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Agent Studio - Features

Comprehensive IDE Capabilities and Tooling

Overview

Agent Studio provides a complete development environment with advanced AI-powered features, multi-platform support, and enterprise-grade capabilities. This page details all major features, capabilities, and tooling available across platforms.

Multi-Platform Support

macOS Desktop Application (Native SwiftUI)

Full-Featured IDE Experience

Key Features:

// Native macOS capabilities
- Command palette (⌘⇧P)
- Quick open (⌘P)
- Integrated terminal
- Git visualization
- Extension management
- Settings sync

iOS Mobile Application

Agent Monitoring on the Go

Optimizations: - Native SwiftUI interface - Optimized for one-handed use - Dark mode support - Offline caching - Background sync

iPadOS Tablet Application

Full Development on Tablet

Unique Capabilities: - Stage Manager optimization - Multi-window support - Drag and drop between apps - File provider integration - Universal clipboard

Electron Desktop (Cross-Platform)

Windows, Linux, macOS Support

Technologies:

// Core stack
- Electron 28+
- React 18
- Monaco Editor 0.47+
- TypeScript 5.0+
- Vite (bundling)

VSCode Extension

AI Coding Assistant in Your Editor

Commands:

Agent Studio: Initialize Workspace
Agent Studio: Chat with AI
Agent Studio: Refactor Selection
Agent Studio: Generate Tests
Agent Studio: Explain Code
Agent Studio: Find Issues

Web Dashboard (Next.js)

Browser-Based Interface

Autonomous Coding

Self-Directed Code Operations

Example Usage:

import { NeuronLink } from '@bluefly/agent-studio/neuronlink';

const agent = new NeuronLink({
  model: 'claude-3-5-sonnet-20241022',
  mcpEnabled: true
});

// Autonomous refactoring
await agent.executeTask({
  type: 'refactor',
  target: 'src/services/UserService.ts',
  instructions: 'Extract validation logic into separate service'
});

// Code generation
await agent.executeTask({
  type: 'generate',
  target: 'src/api/routes/users.ts',
  instructions: 'Create REST endpoints for user CRUD operations'
});

Multi-LLM Support

Flexible Provider Selection

Supported Models: - Anthropic: Claude 3.5 Sonnet, Claude 3 Opus, Claude 3 Haiku - OpenAI: GPT-4 Turbo, GPT-4, GPT-3.5 Turbo - Mistral AI: Mistral Large, Mistral Medium, Mistral Small - Google: Gemini 1.5 Pro, Gemini 1.5 Flash - AWS Bedrock: Claude via Bedrock, Titan models - Open Source: Ollama integration for local models

Configuration:

const config = {
  models: [
    { provider: 'anthropic', model: 'claude-3-5-sonnet-20241022', priority: 1 },
    { provider: 'openai', model: 'gpt-4-turbo', priority: 2 },
    { provider: 'mistral', model: 'mistral-large-latest', priority: 3 }
  ],
  fallback: 'gpt-3.5-turbo',
  routing: 'intelligent' // or 'round-robin', 'cost-optimized'
};

MCP Protocol Integration

Model Context Protocol for Advanced Tools

Available MCP Tools: - File Operations: read_file, write_file, list_directory, search_files - Terminal: execute_command, start_shell, send_input - Browser: navigate, click, extract_data, screenshot - Git: commit, branch, merge, diff, log - Database: query, schema, migrations - HTTP: request, api_call, webhook

Example:

// Use MCP tools
const tools = await agent.mcp.listTools();

const fileContent = await agent.mcp.invokeTool('read_file', {
  path: '/path/to/file.ts'
});

const cmdOutput = await agent.mcp.invokeTool('execute_command', {
  command: 'npm test',
  cwd: '/path/to/project'
});

Context-Aware Operations

Intelligent Understanding

Agent Orchestration (OSSA 1.0)

Agent Discovery

Automatic Detection and Registration

# Scan for agents
npm run ossa:validate

# List discovered agents
npm run buildkit:agents

# Check agent status
npm run ossa:status

Discovery Mechanisms: - .agents/ directory scanning - Manifest validation (OSSA 1.0 schema) - Health check endpoints - Service registry integration - Network discovery (mDNS/DNS-SD)

Task Distribution

Intelligent Workload Management

Distribution Strategies: - Load Balancing: Even distribution across healthy agents - Capability Matching: Route to agents with required skills - Priority Queuing: High-priority tasks first - Affinity Routing: Sticky sessions for related tasks - Geographic Distribution: Route based on location - Cost Optimization: Minimize compute costs

