`

Most lower-level modules under core, config, review, and utils are implementation details used by these API entry points.

MCP clients use the same public API through the MCP Server. Use this page when calling Python directly, and the MCP guide when exposing Co-op Translator to an agent or editor. If you are deciding between CLI, Python API, and MCP, start with Choose Your Workflow.

First-Time API Flow¶

Start here if you are calling Co-op Translator from Python code:

Configure an LLM provider as described in Configuration, unless you are only preparing Markdown or notebook chunks for host-agent translation.
Decide whether your application owns file I/O.
Use content APIs when your application reads and writes individual files.
Use run_translation when Co-op Translator should process a repository like the CLI.
Use run_review after translation if you need deterministic checks in automation.

Goal	API to start with
Translate one Markdown string or file	`translate_markdown_content`
Translate one notebook payload	`translate_notebook_content`
Translate one image	`translate_image_content`
Let a host agent translate Markdown or notebook chunks	`start_markdown_agent_translation` or `start_notebook_agent_translation`
Rewrite translated links after choosing an output path	`rewrite_markdown_paths` or `rewrite_notebook_paths`
Translate a full repository	`run_translation`
Review translated output	`run_review`

Scenario 1: Translate Individual Files or Documents¶

Use this workflow when you already have a file, editor buffer, notebook payload, MCP request, or custom pipeline input. Your code owns file I/O:

Read the source content.
Call a content translation API.
Optionally call a path rewriting API if the translated content will be written into a project translation folder.
Save or return the result from your application.

The content translation APIs do not run project discovery, do not write metadata, do not append disclaimers, and do not rewrite links automatically.

Markdown File¶

import asyncio
from pathlib import Path

from co_op_translator.api import (
    rewrite_markdown_paths,
    translate_markdown_content,
)


async def main() -> None:
    source_path = Path("docs/guide.md")
    target_path = Path("translations/ko/docs/guide.md")

    translated = await translate_markdown_content(
        source_path.read_text(encoding="utf-8"),
        "ko",
        {"source_path": source_path},
    )

    rewritten = rewrite_markdown_paths(
        translated,
        source_path=source_path,
        target_path=target_path,
        policy={
            "language_code": "ko",
            "root_dir": ".",
            "translations_dir": "translations",
            "translated_images_dir": "translated_images",
            "translation_types": ["markdown", "images"],
        },
    )

    target_path.parent.mkdir(parents=True, exist_ok=True)
    target_path.write_text(rewritten, encoding="utf-8")


asyncio.run(main())

If the translated Markdown will not live in a Co-op Translator project layout, skip rewrite_markdown_paths and save the translated string directly.

Notebook File¶

import asyncio
from pathlib import Path

from co_op_translator.api import (
    rewrite_notebook_paths,
    translate_notebook_content,
)


async def main() -> None:
    source_path = Path("docs/tutorial.ipynb")
    target_path = Path("translations/ja/docs/tutorial.ipynb")

    translated_json = await translate_notebook_content(
        source_path.read_text(encoding="utf-8"),
        "ja",
        {"source_path": source_path},
    )

    rewritten_json = rewrite_notebook_paths(
        translated_json,
        source_path=source_path,
        target_path=target_path,
        policy={
            "language_code": "ja",
            "root_dir": ".",
            "translations_dir": "translations",
            "translated_images_dir": "translated_images",
            "translation_types": ["notebook", "images"],
        },
    )

    target_path.parent.mkdir(parents=True, exist_ok=True)
    target_path.write_text(rewritten_json, encoding="utf-8")


asyncio.run(main())

translate_notebook_content translates Markdown cells and preserves non-Markdown cells. Path rewriting is applied only to Markdown cells.

Image File¶

from pathlib import Path

from co_op_translator.api import translate_image_content

source_path = Path("docs/images/hero.png")
target_path = Path("translated_images/fr/hero.png")

translated_image = translate_image_content(
    source_path,
    "fr",
    {
        "root_dir": ".",
        "fast_mode": False,
    },
)

target_path.parent.mkdir(parents=True, exist_ok=True)
translated_image.save(target_path)

translate_image_content reads the source image and returns a rendered PIL.Image.Image. It does not write translated image metadata.

Scenario 2: Translate an Entire Repository¶

Use this workflow when you want the Python API to behave like the translate CLI. run_translation discovers supported files, translates selected content types, rewrites paths, writes output files, updates metadata, and performs translation maintenance tasks such as cleanup.

run_translation is the preferred project orchestration entry point. translate_project is exported as a compatibility alias with the same behavior.

