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String Abilities for TranslatePress

Read, review and correct TranslatePress translations through the WordPress Abilities API — dry-run by default, validated, logged and reversible. Built for AI agents via MCP.

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Install

Download source zip No release zip yet

This is the repository archive. It installs, but the folder name will carry the branch suffix and updates will not flow.

Install straight from GitHub with WP-CLI:

wp plugin install https://github.com/jacamac/string-abilities-for-translatepress/archive/refs/heads/main.zip
Updates itself. It ships its own updater (Plugin Update Checker), so new versions appear under Dashboard → Updates.

Read, review and correct TranslatePress string translations through the WordPress Abilities API — so an AI agent (or any automation) can work on translations through a narrow, logged, reversible interface instead of a browser session with full admin rights.

Status: in development (pre-release). The interface below is the target for v1 and may still change before 1.0.0.

Not affiliated with or endorsed by TranslatePress or Cozmoslabs.


Why

TranslatePress stores translations in its own tables and offers no API for them. Its existing abilities (namespace translatepress/) manage languages, the license and switching automatic translation on — not the strings themselves.

The usual way to let an AI agent fix translations today is to give it a browser logged in as an administrator. That is far more privilege than the job needs, and nothing it does is logged or easily undone.

This plugin adds a handful of abilities that do exactly one thing — work on translated strings — with:

  • dry run by default for every write,
  • optimistic concurrency (a write fails if the translation changed since it was read),
  • protection of human-reviewed translations,
  • HTML and placeholder validation (translations are rendered publicly; a bad write would be stored XSS),
  • warnings for invented numbers, untranslated text and altered protected terms,
  • a change log with one-call revert of a single change or a whole batch.

How it is exposed

The plugin does not run an MCP server and adds no REST routes of its own. It registers abilities with WordPress core; anything that already exposes your site's abilities picks them up:

  • WordPress core REST: /wp-json/wp-abilities/v1/abilities/string-abilities/<name>/run
  • the MCP Adapter plugin,
  • your hosting provider's MCP connector, if it exposes abilities.

Requirements

  • WordPress 6.9 or later (Abilities API in core)
  • PHP 8.1 or later
  • TranslatePress – Multilingual (free). Paid add-ons are not required.

Tested with TranslatePress 3.3.x. If TranslatePress's tables lack an expected column, the abilities that use them return sat_schema_unsupported instead of guessing.

Abilities

All abilities are in the string-abilities/ namespace. A string is identified by its TranslatePress original_id plus a language code (e.g. en_GB). Statuses are untranslated, machine (machine-translated, including TranslatePress "similar" translations) and human, plus language_file for plugin and theme strings (below).

Text matching is normalised, not exact. TranslatePress stores source text as it appears in the page HTML, with entities and typographic punctuation. Lookups therefore ignore entity encoding, typographic vs straight apostrophes, quotes and dashes, an ellipsis vs three dots, non-breaking spaces and repeated whitespace. Accents still count; case counts too, except in search-strings, which ignores it. Returned original text is always as stored (e.g. Don&#8217;t).

Read abilities only run plain database reads: they never trigger machine translation or create rows. When TranslatePress holds several rows for one string in a language, the abilities use the row TranslatePress displays.

URL slugs are not covered.

Plugin and theme strings (source: gettext)

Text that plugins and themes pass through WordPress translation functions (__(), _x(), _n()…) is stored by TranslatePress in separate gettext tables. Set source: "gettext" (default regular) on get-stats, search-strings, get-strings, each update-translations item, or get-change-log to work on them. Third-party and your own plugins are treated alike.

  • A gettext string is identified by original_id (numbered separately from page strings) plus plural_form (default 0) plus the language. For _n() strings TranslatePress keeps one row per plural form actually displayed; plural_form above 0 translates original_plural.
  • Gettext items also return plural_form, original_plural (or null), domain (the plugin's or theme's text domain) and context (from _x(), or null).
  • A fourth status, language_file, means the text comes from the plugin's own translation file (.mo) and is displayed from that file. A human translation overrides the .mo text; translate on a language_file string needs no overwrite_reviewed. approve on it is unchanged, and reset on it is rejected (sat_invalid_input), since TranslatePress would refill it from the .mo file. Resetting a human gettext translation brings back the .mo text if one exists, otherwise machine translation (if on) or the original.
  • Placeholders are checked the way TranslatePress checks them before displaying a gettext translation: the same %s, %d, %1$s… tokens, in any order. TranslatePress silently ignores a stored translation that fails this check, so the plugin rejects it (sat_placeholder_mismatch).
  • The default language is excluded, as for page strings. Gettext rows without an original_id (left over from old TranslatePress versions) are ignored.

