Project Context Discovery

Project Context Discovery Skill

Provides expertise in discovering project characteristics through exploration rather than assumptions.

Purpose

This skill equips agents with strategies for:

• Identifying package managers and build systems
• Discovering test frameworks and commands
• Finding automation scripts and tooling
• Learning project conventions from configuration

When to Use

Use this skill when:

• Need to run tests but don't know the framework
• Setting up a new project environment
• Installing dependencies without hardcoded assumptions
• Discovering how CI/CD runs commands

Discovery Strategy

Phase 1: Project Structure Exploration

1. List root directory contents

   ls -la
   

2. Identify language(s) from file extensions

   • .rb → Ruby
   • .js/.ts → JavaScript/TypeScript
   • .py → Python
   • .go → Go
   • .rs → Rust
   • Multiple languages? Note all

3. Find configuration files

   Look for package manager indicators:

   • package.json + package-lock.json → npm
   • package.json + yarn.lock → yarn
   • package.json + pnpm-lock.yaml → pnpm
   • Gemfile + Gemfile.lock → Bundler (Ruby)
   • Cargo.toml + Cargo.lock → Cargo (Rust)
   • go.mod + go.sum → Go modules
   • pyproject.toml + poetry.lock → Poetry
   • requirements.txt → pip

Phase 2: Test Framework Discovery

1. Check CI configuration first

   CI config is the source of truth for what actually runs:

   • .github/workflows/*.yml → GitHub Actions
   • .gitlab-ci.yml → GitLab CI
   • .circleci/config.yml → CircleCI
   • .travis.yml → Travis CI
   • Jenkinsfile → Jenkins
   • azure-pipelines.yml → Azure Pipelines

2. Parse CI test commands

   Look for run: or script: sections with test commands Identify job names like: test, tests, unit-test, integration-test, ci

3. Check package manager configuration

   • package.json → check scripts.test field
   • Gemfile → check for test-related gems
   • Cargo.toml → check for test dependencies
   • pyproject.toml → check test tool configuration

4. Look for test directories

   ls -d test/ tests/ spec/ __tests__/ 2>/dev/null
   

5. Check for framework config files

   Common test framework indicators:

   • jest.config.js, vitest.config.js → JavaScript test frameworks
   • .rspec, spec/spec_helper.rb → RSpec
   • pytest.ini, test/test_helper.rb → pytest or minitest
   • Config in package.json, pyproject.toml, or setup.cfg

Phase 3: Automation Script Discovery

1. Check documented commands (prefer explicit over implicit)

   • README.md → look for "Testing", "Development", "Getting Started"
   • CONTRIBUTING.md → look for contribution workflow
   • Makefile → look for test targets

2. Check automation directories

   ls bin/ scripts/ script/ .local/bin/ 2>/dev/null
   

3. Check package manager scripts

   • npm: npm run (lists all scripts)
   • Bundler: bundle exec rake -T
   • Make: make help or make -n

Phase 4: Dependency Installation

Based on discovered package manager, use appropriate install command:

General strategy:

• Prefer lockfile-based installs (reproducible, CI-friendly)
• Use CI-optimized commands when available (npm ci vs npm install)
• Check for frozen-lockfile options to prevent unexpected updates

Example decision tree for Node.js:

if [ -f package-lock.json ]; then npm ci
elif [ -f yarn.lock ]; then yarn install --frozen-lockfile
elif [ -f pnpm-lock.yaml ]; then pnpm install --frozen-lockfile
else npm install; fi

Other languages follow similar patterns:

• Ruby: Check for Gemfile.lock → use bundle install
• Python: Check for poetry.lock or pyproject.toml → use poetry install or pip install
• Go: Check for go.sum → use go mod download
• Rust: Check for Cargo.lock → use cargo build

Phase 5: Test Command Construction

Preference order (highest to lowest priority):

1. Explicit documentation (README/CONTRIBUTING) - what humans are told to run
2. CI configuration (source of truth) - what automation actually runs
3. Package manager scripts (npm test, rake test) - defined shortcuts
4. Framework defaults (only as fallback) - conventions when nothing explicit exists

Decision process:

If CI config defines test command → use that (it's what's actually running in production)

If package.json/Gemfile/etc has test script → use the defined script

If neither, infer from framework detection:

• JavaScript with Jest config → likely npx jest
• Ruby with RSpec directories → likely bundle exec rspec
• Python with pytest.ini → likely pytest
• Go with test files → likely go test ./...
• Rust with tests/ → likely cargo test

Graceful Degradation

If discovery fails at any phase:

1. Note what couldn't be determined
2. Make best-effort guess with caveats
3. Provide fallback options
4. Report incomplete discovery to user

Never fail completely - always provide a path forward.

Example Usage

Agent using this skill:

1. Read project root directory
2. Identify languages: JavaScript (package.json found)
3. Check CI: .github/workflows/test.yml exists
4. Parse CI: runs "npm run test:unit && npm run test:integration"
5. Check package.json scripts: confirms test:unit and test:integration exist
6. Determine package manager: package-lock.json exists → npm
7. Discovery complete:
   - Language: JavaScript
   - Package manager: npm
   - Install command: npm ci (uses lockfile)
   - Test command: npm run test:unit && npm run test:integration (from CI)
8. Execute: npm ci && npm run test:unit && npm run test:integration

Key Principles

• Discover, don't assume: Never hardcode project-specific commands
• Prefer explicit over implicit: Use documented/configured commands over framework defaults
• CI is truth: What runs in CI is what the project actually uses
• Multiple indicators: Combine signals from configs, directories, and dependencies
• Priority order matters: Check sources in order of reliability (CI → docs → conventions)
• Graceful degradation: Provide best-effort fallbacks when discovery is incomplete