launchdarkly/ai-toolingApache-2.01 file

Detect

Detect repository stack for LaunchDarkly SDK onboarding: languages, frameworks, package managers, monorepo targets, entrypoints, existing LD usage. Nested under sdk-install; next is plan.

Specification
Skill ID
launchdarkly/ai-tooling/detect
Publisher
launchdarkly
Repository
ai-tooling
Installs
0
Files
1
License
Apache-2.0
Requires
Requires access to the project repository
Synced
Sep 23, 2026
How to use it

Open any RiverX project, open the Skills panel in the chat, and search for this identifier. The files are fetched from the source repository at install time.

launchdarkly/ai-tooling/detectInstalls these files
  • SKILL.md

What this skill tells the agent

Detect repository stack (SDK install)

Before installing anything, you must understand the project. Identify what the project is built with and whether LaunchDarkly is already present.

This skill is nested under LaunchDarkly SDK Install (onboarding); the parent Step 1 is detect. Next: Generate integration plan unless the decision tree sends you elsewhere.

1. Language and framework

Look for the indicator files below (and related root layout), then read the relevant manifests to infer language and framework.

Look for these files to identify the stack:

FileLanguage/Framework
package.jsonJavaScript/TypeScript (check for React, Next.js, Vue, Angular, Express, React Native, Electron, etc.)
requirements.txt, pyproject.toml, Pipfile, setup.pyPython (check for Django, Flask, FastAPI)
go.modGo (check for Gin, Echo, Fiber, Chi)
pom.xml, build.gradle, build.gradle.ktsJava/Kotlin (check for Spring, Quarkus, Android)
GemfileRuby (check for Rails, Sinatra)
*.csproj, *.sln, *.fsproj.NET/C# (check for ASP.NET, MAUI, Xamarin, WPF, UWP)
composer.jsonPHP (check for Laravel, Symfony)
Cargo.tomlRust (check for Actix, Axum, Rocket)
pubspec.yamlFlutter/Dart
Package.swift, Podfile, *.xcodeprojSwift/iOS
AndroidManifest.xmlAndroid (also check build.gradle for com.android)
rebar.config, mix.exsErlang/Elixir
CMakeLists.txt, Makefile (with C/C++ patterns)C/C++ (check for #include patterns)
*.cabal, stack.yamlHaskell
*.lua, rockspecLua
manifest, *.brsRoku (BrightScript)
wrangler.tomlCloudflare Workers (edge SDK)
vercel.json with edge functionsVercel Edge (edge SDK)

Read the dependency file to identify the specific framework. For package.json, check both dependencies and devDependencies.

If you cannot identify the language or framework:

D5 -- BLOCKING: Call your structured question tool now.

  • question: "I couldn't detect the project's language or framework. Which SDK would you like to use?"
  • options: Present the available SDKs from SDK recipes as selectable options.
  • STOP. Do not write the question as text. Do not continue until the user selects an option.

2. Package manager

Identify how the project installs dependencies:

IndicatorPackage Manager
package-lock.jsonnpm
yarn.lockyarn
pnpm-lock.yamlpnpm
bun.lockbbun
Pipfile.lockpipenv
poetry.lockpoetry
go.sumgo modules
Gemfile.lockbundler

Use the detected package manager for all install commands. If multiple lock files exist, prefer the one that was most recently modified.

3. Monorepo layout

Some repositories host multiple packages or services. Look for these indicators:

File / patternTool or layout
pnpm-workspace.yamlpnpm workspaces
lerna.jsonLerna
nx.jsonNx
turbo.jsonTurborepo
rush.jsonRush
packages/ directory with multiple package.json filesGeneric monorepo

When any of these apply, do not assume the repo root is the integration target:

D5 -- BLOCKING: Call your structured question tool now.

  • question: "This is a monorepo. Which package, app, or service should I integrate LaunchDarkly into?"
  • options: List the discovered packages/apps as selectable options.
  • STOP. Do not write the question as text. Do not continue until the user selects an option.

Then run the rest of this detect step -- language, package manager, entrypoint, and SDK search -- in that target directory (and its subtree), not only at the root.

4. Application entrypoint

Find the main file where the application starts. In a monorepo, apply the patterns below within the chosen package after section 3 Monorepo layout. Common patterns:

  • Node.js (server): Check package.json "main" field, or look for index.js, server.js, app.js, src/index.ts
  • NestJS: Look for src/main.ts or src/main.js
  • Python: Look for app.py, main.py, manage.py, wsgi.py, or the [tool.poetry.scripts] section
  • Go: Look for main.go or cmd/*/main.go
  • Java: Search for public static void main or @SpringBootApplication
  • Ruby: Look for config.ru, config/application.rb
  • React/Vue/Angular: Look for src/index.tsx, src/main.tsx, src/App.tsx, src/main.ts
  • Next.js: App Router -- app/layout.tsx or app/layout.js (root layout). Pages Router -- pages/_app.tsx or pages/_app.js
  • React Native: Look for App.tsx, App.js, index.js (with AppRegistry.registerComponent)
  • Electron: Check package.json "main"; common paths include main.js or src/main.ts
  • JavaScript (browser): Look for index.html, src/index.js, or bundler entry in webpack.config.js / vite.config.ts
  • Flutter: Look for lib/main.dart
  • Swift/iOS: Look for AppDelegate.swift, SceneDelegate.swift, or @main struct
  • Android: Look for MainActivity.java or MainActivity.kt

5a. Classify workspace confidence

After sections 1-4, classify the workspace into one of three states before continuing. This classification determines how the rest of the flow proceeds.

StateMeaningCriteria
Clear appA runnable application was foundLanguage/framework detected, a real entrypoint exists, dependency manifest is present with application dependencies
Unclear / weak evidenceSomething is present but it does not clearly represent a runnable appStray or minimal package.json (e.g. only devDependencies, no scripts), isolated config/manifest files, theme or config-only folders, token/fixture JSON, lockfiles without corresponding source, or multiple conflicting indicators with no dominant app structure
No app foundNo recognizable application structure was detectedNo dependency manifests, no entrypoints, no source files matching known patterns, or the workspace is empty / contains only documentation

Weak evidence must not be treated as confirmation. Examples of weak evidence:

  • A package.json with no scripts section and no application source files
  • A lone requirements.txt in a directory of data files or notebooks
  • Config, theme, or fixture directories with manifests that do not represent a runnable service
  • Monorepo roots where the real apps live in subdirectories but none was selected

Branching by state:

  • Clear app → continue to section 6 (Existing LaunchDarkly SDK) and then SDK confirmation.
  • Unclear / weak evidence:

D5-UNCLEAR -- BLOCKING: Call your structured question tool now.

  • question: "I found some project files, but I'm not confident I've identified the right application to integrate. Can you point me to the correct app folder?"
  • context: Briefly describe what you found and why it's ambiguous (e.g., "There's a package.json at the root, but it has no start script and no application source files").
  • options:
  • Present any candidate folders you detected as selectable options
  • "It's somewhere else -- I'll tell you the path"
  • "There is no app yet -- help me create a demo"
  • STOP. Do not make code changes, install packages, or generate an integration plan until the user confirms the target. Do not continue until the user selects an option.

After the user points to the correct folder, re-run detection (sections 1-4) scoped to that folder.

  • No app found:

Tell the user clearly: "I didn't find a runnable application in this workspace." Then offer two paths:

D5-NOAPP -- BLOCKING: Call your structured question tool now.

Use this skill in a project

Open any RiverX project, search the Skills panel for launchdarkly/ai-tooling/detect, and install it in one click.

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