Translate Markdown files in the current repository into Korean and Japanese:

from co_op_translator.api import run_translation

run_translation(
    language_codes="ko ja",
    markdown=True,
)

Translate only notebooks from a specific project root:

from co_op_translator.api import run_translation

run_translation(
    language_codes="fr",
    root_dir="./my-course",
    notebook=True,
)

Preview translation volume without writing files:

from co_op_translator.api import run_translation

run_translation(
    language_codes="es de",
    root_dir="./my-course",
    markdown=True,
    dry_run=True,
)

Translate multiple content roots in one call:

from co_op_translator.api import run_translation

run_translation(
    language_codes="ko",
    markdown=True,
    root_dirs=["./docs", "./labs"],
)

Write translations into explicit output groups:

from co_op_translator.api import run_translation

run_translation(
    language_codes="ja",
    markdown=True,
    groups=[
        ("./course-a", "./localized/course-a"),
        ("./course-b", "./localized/course-b"),
    ],
)

Use a per-language placeholder when each language should contain a nested subdirectory:

from co_op_translator.api import run_translation

run_translation(
    language_codes="ko",
    markdown=True,
    groups=[
        ("./course", "./translations/<lang>/course"),
    ],
)

If none of markdown, notebook, or images are set, the API translates all supported types: Markdown, notebooks, and images.

Review Translated Output¶

run_review runs deterministic translation checks without LLM or Vision credentials.

Beta

run_review is a beta deterministic review API. It does not call model providers or write files, but checks and issue schemas may evolve.

from co_op_translator.api import run_review

run_review(
    language_codes="ko ja",
    root_dir="./my-course",
    markdown=True,
    notebook=True,
)

Review only files changed against a base ref and print GitHub-flavored output:

from co_op_translator.api import run_review

run_review(
    language_codes="ko",
    root_dir="./my-course",
    markdown=True,
    notebook=True,
    changed_from="origin/main",
    output_format="github",
)

Copy-Paste API Examples¶

Translate Markdown content without file writes:

import asyncio

from co_op_translator.api import translate_markdown_content


async def main() -> None:
    translated = await translate_markdown_content(
        "# Hello\n\nWelcome to the course.",
        "ko",
    )
    print(translated)


asyncio.run(main())

Translate and rewrite Markdown links:

import asyncio

from co_op_translator.api import rewrite_markdown_paths, translate_markdown_content


async def main() -> None:
    translated = await translate_markdown_content(
        "[Setup](../setup.md)\n\n![Hero](../../images/hero.png)",
        "ko",
        {"source_path": "docs/guide.md"},
    )
    rewritten = rewrite_markdown_paths(
        translated,
        source_path="docs/guide.md",
        target_path="translations/ko/docs/guide.md",
        policy={
            "language_code": "ko",
            "root_dir": ".",
            "translations_dir": "translations",
            "translated_images_dir": "translated_images",
            "translation_types": ["markdown", "images"],
        },
    )
    print(rewritten)


asyncio.run(main())

Translate a repository from Python:

from co_op_translator.api import run_translation

run_translation(
    language_codes="ko ja",
    root_dir="./course",
    markdown=True,
    yes=True,
)

Translate multiple roots:

from co_op_translator.api import run_translation

run_translation(
    language_codes="ko",
    markdown=True,
    root_dirs=[
        "./docs",
        "./labs",
    ],
)

Preserve glossary terms:

from co_op_translator.api import run_translation

run_translation(
    language_codes="fr",
    markdown=True,
    glossaries=[
        "Co-op Translator",
        "Azure AI Foundry",
        "GitHub Actions",
    ],
)

Public Entry Points¶

from co_op_translator.api import (
    ImageTranslationOptions,
    MarkdownTranslationOptions,
    NotebookTranslationOptions,
    finish_markdown_agent_translation,
    finish_notebook_agent_translation,
    run_review,
    run_translation,
    rewrite_markdown_paths,
    rewrite_notebook_paths,
    start_markdown_agent_translation,
    start_notebook_agent_translation,
    translate_image_content,
    translate_markdown_content,
    translate_notebook_content,
    translate_project,
)

co_op_translator.api.translate_markdown_content `async` ¶

translate_markdown_content(document: str, language_code: str, options: MarkdownTranslationOptions | Mapping[str, object] | None = None) -> str

