Ship Features,
Not Fragments
Tell Meshwork what to build. Watch AI orchestration deliver complete features.
Transform high-level requests into fully implemented features. Parallel task execution with intelligent dependency management.
→ Frontend, backend, and deployment tasks execute in parallel
→ Intelligent dependency management ensures proper sequencing
✓ Complete implementation with tests and documentation
The Magic Behind Complete Features
How Meshwork delivers production-ready code in record time
Cloud Orchestration
Intelligent Task Breakdown
Decomposes complex features into manageable subtasks
Dependency Management
Ensures tasks execute in the correct order
Quality Checkpoints
Validates progress at each stage of development
Real-time Monitoring
Track all tasks and agent performance
Local Agent
Local Execution
AI agents work directly in your development environment
Parallel Processing
Multiple tasks execute simultaneously
Intelligent Scheduling
Optimizes task execution based on dependencies
Real-time Progress
Monitor task execution and results as they happen
How It Works
Sign up for Meshwork
Create your account and connect your development workspace
Install the local agent
Lightweight agent runs on your machine for secure code access
Request features through the dashboard
Cloud orchestration breaks down tasks and coordinates AI agents
Powered by MCP Architecture
Model Context Protocol (MCP) gives agents infinite capabilities through a plugin ecosystem
Central Management
Meshwork MCP Server manages all agents, tracks learning, and coordinates tasks
- • Agent profiles & preferences
- • Reprimand system
- • Task orchestration
- • Performance tracking
Infinite Capabilities
Agents connect to role-specific MCP servers for specialized tools
- • Filesystem operations
- • Database management
- • Browser automation
- • Any MCP server
Agent Learning
Agents improve through feedback and share knowledge with the team
- • Learn from mistakes
- • Pattern recognition
- • Cross-agent learning
- • Continuous improvement
Why MCP Matters
No Vendor Lock-in
Use any MCP server from the ecosystem
Future-Proof
New capabilities without code changes
Enterprise Ready
Audit trails and compliance built-in
Plugin & Play
Any tool, any API
Never Start Blind. Always Preview First.
See exactly what will happen before any code is written. Preview plans, estimate costs, and validate scope.
Smart Task Validation
AI analyzes your request for clarity, scope, and feasibility before execution
Scope Analysis
Detects overly complex requests
Clarity Check
Flags ambiguous terminology
Smart Suggestions
Recommends better approaches
Execution Plan Preview
Detailed breakdown with cost estimates, timelines, and risk assessment
Cost Transparency
Know exactly what you'll pay
Impact Assessment
Preview all file changes
Risk Analysis
Identify potential issues early
Dry Run Mode
Simulate the entire execution without touching your code. See exactly what would change.
Simulate Changes
Run through entire workflow without execution
Impact Report
Detailed analysis of all potential changes
Approve & Execute
Only proceed when you're confident
Stop Building Piece by Piece.
Ship Complete Features.
Watch how Meshwork transforms a simple request into a fully-implemented feature with multiple agents working in parallel
Task Breakdown & Dependencies
Agents That Actually Learn
Unlike static AI tools, Meshwork agents improve over time through a sophisticated learning and feedback system
Mistake Recording
When agents make errors, the system records the mistake, analyzes the cause, and creates a lesson
Pattern Recognition
Agents identify successful patterns and learn to prefer approaches that work well
- Successful code patterns
- Effective task sequences
- Optimal collaboration flows
Knowledge Sharing
When one agent learns something valuable, the knowledge is shared with the entire team
Measurable Improvement Over Time
Track your agents' improvement with detailed metrics and performance analysis
Your Development Workflow, Transformed
Before Meshwork
8 hours implementing authentication
Backend API, frontend forms, validation, error handling...
Context switching between files
Jumping between backend, frontend, configs, tests...
Integrating code from different AI tools
Copy-paste from ChatGPT, adjust from Copilot...
Still debugging edge cases days later
Forgot to handle token expiry, CORS issues...
After Meshwork
Complete auth feature in one session
Everything implemented, tested, and integrated
AI agents handle all the pieces
Backend, frontend, deployment - all in parallel
Cohesive, production-ready code
Agents coordinate to ensure everything works together
Edge cases handled, tests included
AI teams think of what you might miss
Ship faster. Complete features. Seamless integration.
Watch AI Agents Build Together
Real tasks. Real collaboration. Real code.
Add user authentication
Implement complete auth system with login, signup, and JWT tokens
Click "Run" to watch AI agents collaborate in real-time
Start With Our Team or Build Your Own
Pre-configured starter agents ready to collaborate - or create custom agents tailored to your needs
Build Your Own AI Team
These are just starter agents. Create custom agents with your own expertise, personalities, and specialized skills.
Claude
AI Team Lead
Jake
Frontend Engineer
Imran
Backend Engineer
Rajesh
DevOps Engineer
Claude
AI Team Lead
"Thoughtful orchestrator who ensures everyone's work integrates perfectly"
Specialties
Live Collaboration: Watch Claude work with other agents in real-time. Each agent brings unique expertise to solve complex problems together.
Why Developers Are Switching
Traditional AI Assistant
Result: Hours of context switching, incomplete implementations, and manual integration work.
Meshwork
Result: Complete features delivered faster, with AI agents handling the coordination and integration.
Why Meshwork is Different
The Meshwork Advantage
While other tools help with individual tasks, Meshwork orchestrates entire features with intelligent coordination, parallel execution, and seamless handoffs.