Task Queue:

interface TaskDistribution {
  taskId: string;
  type: 'code_generation' | 'refactor' | 'test' | 'deploy';
  priority: 'low' | 'normal' | 'high' | 'critical';
  requirements: {
    capabilities: string[];
    resources: { cpu: string; memory: string };
    timeout: number;
  };
  assignedAgent?: string;
  status: 'queued' | 'assigned' | 'running' | 'completed' | 'failed';
}

Health Monitoring

Real-Time Agent Status

Monitored Metrics: - Availability: Uptime, response time, error rate - Performance: CPU, memory, task throughput - Task Status: Running, queued, completed, failed - Dependencies: Service availability, network connectivity - Compliance: OSSA 1.0 validation, policy adherence

Health Checks:

// Health check endpoint
GET /api/v1/agents/{agentId}/health

Response:
{
  "agentId": "agent-123",
  "status": "healthy",
  "uptime": 86400,
  "metrics": {
    "cpu": "45%",
    "memory": "2.1GB",
    "tasks": { "running": 3, "queued": 5 }
  },
  "lastHeartbeat": "2025-01-10T12:00:00Z"
}

Spawn on Demand

Dynamic Agent Creation

// Spawn agent based on workload
const agent = await agentService.spawn({
  type: 'worker',
  capabilities: ['code_generation', 'testing'],
  resources: { cpu: '2', memory: '4Gi' },
  runtime: 'local', // or 'kubernetes', 'docker'
  ttl: 3600 // seconds
});

Cross-Device Synchronization

Real-Time Sync Engine

Instant Cross-Device Updates

Sync Capabilities: - Files: Code, configuration, workspace settings - State: Editor state, cursor position, selections - Sessions: Open files, terminal sessions, breakpoints - Extensions: Installed plugins and settings - Preferences: User settings, keybindings, themes

Sync Protocol:

interface SyncEvent {
  type: 'file_change' | 'state_update' | 'session_change';
  deviceId: string;
  timestamp: number;
  data: {
    path: string;
    operation: 'create' | 'update' | 'delete';
    content?: string;
    hash: string;
  };
}

Conflict Resolution

Smart Merge Strategies

Resolution Methods: - Three-Way Merge: Compare base, local, and remote versions - Last-Write-Wins: Latest timestamp takes precedence - Manual Resolution: User chooses preferred version - Auto-Merge: Intelligent line-by-line merging - Device Priority: Configure device preference order

Conflict UI:

┌─────────────────────────────────────┐
│  Conflict in src/utils/helper.ts    │
├─────────────────────────────────────┤
│  Local (macOS)      Remote (iPad)   │
│  Modified: 12:00    Modified: 12:05 │
│                                     │
│  Accept Local  │  Accept Remote    │
│  Merge Both    │  Show Diff        │
└─────────────────────────────────────┘

Offline Support

Full Functionality Without Network

Development Tools

Monaco Editor Integration

VS Code-Grade Editing

Features: - Syntax Highlighting: 100+ languages supported - IntelliSense: Auto-completion, parameter hints - Error Detection: Real-time linting and validation - Refactoring: Rename, extract method/variable - Multi-Cursor: Simultaneous editing - Minimap: Code overview navigation - Diff Editor: Side-by-side comparison

Language Support:

TypeScript, JavaScript, Python, Go, Rust, Java, C++, C#,
Ruby, PHP, Swift, Kotlin, Dart, SQL, YAML, JSON, Markdown,
Shell, Dockerfile, Kubernetes, Terraform, and more

Integrated Terminal

Full Shell Access

Capabilities: - node-pty: Native pseudo-terminal support - Multiple Shells: bash, zsh, fish, powershell - Tabs: Multiple terminal sessions - Split Panes: Side-by-side terminals - Command History: Persistent command history - Color Support: 256-color and true color - Copy/Paste: Seamless clipboard integration

Git Integration

Native Version Control

Features: - Visual Diff: Side-by-side file comparison - Commit UI: Staged/unstaged changes view - Branch Management: Create, switch, merge branches - History Viewer: Commit timeline and graph - Conflict Resolution: Visual merge tool - Blame View: Line-by-line authorship - Pull Requests: GitLab MR integration

File Management

Advanced File Operations

Capabilities: - Tree View: Hierarchical file browser - Fuzzy Search: Quick file finder (⌘P) - Glob Patterns: Advanced search patterns - Batch Operations: Multi-file rename, move, delete - File Watching: Real-time change detection - Sidebar: Quick access to recent files - Breadcrumbs: Navigation trail

Enterprise Features

Role-Based Access Control (RBAC)

Granular Permissions

Roles: - Admin: Full system access, user management - Developer: Code edit, commit, deploy (dev/staging) - Reviewer: Code review, approve PRs - Viewer: Read-only access - Guest: Limited temporary access

