siftcoder

Add a new feature to an existing application, following established patterns and conventions.

**Autonomous multi-file refactoring with planning, execution, validation, and rollback capabilities.**

**AI-powered AgentForce agent development for Salesforce.**

Generate enterprise Apex patterns - FFLib, Selector, Domain, Service, UnitOfWork

Apex development - analyze anti-patterns, bulkify code, generate enterprise patterns

Generate, validate, and manage API documentation and tooling.

Deep Code History Intelligence - AI-powered archaeology into why code exists

**Execute Approved Autonomous Manifest**

**SiftCoder Full Autonomous Mode - "Fire & Forget"**

Run comprehensive tests to verify that changes are contained within defined boundaries and haven't affected protected areas.

Bridge the gap between two codebases (e.g., website and admin panel) by analyzing, finding gaps, generating specs, and building integrations

Token/cost awareness - set budgets, track usage, optimize efficiency

Build a new project from a specification file

AI-designed chaos experiments based on your specific architecture. Find weaknesses before they find you.

Save and restore named checkpoints with full context

Create a chroot jail for safe file operations - works with build, fix, investigate, document

Manage licenses, generate SBOMs, and ensure regulatory compliance.

Configure siftcoder settings and cloud sync

**Consolidate multiple markdown files into one with auto-generated table of contents.**

Continue a paused siftcoder workflow from where you left off

**AI-powered Salesforce CPQ (Configure, Price, Quote) configuration and development.**

Analyze errors, trace issues, and find root causes faster.

Generate documentation - code, user-manual, architecture, or technical

Let AI "dream" creative solutions without constraints. Explore wild ideas, then filter back to reality. Unlock innovation through unconstrained thinking.

AI Rubber Duck Debugging - Forces YOU to explain code, AI asks probing questions

**Generate and optimize Einstein AI prompts for Salesforce.**

Detects code that causes developer frustration, measures cognitive load, and identifies emotional friction in your codebase.

Browse real-world examples of siftcoder in action.

**Generate executive summaries for positioning, technology stack fit, and industry alignment.**

**Analyze commercial viability, market potential, and competitive requirements.**

Manage the feature queue for siftcoder workflows.

Fix an issue with defined boundaries to prevent unintended changes

**AI-powered Salesforce Flow development for automation and business logic.**

Focus siftcoder on a specific feature, area, or file set

Technical Debt Fortune Telling - Predicts which tech debt will cause problems and when

Intelligent Edge Case Generation - AI-generated adversarial test cases targeting code weak points

Find gaps between specification and implementation, plus discover undocumented features.

Explore alternative implementations without touching your actual code. Ask "what if?" and see the consequences.

Session memory and handoff - persist context across sessions

When a build, test, or lint fails, automatically analyze the error, propose a fix, apply it, and retry - looping until success or max iterations.

Your guide to siftcoder - the autonomous multi-agent coding system.

Analyze specifications, research market trends, and creatively suggest new features with multi-level depth analysis.

Enhance and improve specification quality with testable criteria

Connect with GitHub, issue trackers, and other development tools.

Automatic Contract Mining - Discovers implicit invariants and makes them explicit

Safely investigate an issue in read-only mode without making changes

**Capture, query, and share team knowledge automatically.**

Explore, understand, and learn codebases effectively.

LWC debugging - wire issues, lifecycle, performance, component state analysis

Lightning Web Component development - create, analyze, wire adapters, events, Jest tests

Safely upgrade dependencies, migrate frameworks, and manage database changes.

Check what's not yet implemented from spec or feature queue

Analyze logs, errors, and production behavior.

Code-to-Story Translation - Converts code into narrative explanations for any audience

**Interactive codebase tours and role-specific onboarding for new developers.**

Refactor or optimize code with safety boundaries and regression testing.

Predictive Intent Engine - Predicts what you're about to do before you ask

Organize a project folder into the Sift monorepo structure

Interactive pair programming mode - AI suggests, you approve each step

Pause the current siftcoder workflow for later resumption

Analyze, profile, and optimize application performance.

Cross-Language Intelligence - Ensures consistency and finds issues across multiple languages

Preview changes before applying - show diff with approval step

---

Identify and execute safe refactoring operations.

Resume a paused workflow (alias for /siftcoder:continue)

Reverse engineer existing code to create a specification document. Analyzes the codebase and produces a structured spec that could be used to recreate the project.

Comprehensive code review automation for PRs, diffs, and code changes.

Change Impact Visualization - See how changes ripple through your entire system

Rollback to a previous checkpoint, undoing changes made during a feature or fix workflow.