Read

get-stats

Counts per language of untranslated, machine and human strings (one per string, duplicate rows counted once).

Input Type
language string optional; all translation languages if omitted

| source | string | optional; regular (default) or gettext | | domain | string | optional, gettext only; one text domain |

Returns languages: { "fr_FR": { "untranslated": 12, "machine": 340, "human": 85 }, … }. With source: gettext, one count per string and plural form, plus language_file.

search-strings

Paged search within one language.

Input Type
language string required
status array of status optional
query string optional; substring of the original or the translation (normalised, case-insensitive); with gettext also the plural original
source string optional; regular (default) or gettext
domain string optional, gettext only; one text domain
page, per_page integer default 1 and 20; per_page ≤ 50

Returns items (original_id, original, translated, status; gettext items add plural_form, original_plural, domain, context), page, per_page and total. With a query, at most 200 candidate strings are examined; truncated is true when there were more, so refine the query.

get-strings

Fetch specific strings in all (or some) languages at once.

Input Type
original_ids array of integer ≤ 20; use this or originals
originals array of string source-language text, ≤ 20, matched as described above
languages array of string optional
source string optional; regular (default) or gettext
domain, context string optional, gettext with originals only: the text domain and _x() context the text must have

With source: gettext, there is one item per original_id and plural_form that has a row in a requested language (plural form 0 if none has), with plural_form, original_plural, domain and context added.

Returns items: per original, original_id, the stored source text (original), translations as { "fr_FR": { "translated", "status" }, … } and warnings (code, language, message); plus not_found for ids or texts that matched nothing. One text can match several strings. A language is missing from translations when TranslatePress has no row for that string in it yet; with no row in any language, translations is {} (some MCP connectors re-encode it as []). A warning sat_duplicate_rows flags strings for which TranslatePress holds more than one row in a language; the plugin always works on the row TranslatePress displays.

get-auto-translation-settings

Whether automatic translation is on (enabled), whether it is limited to the TranslatePress editor (manual_only), the engine slug (engine) and the translation languages (languages). Whether the engine supports each language is not checked (that lookup can make an HTTP call). API keys, license data and notification email are never returned.

Write

update-translations

Translate, approve or reset strings, across several languages in one call. Needs sat_manage.

Input Type
items array, ≤ 100 see below
protected_terms array of string optional; terms that must survive translation unchanged
note string optional, ≤ 200 characters, stored in the change log
dry_run boolean default true: nothing is written until you repeat the call with false

Each item:

Field
original_id, language which translation; each pair at most once per call
source regular (default) or gettext
plural_form gettext only; plural form index, default 0
action translate (needs translated), approve (machine → human, text unchanged) or reset (→ untranslated; with automatic translation on and manual_only off, TranslatePress machine-translates it again on the next page view)
translated new text, for translate
expected_current required: the translation as you last read it (empty if untranslated). If it no longer matches, the item is a conflict and nothing is written
overwrite_reviewed must be true to change or reset a translation whose status is human

Returns dry_run, writes_disabled (read-only mode is on; only dry runs are possible), items and, when something was written, batch_id. Each item has original_id, language, source (and plural_form for gettext), an outcome (would_apply, applied, unchanged, rejected, conflict), errors and warnings (code, message), and old and new (translated, status; null when unknown).

  • translate stores the text with status human. approve on a human string, or a change that leaves text and status as they are, is unchanged.
  • The plugin only updates existing rows. A string with no row yet in a language is rejected with sat_not_found: TranslatePress creates the row when a page showing the string is viewed in that language.
  • Each write is one conditional update on the row TranslatePress displays; if the row changed between the check and the write, the item is a conflict.
  • The text must come out of wp_kses (limited to the original's tags and attributes) and TranslatePress's own sanitising unchanged. A bare & (one that does not start a valid HTML entity) is converted to &amp; first, as TranslatePress stores it, with warning sat_ampersand_encoded. Anything else the sanitising would alter (e.g. % followed by two hex characters) is rejected with sat_sanitization_changed; the message shows the text that would be stored.

Errors (item rejected):

Code Meaning
sat_html_mismatch tags or attributes differ from the original, or a link/source/handler value changed
sat_placeholder_mismatch %s, %d, %1$s… count differs from the original; for gettext, the tokens differ (any order allowed), checked against original_plural for plural forms above 0
sat_reviewed_protected target is human-reviewed and overwrite_reviewed is not set
sat_not_found no row for this string in this language (see above)
sat_invalid_input translate without text, approve on an untranslated string, or reset on a language_file gettext string
sat_sanitization_changed TranslatePress's own sanitising would alter the text (for example % followed by two hex characters); nothing is stored that differs from what was validated
sat_too_long, sat_invalid_utf8 input limits

Warnings (reported, never block):