Translate markdown content without project path rewriting or file I/O.

co_op_translator.api.translate_notebook_content `async` ¶

translate_notebook_content(notebook: str | dict[str, object], language_code: str, options: NotebookTranslationOptions | Mapping[str, object] | None = None) -> str

Translate notebook markdown cells without project path rewriting or file I/O.

co_op_translator.api.translate_image_content ¶

translate_image_content(image_path: str | Path, language_code: str, options: ImageTranslationOptions | Mapping[str, object] | None = None) -> Image.Image

Translate image text and return a rendered image without saving metadata.

co_op_translator.api.start_markdown_agent_translation ¶

start_markdown_agent_translation(document: str, language_code: str, source_path: str | Path | None = None) -> dict[str, object]

Prepare provider-free Markdown chunks for host-agent translation.

co_op_translator.api.finish_markdown_agent_translation ¶

finish_markdown_agent_translation(job: Mapping[str, object], translated_chunks: Mapping[str, object] | list[Mapping[str, object]]) -> dict[str, object]

Reconstruct Markdown from chunks translated by a host agent.

co_op_translator.api.start_notebook_agent_translation ¶

start_notebook_agent_translation(notebook: str | Mapping[str, object], language_code: str, source_path: str | Path | None = None) -> dict[str, object]

Prepare provider-free notebook Markdown chunks for host-agent translation.

co_op_translator.api.finish_notebook_agent_translation ¶

finish_notebook_agent_translation(job: Mapping[str, object], translated_chunks: Mapping[str, object] | list[Mapping[str, object]]) -> dict[str, object]

Reconstruct a notebook from Markdown chunks translated by a host agent.

co_op_translator.api.rewrite_markdown_paths ¶

rewrite_markdown_paths(content: str, source_path: str | Path, target_path: str | Path, policy: MarkdownPathRewritePolicy | Mapping[str, object]) -> str

Rewrite markdown/frontmatter paths for a translated project target.

co_op_translator.api.rewrite_notebook_paths ¶

rewrite_notebook_paths(content: str, source_path: str | Path, target_path: str | Path, policy: MarkdownPathRewritePolicy | Mapping[str, object]) -> str

Rewrite markdown-cell paths for a translated project notebook target.

co_op_translator.api.MarkdownTranslationOptions `dataclass` ¶

Options for content-only markdown translation.

co_op_translator.api.NotebookTranslationOptions `dataclass` ¶

Options for content-only notebook translation.

co_op_translator.api.ImageTranslationOptions `dataclass` ¶

Options for content-only image translation.

co_op_translator.api.run_translation ¶

run_translation(language_codes: str, root_dir: str = '.', update: bool = False, images: bool = False, markdown: bool = False, notebook: bool = False, debug: bool = False, save_logs: bool = False, yes: bool = True, add_disclaimer: bool = False, translations_dir: str | None = None, image_dir: str | None = None, root_dirs: Iterable[str] | None = None, groups: Iterable[tuple[str, str | None]] | None = None, repo_url: str | None = None, glossaries: Iterable[str] | None = None, readme_only: bool = False, dry_run: bool = False, progress_callback: TranslationEventCallback | None = None, json_events_path: str | Path | None = None) -> None

Programmatic translation entrypoint mirroring the translate CLI options.

progress_callback receives versioned TranslationEvent objects for integration code. json_events_path writes the same events as NDJSON.

co_op_translator.api.translate_project ¶

translate_project(*args, **kwargs) -> None

Programmatic project translation entrypoint.

co_op_translator.api.run_review ¶

run_review(language_codes: str | Iterable[str] = 'all', root_dir: str = '.', update: bool = False, images: bool = False, markdown: bool = False, notebook: bool = False, debug: bool = False, save_logs: bool = False, yes: bool = True, add_disclaimer: bool = False, translations_dir: str | None = None, image_dir: str | None = None, root_dirs: Iterable[str] | None = None, groups: Iterable[tuple[str, str | None]] | None = None, repo_url: str | None = None, glossaries: Iterable[str] | None = None, dry_run: bool = False, changed_from: str | None = None, output_format: str = 'text', fail_on_warnings: bool = False) -> ReviewSummary

Programmatic deterministic review entrypoint.

The signature intentionally mirrors run_translation where possible so automation can switch between translate and review workflows with minimal branching. Review ignores mutating translation-only options such as update, yes, add_disclaimer, repo_url, glossaries, and dry_run.