Seamless GitHub Integration
Professional development workflows with automated pull requests, branch management, and detailed change tracking
Automated PR Workflow
Each task gets its own feature branch with professionally formatted pull requests
Feature Branch Creation
Automatic branch: meshwork/add-auth-system
AI Agents Execute
All changes committed with detailed messages
Auto-Generated PR
Complete description, checklist, and change summary
Professional PR Quality
Each pull request includes comprehensive documentation and review guidelines
Detailed Change Log
Every file change documented
Review Checklist
Standard PR review items
Testing Summary
Tests run and coverage info
Fits Your Existing Workflow
No workflow changes needed. Meshwork creates standard GitHub PRs that integrate with your existing process.
Branch Protection
Respects your branch rules and CI/CD
Code Review
Team reviews AI changes normally
CI Integration
Triggers your existing tests and checks
Audit Trail
Full history of AI contributions
Agents That Learn From Mistakes
Our intelligent reprimand system ensures agents continuously improve. When issues arise, the system learns patterns and applies those lessons to future tasks.
Learning Process
Issue Detection
System identifies when agent output doesn't meet expectations
Pattern Analysis
AI analyzes context, task type, and failure mode
Lesson Creation
Generates specific guidelines and examples to avoid similar issues
Knowledge Sharing
Lesson applies to all relevant agents and future tasks
Example Learning
Issue Identified:
Agent created API without rate limiting, causing security vulnerability
Lesson Learned:
"When creating public API endpoints, always implement rate limiting using express-rate-limit or similar middleware. Include both per-IP and per-user limits."
Applied To:
- • All backend agents
- • API-related tasks
- • Security review checklist
Fewer Bugs
Agents avoid previously encountered issues
Improved Quality
Code quality increases over time
Continuous Learning
System gets smarter with each project
Domain Expertise
Learns your specific requirements
Safe to Experiment with Instant Rollback
Every change is tracked and reversible. Meshwork creates automatic checkpoints, so you can confidently let AI agents work without fear of breaking your codebase.
Automatic Checkpoints
Before Each Task
Automatic snapshot of files, git state, and dependencies
Smart Detection
Identifies which files and configurations to preserve
One-Click Restore
Instantly return to any previous working state
Smart Labeling
Each checkpoint tagged with task description and timestamp
Rollback Timeline
Added user authentication system
Before auth implementation
Added Express API structure
Project initialization
Granular Control
Roll back specific files or entire project states
Instant Recovery
Restore in seconds, not minutes
Smart Merging
Keep good changes while reverting problems
Version History
Complete timeline of all AI changes
Experiment Without Fear
Let AI agents make bold changes to your codebase. With instant rollback, you can always return to a working state in seconds.
Your Domain, Your Agents
Meshwork adapts to your unique development needs. Define custom agents with specialized knowledge, tools, and collaboration patterns that match your team's workflow.
Define Agent Expertise
Create agents specialized in your tech stack, frameworks, and domain knowledge
- • Mobile app specialists
- • Blockchain developers
- • Game engine experts
- • Legacy system maintainers
Custom Collaboration Rules
Design how your agents work together, who reviews what, and when to escalate
- • Code review workflows
- • Security approval gates
- • Performance benchmarking
- • Compliance checking
Evolving Intelligence
Your agents learn from your codebase, documentation, and team patterns
- • Company coding standards
- • Internal API patterns
- • Team best practices
- • Project-specific context
Instant Feature Templates
Skip the planning phase with pre-built templates for common development patterns
Complete Auth System
JWT authentication with login, signup, password reset, and middleware
REST CRUD API
Complete API with validation, pagination, and error handling
React Dashboard
Admin dashboard with charts, tables, and responsive design
Start with battle-tested templates, then customize as you grow
View All TemplatesBuilt-in Specialist Agents
Advanced agents with deep expertise in security, performance, and code quality
Security Reviewer
Automatically scans for vulnerabilities and enforces security best practices
Performance Optimizer
Identifies bottlenecks and suggests optimizations for better performance
Code Quality Auditor
Ensures code meets standards and follows best practices consistently
Test Specialist
Generates comprehensive test suites with high coverage and edge cases
Documentation Expert
Creates comprehensive documentation, API references, and guides
DevOps Engineer
Handles deployment, CI/CD, monitoring, and infrastructure concerns
Smart Agent Selection: The orchestrator automatically assigns the right specialists based on your task requirements, ensuring expert-level execution across all domains.
Watch Your AI Team Work In Real-Time
Get complete visibility into your AI orchestration with live task tracking, performance metrics, and team collaboration insights.
Live Activity Feed
Backend Agent: JWT auth endpoints created
Frontend Agent: Creating login form components
Test Agent: Generate auth integration tests
Backend → Frontend: Auth API endpoints ready
Performance Metrics
Real-time Charts
Live performance graphs and trend analysis
Smart Alerts
Get notified of issues or completions
Cost Tracking
Monitor token usage and optimize spending
Team Analytics
Track productivity and identify bottlenecks
Full Transparency, Zero Surprises
Know exactly what your AI team is doing, how much it's costing, and when tasks will complete. Make data-driven decisions about your development workflow.
See the Dashboard in ActionDevelopers Are Shipping Faster
Development Speed
Complex features completed in hours instead of days
Full Features
Full implementation including tests and documentation
Parallel Tasks
Multiple subtasks executing simultaneously
Start Shipping Complete Features Today
Be among the first to build faster with AI teams