Schema migration and change management - plan, diff, deploy, rollback schema changes

Salesforce schema management - create objects, fields, relationships, ERD diagrams

Manage boundaries for fix/optimize workflows - show, add, remove files

**Find code by meaning, not just keywords. Uses vector embeddings for intelligent code discovery.**

Comprehensive security scanning for your codebase.

Salesforce architecture review - security, scalability, governor limits, sharing model

Salesforce architecture tools - diagrams, capacity planning, architecture analysis

Salesforce integration setup - Named Credentials, External Credentials, OAuth, REST callouts

Salesforce debug log analysis - parse logs, identify bottlenecks, governor limits

Salesforce deployment management - validate, deploy, diff, rollback, CI/CD setup

Salesforce custom logging - Platform Events, logging framework, real-time monitoring

Salesforce package development - unlocked packages, versioning, dependencies

**Automated Salesforce security review and vulnerability scanning.**

Salesforce test data management - factories, seed data, sanitization

Salesforce test generation - comprehensive tests, coverage analysis, bulk testing, mocks

Salesforce webhook handling - create inbound webhook endpoints with HMAC verification

Main siftcoder orchestration - autonomous coding workflows for BUILD, MAINTAIN, and DOCUMENT

Learn from failures - remember what didn't work and try different approaches

**Generate detailed specifications from user stories or requirements.**

Show current siftcoder progress and status with resume context

Discover trending app ideas from online resources, filter by your preferences, generate specifications, and build your next project.

Parallel agent execution - run multiple agents on independent tasks simultaneously

Synchronize knowledge to cloud storage

Test-driven generation - write tests first, generate code that passes them

Team knowledge sharing and collaboration

Generate, analyze, and improve tests for your codebase.

Reconstruct the exact state of your application at any point in history. Debug issues by traveling back to when they occurred.

View execution trace - see what AI did, why, and alternatives considered

Analyze and capture understanding of a project's structure, patterns, and architecture.

**Generate detailed use cases from project descriptions or specifications.**

Build beautiful, modern websites from your codebase or from scratch

Interactive step-by-step guide to using siftcoder. Perfect for first-time users.

Minimalist Code Mode - Aggressively simplifies code, removing every non-essential line

Cross-codebase integration specialist. Analyzes two codebases, identifies gaps, generates integration specifications, and plans bridge implementations.

Implementation specialist for writing code from plans. Expert in following patterns, writing clean code, and running tests. Use when executing coding subtasks from a plan.

Documentation specialist for generating code documentation, user manuals, architecture diagrams, and technical docs. Use when creating or updating documentation.

Read-only investigation specialist for safely exploring issues without making changes. Use when investigating bugs, understanding code behavior, or exploring unfamiliar codebases.

**Multi-agent coordination for parallel execution and conflict resolution.**

Planning specialist for breaking down features into implementation tasks. Use when you need to create a detailed implementation plan before coding. This agent explores the codebase, identifies patterns, and creates structured subtask breakdowns.

Issue resolution specialist for fixing QA-identified problems. Focused on addressing specific issues without scope creep. Use when QA Reviewer has identified issues that need fixing.

Quality assurance specialist for reviewing implementations. Runs comprehensive tests, validates acceptance criteria, and identifies issues. Use after coding is complete to validate the work.

**Vector-based code discovery and semantic matching.**

**Reusable capabilities for autonomous multi-file operations.**

**"Fire & Forget" autonomous project completion**

Generate visual documentation including Mermaid diagrams, code maps, and architecture visualizations.

Detect gaps between specification and implementation, and identify undocumented features.

Conduct comprehensive market research including competitor analysis, market trends, and user demand signals.

Automatically organize a project folder into the Sift monorepo structure.

Detect and document code patterns, conventions, and architectural styles in existing codebases.

The Prompt Helper skill is an interactive assistant that guides users through crafting effective, detailed prompts for SiftCoder commands. It acts as a "prompt engineer" that helps users:

Automated code quality validation with configurable checks.

Comprehensive security analysis for codebases.

**Vector-based code discovery using LanceDB and Ollama embeddings.**

Research search trends, keywords, and user intent to inform feature development and content strategy.

Full autonomous multi-agent workflow for implementing features.

Extract testable features from natural language specifications.

Analyze user experience patterns, best practices, and accessibility requirements for specific domains and applications.

Build beautiful, modern websites from your codebase or from scratch.

Keep generated websites synchronized with codebase changes.

8 hooks across 4 events