Content Translation APIs¶

Content translation APIs are intended for integrations that already have content in memory, such as an editor extension, MCP tool, notebook processor, or custom pipeline.

Function	Input	Output	File I/O	Notes
`translate_markdown_content`	Markdown `str`	Markdown `str`	No	Async. Translates Markdown content only. It does not rewrite links, write metadata, or append disclaimers.
`translate_notebook_content`	Notebook JSON `str` or `dict`	Notebook JSON `str`	No	Async. Translates Markdown cells and preserves non-Markdown cells. It does not rewrite links, write metadata, or append disclaimers.
`translate_image_content`	Image path	`PIL.Image.Image`	Reads source image only	Synchronous. Extracts and translates image text, then returns a rendered image. It does not save translated image metadata.

translate_markdown_content and translate_notebook_content accept an optional source_path through their options. The path is passed as context to the translator; callers remain responsible for any project-specific path rewriting after translation.

from co_op_translator.api import MarkdownTranslationOptions, translate_markdown_content

translated = await translate_markdown_content(
    document,
    "ko",
    MarkdownTranslationOptions(source_path="docs/guide.md"),
)

The same options can be passed as dictionaries:

translated = await translate_markdown_content(
    document,
    "ko",
    {"source_path": "docs/guide.md"},
)

Agent-Assisted Translation APIs¶

Agent-assisted APIs do not call Azure OpenAI or OpenAI from Co-op Translator. They prepare Markdown or notebook chunks for a host agent to translate, then reconstruct the final content from translated chunks.

Function	Purpose
`start_markdown_agent_translation`	Return a self-contained Markdown job with chunks, prompts, and reconstruction state.
`finish_markdown_agent_translation`	Reconstruct Markdown from a job and host-agent translated chunks.
`start_notebook_agent_translation`	Return a notebook job with Markdown-cell chunks for host-agent translation.
`finish_notebook_agent_translation`	Reconstruct notebook JSON while preserving code cells, outputs, and metadata.

This workflow is mainly intended for MCP hosts. If you need production repository translation with Co-op Translator managing provider calls, use translate_markdown_content, translate_notebook_content, or run_translation.

Path Rewriting APIs¶

Path rewriting APIs perform no translation. They update links and frontmatter paths after callers know the source path, translated target path, and project layout.

Function	Scope	Notes
`rewrite_markdown_paths`	Markdown body and frontmatter	Rewrites Markdown links and supported frontmatter path fields for a translated target.
`rewrite_notebook_paths`	Markdown cells in notebook JSON	Applies Markdown path rewriting to each Markdown cell and leaves non-Markdown cells unchanged.

The policy argument may be a dictionary with these fields:

Field	Required	Purpose
`language_code`	Yes	Target language code, such as `"ko"` or `"pt-BR"`.
`root_dir`	No	Source project root. Defaults to `"."`.
`translations_dir`	No	Text translation output directory. Defaults to `translations` under `root_dir`.
`translated_images_dir`	No	Translated image output directory. Defaults to `translated_images` under `root_dir`.
`translation_types`	No	Enabled translation types. Defaults to Markdown, notebooks, and images.
`lang_subdir`	No	Optional subdirectory under each language folder.

Project Translation Parameters¶

Parameter	Type	Default	Purpose
`language_codes`	`str`	Required	Space-separated target language codes, such as `"ko ja fr"`, or `"all"`. Alias codes are normalized to canonical BCP 47 values.
`root_dir`	`str`	`"."`	Project root for a single translation target. Ignored when `root_dirs` or `groups` are supplied.
`update`	`bool`	`False`	Delete and recreate existing translations for the selected languages.
`images`	`bool`	`False`	Include image translation. Requires Azure AI Vision configuration.
`markdown`	`bool`	`False`	Include Markdown translation.
`notebook`	`bool`	`False`	Include Jupyter notebook translation.
`debug`	`bool`	`False`	Enable debug logging.
`save_logs`	`bool`	`False`	Save DEBUG-level log files under the root `logs/` directory.
`yes`	`bool`	`True`	Auto-confirm prompts for programmatic and CI usage.
`add_disclaimer`	`bool`	`False`	Add machine translation disclaimers to translated Markdown and notebooks.
`translations_dir`	`str \\| None`	`None`	Custom text translation output directory. Relative paths resolve against each root.
`image_dir`	`str \\| None`	`None`	Custom translated image output directory. Relative paths resolve against each root.
`root_dirs`	`Iterable[str] \\| None`	`None`	Multiple roots that share the same output settings.
`groups`	`Iterable[tuple[str, str \\| None]] \\| None`	`None`	Explicit `(root_dir, translations_dir)` pairs. Takes precedence over `root_dirs`.
`repo_url`	`str \\| None`	`None`	Repository URL used when rendering README language table guidance.
`glossaries`	`Iterable[str] \\| None`	`None`	Glossary terms to preserve during translation. Duplicates and blank terms are normalized.
`dry_run`	`bool`	`False`	Estimate translation volume and preview migration behavior without writing files.