Code Meaning
sat_numbers_mismatch a number appears in the translation but not the original, or the reverse — catches invented dates and dropped prices
sat_identical_to_original translation equals the source text
sat_protected_term_missing a protected_terms entry present in the original is missing or altered
sat_ampersand_encoded a bare & was converted to &amp;
sat_duplicate_rows TranslatePress holds several rows for this string in this language; only the displayed one is changed

revert

Undo one change (change_id) or a whole batch (batch_id); pass exactly one. Needs sat_manage. Restores the previous text and status on the exact row that was written (never located by text, since duplicate rows often share it). A change whose row was modified since, or that was logged before 0.2.0's row_id, is a conflict and left alone; one already reverted is unchanged. Each restoration is logged as a new change (action revert) in a new batch, so a revert can itself be reverted.

Returns items (change_id, original_id, language, source (and plural_form for gettext), outcome applied / unchanged / conflict, old, new) and, when something was restored, the new batch_id. Unknown ids return sat_not_found.

get-change-log

Paged history of the plugin's changes, newest first. Needs sat_read.

Input Type
language string optional
source string optional; regular or gettext; all if omitted
batch_id string optional
since string optional; UTC date-time, e.g. 2026-01-31T00:00:00Z
page, per_page integer default 1 and 20; per_page ≤ 50

Returns entries (id, batch_id, created_at in UTC, user_id, language, source, plural_form (null for page strings), original_id, row_id (the TranslatePress dictionary or gettext row written), action, old_value, old_status, new_value, new_status, note, reverted_by: the id of the change that reverted it, or null), page, per_page and total.

Common errors

Code Meaning
sat_invalid_language not a configured translation language, or the default language
sat_invalid_input input combination not allowed (e.g. both original_ids and originals, domain/context/plural_form without source: gettext, domain/context with original_ids, the same string and language twice in one update-translations call, an invalid since)
sat_not_found revert: unknown change_id or batch_id
sat_writes_disabled read-only mode is on (revert, and update-translations unless it is a dry run)
sat_schema_unsupported TranslatePress database schema not recognised (a table lacks an expected column; for gettext writes, also the unique (original_id, plural_form) index). A gettext mismatch only affects source: gettext
  1. get-strings with the exact source texts you just edited.
  2. Review each language; build items with approve for good machine output and translate for corrections, passing expected_current as read.
  3. Call update-translations with dry_run: true (the default). Show the diff and warnings to the human.
  4. After approval, repeat the same call with dry_run: false.
  5. Check the page in each language. If your site uses a page cache, purge it first: TranslatePress translates at render time, so a cached page still shows the old text.
  6. If something looks wrong: revert with the batch_id.

Security model

  • Two capabilities: sat_read (read abilities) and sat_manage (write abilities). The administrator role gets both on activation.
  • A dedicated role, translation_agent, has only read, sat_read and sat_manage. For direct API use, create a user with this role and authenticate with an Application Password (WordPress core, Users → Profile → Application Passwords).
  • Read-only mode: add define( 'SAT_READ_ONLY', true ); to wp-config.php, or set the option sat_read_only to 1 (e.g. wp option update sat_read_only 1), to disable writes. update-translations dry runs still work and report writes_disabled: true.
  • The plugin never writes source-language (original) strings, never inserts or deletes TranslatePress rows, and never touches TranslatePress settings. Each write is a single conditional update that fails if the translation changed since it was read.
  • Text returned by the abilities is site content and must be treated as untrusted data by any agent consuming it.

Limitation: when abilities are called through an MCP bridge or a hosting connector, they run as whatever WordPress user that bridge authenticates as — often an administrator. The plugin's own checks (capabilities, validation, read-only mode, protection of human translations) still apply, but identity-level least privilege then depends on the bridge.

Report vulnerabilities privately — see SECURITY.md.

Installation

Download the zip from the latest GitHub release and install it via Plugins → Add New → Upload Plugin. After that, updates appear in the normal WordPress Plugins screen: the plugin checks this repository's GitHub releases itself (bundled Plugin Update Checker).

To follow development builds instead of tagged releases (test sites only), add define( 'SAT_UPDATE_BRANCH', 'develop' ); to wp-config.php: updates then come from the rolling dev-latest pre-release. In this mode the dev site keeps offering the latest dev build even when it is already installed; this is expected (the branch carries the next release version, the build is stamped X.Y.Z-dev.N).

Activation creates the change-log table {prefix}sat_changes (also created on first use after an update). Uninstalling removes it and the plugin's options, role and capabilities. TranslatePress data is never touched.

Development

See CLAUDE.md for conventions and docs/REQUIREMENTS.md for the full specification. Changes are listed in CHANGELOG.md.

License

GPL-2.0-or-later. See LICENSE.