Permissions:

interface Permissions {
  workspace: ['read', 'write', 'delete'];
  agents: ['view', 'execute', 'configure', 'deploy'];
  code: ['read', 'edit', 'commit', 'review'];
  settings: ['view', 'edit', 'admin'];
}

Team Collaboration

Multi-User Workspaces

Features: - Shared Workspaces: Team-wide project access - Live Collaboration: Real-time co-editing (coming soon) - Agent Sharing: Shared agent pools - Task Assignment: Assign tasks to team members - Comments: Code comments and discussions - Notifications: Team activity updates

Audit Logging

Comprehensive Activity Tracking

Logged Events: - User authentication and authorization - Code changes and commits - Agent operations and tasks - File operations (create, modify, delete) - Settings changes - API access and usage - Security events

Log Format:

{
  "timestamp": "2025-01-10T12:00:00Z",
  "eventType": "agent_task_executed",
  "userId": "user-123",
  "agentId": "agent-456",
  "action": "code_refactor",
  "target": "src/services/UserService.ts",
  "result": "success",
  "metadata": { "duration": 2300, "linesChanged": 45 }
}

Secrets Management

Secure Credential Storage

Integration: - HashiCorp Vault: Production secret storage - Encrypted Storage: AES-256 encrypted local storage - Environment Variables: Secure env var injection - Token Rotation: Automatic credential refresh - Access Policies: Fine-grained secret access control

Usage:

// Retrieve secrets
const apiKey = await vault.getSecret('anthropic-api-key');
const dbPassword = await vault.getSecret('postgres-password');

// Store secrets
await vault.setSecret('new-api-key', value, { ttl: 3600 });

Policy Enforcement

Governance and Compliance

OPA Integration: - Code Quality: Enforce linting, test coverage rules - Security: Prevent secrets in code, dependency vulnerabilities - Compliance: GDPR, SOC2, HIPAA policy enforcement - Agent Policies: Resource limits, approved models only - Deployment Gates: Pre-deployment validation

Policy Example:

# OPA policy: Prevent deployment without tests
package deployment

deny[msg] {
  input.coverage < 80
  msg = "Code coverage below 80% threshold"
}

deny[msg] {
  input.vulnerabilities.high > 0
  msg = "High-severity vulnerabilities detected"
}

Observability & Monitoring

Phoenix Arize Integration

AI-Specific Observability

Features: - LLM Tracing: Track all AI model calls - Token Usage: Monitor costs and consumption - Latency Tracking: Response time analysis - Error Detection: AI failure patterns - Quality Metrics: Output quality scoring

Prometheus Metrics

System Metrics Collection

Exported Metrics:

# Agent metrics
agent_tasks_total{agent_id, status}
agent_task_duration_seconds{agent_id}
agent_health_score{agent_id}

# Application metrics
http_requests_total{method, endpoint, status}
active_users{platform}
sync_operations_total{device, status}

# Resource metrics
process_cpu_usage_percent
process_memory_usage_bytes
file_operations_total{operation}

Grafana Dashboards

Visual Monitoring

Pre-built Dashboards: - Agent Health Overview - Task Execution Metrics - Cross-Device Sync Status - LLM Usage and Costs - System Performance - User Activity

API Reference

REST API Endpoints

Core Endpoints:

# Workspaces
POST   /api/v1/workspaces
GET    /api/v1/workspaces
GET    /api/v1/workspaces/:id
PUT    /api/v1/workspaces/:id
DELETE /api/v1/workspaces/:id

# Agents
GET    /api/v1/agents
GET    /api/v1/agents/:id
POST   /api/v1/agents/:id/tasks
GET    /api/v1/agents/:id/health
POST   /api/v1/agents/spawn

# Sync
GET    /api/v1/sync/status
POST   /api/v1/sync/force
WS     /api/v1/sync/stream

# Authentication
POST   /api/v1/auth/login
POST   /api/v1/auth/logout
GET    /api/v1/auth/me

WebSocket API

Real-Time Events:

// Connect to sync stream
const ws = new WebSocket('ws://localhost:3000/api/v1/sync/stream');

ws.on('message', (event) => {
  const { type, data } = JSON.parse(event.data);

  switch (type) {
    case 'file_change':
      handleFileChange(data);
      break;
    case 'agent_status':
      updateAgentStatus(data);
      break;
    case 'task_complete':
      notifyTaskComplete(data);
      break;
  }
});

See Also: - Architecture - System design and component details - Development - Setup and contribution guide - Plugin Development - Extend Agent Studio - Home - Back to wiki home

Last Updated: 2025-01-10 Maintainer: LLM Platform Team