Review Parameters¶

run_review intentionally mirrors the run_translation signature where possible so automation can switch between translation and review workflows with minimal branching.

Parameter	Type	Default	Purpose
`language_codes`	`str \\| Iterable[str]`	`"all"`	Target language folders to review. Space-separated strings and iterables are accepted. `"all"` reviews every discovered translation language.
`root_dir`	`str`	`"."`	Project root for a single review target. Ignored when `root_dirs` or `groups` are supplied.
`markdown`	`bool`	`False`	Include Markdown and MDX source files.
`notebook`	`bool`	`False`	Include Jupyter notebook source files.
`images`	`bool`	`False`	Reserved for parity with translation options. Link references to images are checked from Markdown.
`translations_dir`	`str \\| None`	`None`	Vlastný výstupný adresár pre preklady textu. Relatívne cesty sa riešia voči každému koreňu.
`root_dirs`	`Iterable[str] \\| None`	`None`	Viaceré korene, ktoré zdieľajú rovnaké výstupné nastavenia.
`groups`	`Iterable[tuple[str, str \\| None]] \\| None`	`None`	Explicitné `(root_dir, translations_dir)` páry. Majú prednosť pred `root_dirs`.
`changed_from`	`str \\| None`	`None`	Git ref použitý na obmedzenie kontroly na zmenené zdrojové súbory.
`output_format`	`str`	`"text"`	Formát výstupu kontroly. Podporované hodnoty sú `"text"` a `"github"`.
`fail_on_warnings`	`bool`	`False`	Považovať varovania za zlyhania rovnako ako chyby.
`debug`	`bool`	`False`	Povoliť debug logovanie.
`save_logs`	`bool`	`False`	Uložiť log súbory úrovne DEBUG do koreňového adresára `logs/`.

If none of markdown, notebook, or images are set, the API reviews Markdown, notebooks, and image link references where applicable. Review does not call an LLM provider and does not require API keys.

Požiadavky na konfiguráciu¶

Provider-backed translation APIs require provider configuration before translating:

Markdown and notebook translation require an LLM provider. Configure either Azure OpenAI or OpenAI.
Image translation requires Azure AI Vision in addition to the LLM provider.
run_translation runs lightweight connectivity checks before project translation begins.
Agent-assisted start_*_agent_translation and finish_*_agent_translation APIs do not call Co-op Translator LLM providers. The host application or MCP agent translates the prepared chunks.
rewrite_markdown_paths, rewrite_notebook_paths, and run_review are deterministic and do not require provider credentials.

Povinné premenné pre Azure OpenAI:

AZURE_OPENAI_API_KEY="..."
AZURE_OPENAI_ENDPOINT="https://<resource>.openai.azure.com/"
AZURE_OPENAI_MODEL_NAME="gpt-4o"
AZURE_OPENAI_CHAT_DEPLOYMENT_NAME="<deployment>"
AZURE_OPENAI_API_VERSION="2024-12-01-preview"

Povinné premenné pre OpenAI:

OPENAI_API_KEY="..."
OPENAI_CHAT_MODEL_ID="gpt-4o"

Povinné premenné Azure AI Vision pre preklad obrázkov:

AZURE_AI_SERVICE_API_KEY="..."
AZURE_AI_SERVICE_ENDPOINT="https://<resource>.cognitiveservices.azure.com/"

run_review je deterministický a nevyžaduje konfiguráciu Azure OpenAI, OpenAI ani Azure AI Vision.

