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wagoe.ai.shell.service

AI service orchestration.

Public API entry points for all AI features. Combines context extraction (shell I/O) with pure core functions and delegates to the configured IAIProvider.

FC/IS: this namespace is in the shell layer — file reads happen here.

AI service orchestration.

Public API entry points for all AI features.
Combines context extraction (shell I/O) with pure core functions
and delegates to the configured IAIProvider.

FC/IS: this namespace is in the shell layer — file reads happen here.
raw docstring

admin-entity-max-tokensclj

Output budget for a generated config. A parent with its children runs to a few thousand tokens; the providers' own defaults cut that off (BOU-567).

Output budget for a generated config. A parent with its children runs to a
few thousand tokens; the providers' own defaults cut that off (BOU-567).
sourceraw docstring

explain-errorclj

(explain-error service stacktrace project-root)
(explain-error service stacktrace project-root opts)

Explain a Clojure/Wagoe stack trace and suggest a fix.

Args: service - AIService map stacktrace - stack trace string project-root - project root path string (for source file lookup) opts - optional completion opts

Returns: {:text str :tokens int :provider kw :model str} or {:error str} on failure.

Explain a Clojure/Wagoe stack trace and suggest a fix.

Args:
  service      - AIService map
  stacktrace   - stack trace string
  project-root - project root path string (for source file lookup)
  opts         - optional completion opts

Returns:
  {:text str :tokens int :provider kw :model str}
  or {:error str} on failure.
sourceraw docstring

generate-admin-entityclj

(generate-admin-entity service description project-root)
(generate-admin-entity service description project-root opts)

Generate admin entity EDN configurations from a NL description.

Args: service - AIService map description - NL entity description string project-root - project root path string (existing entities, migrations) opts - optional completion opts

Returns: {:text str :entity-name str :entities [{:entity-name :text :type-source :corrections}] :provider :model}, where :text is all of the EDN and each entity's :text is its own file, or {:error str} on failure.

Generate admin entity EDN configurations from a NL description.

Args:
  service      - AIService map
  description  - NL entity description string
  project-root - project root path string (existing entities, migrations)
  opts         - optional completion opts

Returns:
  {:text str :entity-name str :entities [{:entity-name :text :type-source
   :corrections}] :provider :model}, where :text is all of the EDN and each
  entity's :text is its own file, or {:error str} on failure.
sourceraw docstring

generate-docsclj

(generate-docs service module-path doc-type)
(generate-docs service module-path doc-type opts)

Generate documentation for a Wagoe module.

Args: service - AIService map module-path - path string to the module root (e.g. "libs/user") doc-type - :agents, :openapi, or :readme opts - optional completion opts

Returns: {:text str :tokens int :provider kw :model str} where :text is the generated documentation markdown/YAML, or {:error str} on failure.

Generate documentation for a Wagoe module.

Args:
  service      - AIService map
  module-path  - path string to the module root (e.g. "libs/user")
  doc-type     - :agents, :openapi, or :readme
  opts         - optional completion opts

Returns:
  {:text str :tokens int :provider kw :model str}
  where :text is the generated documentation markdown/YAML,
  or {:error str} on failure.
sourceraw docstring

generate-testsclj

(generate-tests service source-path)
(generate-tests service source-path opts)

Generate a test namespace for a source file.

The model is shown the real API of every namespace the source requires. With (:check opts), a fn of the generated text returning errors or nil, a failing answer is sent back once with its errors (BOU-572).

Returns: {:text str :tokens int :provider kw :model str :test-tags #{kw} :test-path str :check-errors [str]} where :test-path is where the file belongs (nil when the source path follows no recognised layout) and :check-errors is present when the last answer still failed :check, or {:error str} on failure.

Generate a test namespace for a source file.

The model is shown the real API of every namespace the source requires.
With `(:check opts)`, a fn of the generated text returning errors or nil,
a failing answer is sent back once with its errors (BOU-572).

Returns:
  {:text str :tokens int :provider kw :model str :test-tags #{kw}
   :test-path str :check-errors [str]}
  where :test-path is where the file belongs (nil when the source path
  follows no recognised layout) and :check-errors is present when the last
  answer still failed :check, or {:error str} on failure.
sourceraw docstring

parse-setup-descriptionclj

(parse-setup-description service description)
(parse-setup-description service description opts)

Parse a NL setup description into a structured setup spec.

Args: service - AIService map description - NL setup description string opts - optional completion opts

Returns: {:data map} with the parsed setup spec as JSON-like data, or {:error str} on failure.

Parse a NL setup description into a structured setup spec.

Args:
  service      - AIService map
  description  - NL setup description string
  opts         - optional completion opts

Returns:
  {:data map} with the parsed setup spec as JSON-like data,
  or {:error str} on failure.
sourceraw docstring

refactor-fcisclj

(refactor-fcis service ns-name source-code violations)
(refactor-fcis service ns-name source-code violations opts)

AI-guided FC/IS violation refactoring.

AI-guided FC/IS violation refactoring.
sourceraw docstring

review-codeclj

(review-code service ns-name source-code)
(review-code service ns-name source-code opts)

AI code review of a namespace.

AI code review of a namespace.
sourceraw docstring

scaffold-from-descriptionclj

(scaffold-from-description service description project-root)
(scaffold-from-description service description project-root opts)

Parse a natural language module description into a scaffolder spec.

Args: service - AIService map {:provider IAIProvider :fallback IAIProvider?} description - NL description string project-root - project root path string (for module discovery) opts - optional map (e.g. {:model "..."}

Returns: {:module-name str :entity str :fields [...] :http bool :web bool} or {:error str} on failure.

Parse a natural language module description into a scaffolder spec.

Args:
  service      - AIService map {:provider IAIProvider :fallback IAIProvider?}
  description  - NL description string
  project-root - project root path string (for module discovery)
  opts         - optional map (e.g. {:model "..."}

Returns:
  {:module-name str :entity str :fields [...] :http bool :web bool}
  or {:error str} on failure.
sourceraw docstring

sql-from-descriptionclj

(sql-from-description service description project-root)
(sql-from-description service description project-root opts)

Generate a HoneySQL query from a natural language description.

Args: service - AIService map description - NL description string project-root - project root path string (for schema discovery) opts - optional completion opts

Returns: {:honeysql str :explanation str :raw-sql str} or {:error str} on failure.

Generate a HoneySQL query from a natural language description.

Args:
  service      - AIService map
  description  - NL description string
  project-root - project root path string (for schema discovery)
  opts         - optional completion opts

Returns:
  {:honeysql str :explanation str :raw-sql str}
  or {:error str} on failure.
sourceraw docstring

suggest-testsclj

(suggest-tests service ns-name source-code existing-tests)
(suggest-tests service ns-name source-code existing-tests opts)

Suggest missing test cases for a namespace.

Suggest missing test cases for a namespace.
sourceraw docstring

test-generator-max-tokensclj

Output budget for a generated test namespace.

The providers default to 4096 or to whatever the model does; a test namespace for a 250-line source ran past that and came back cut off mid-form. Generous rather than tuned — the cost of a too-small budget is an unusable answer, and the cost of a too-large one is nothing, since models stop when they are done.

Output budget for a generated test namespace.

The providers default to 4096 or to whatever the model does; a test
namespace for a 250-line source ran past that and came back cut off
mid-form. Generous rather than tuned — the cost of a too-small budget is an
unusable answer, and the cost of a too-large one is nothing, since models
stop when they are done.
sourceraw docstring

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