Poznámky o správaní¶

Content translation APIs keep translation separate from project path rewriting. Call rewrite_markdown_paths or rewrite_notebook_paths explicitly when translated content needs project-relative links adjusted for a target location.
Project orchestration APIs add project behavior around content translation, including file discovery, writes, path rewriting, metadata, cleanup, and optional disclaimers.
run_translation prints progress and estimate summaries through Click, matching the CLI user experience.
dry_run=True computes estimates using virtual README updates, but does not write the README or translation files.
groups are processed sequentially. A single aggregate estimate is printed before work begins.
When image translation is selected, missing Vision configuration raises an error before translation starts.
Existing alias-based language folders are detected and can be migrated to canonical language folder names as part of the run.
run_review fails on missing translated files, missing or stale translation metadata, malformed Markdown frontmatter/code fences, and invalid translated notebook JSON.
run_review predvolene hlási chýbajúce lokálne Markdown a ciele odkazov na obrázky ako varovania.

Interná cesta volaní¶

The API delegates to the same core implementation used by the CLI:

Preklad:

co_op_translator.api.translation.translate_markdown_content, translate_notebook_content, or translate_image_content for in-memory translation.
co_op_translator.api.translation.rewrite_markdown_paths or rewrite_notebook_paths for explicit path post-processing.
co_op_translator.api.translation.run_translation for full project orchestration.
co_op_translator.config.Config, LLMConfig, and VisionConfig.
co_op_translator.core.project.ProjectTranslator.
co_op_translator.core.project.TranslationManager.
Focused project translation mixins for Markdown, notebooks, and images.
Markdown, notebook, text, and image translators under co_op_translator.core.

Kontrola:

co_op_translator.api.review.run_review
co_op_translator.review.targets.build_review_targets
co_op_translator.review.runner.ReviewRunner
Deterministic checks under co_op_translator.review.checks

The following classes are useful for maintainers, but are not exported as the package-level stable API.

Class	Module	Responsibility
`ProjectTranslator`	`co_op_translator.core.project.project_translator`	Koordinuje preklad na úrovni projektu, správu adresárov, normalizáciu metadát pre jednotlivé jazyky a delegovanie na prekladače Markdown, notebookov a obrázkov.
`TranslationManager`	`co_op_translator.core.project.translation`	Vykonáva asynchrónne spracovanie súborov pre Markdown, notebooky, obrázky, detekciu zastaranosti a aktualizácie metadát prekladu.
`ProjectMarkdownTranslationMixin`	`co_op_translator.core.project.translation.project_markdown_translation`	Orchestruje čítanie Markdown súborov, preklad obsahu, prepísanie ciest, metadáta, upozornenia a zápisy.
`ProjectNotebookTranslationMixin`	`co_op_translator.core.project.translation.project_notebook_translation`	Orchestruje čítanie notebookov, preklad buniek Markdown, prepísanie ciest, metadáta, upozornenia a zápisy.
`ProjectImageTranslationMixin`	`co_op_translator.core.project.translation.project_image_translation`	Orchestruje zisťovanie zdrojových obrázkov, preklad obrázkov, výstupné cesty, metadáta a zápisy.
`ProjectEvaluator`	`co_op_translator.core.project.project_evaluator`	Nájde preložené páry Markdown, vyhodnocuje kvalitu prekladu a číta metadáta dôveryhodnosti pre pracovné postupy opravy s nízkou dôverou.
`ReviewRunner`	`co_op_translator.review.runner`	Koordinuje deterministické kontrolné overenia naprieč zdrojovými súbormi, cieľovými jazykmi a nakonfigurovanými koreňmi prekladu.
`ReviewTarget`	`co_op_translator.review.targets`	Popisuje zdrojový koreň a výstupný adresár prekladu, ktorý sa pre tento koreň kontroluje.
`LanguageFolderMigrator`	`co_op_translator.core.project.language_migrator`	Detekuje staršie aliasové jazykové priečinky a pripravuje plány migrácie na kanonické názvy priečinkov podľa BCP 47.
`Config`	`co_op_translator.config.base_config`	Načíta súbory `.env` a skontroluje, či sú nakonfigurovaní povinní LLM a voliteľní Vision poskytovatelia.
`LLMConfig`	`co_op_translator.config.llm_config.config`	Automaticky detekuje Azure OpenAI alebo OpenAI, overí povinné premenné prostredia a vykoná kontroly konektivity poskytovateľa.
`VisionConfig`	`co_op_translator.config.vision_config.config`	Detekuje konfiguráciu Azure AI Vision a vykoná kontroly konektivity pre preklad obrázkov.