MCP GoGrab AI - Complete Reference
Session: 77 | Last Updated: 2026-01-31
Overview
mcp-gograb-ai is a comprehensive MCP (Model Context Protocol) server with 78 tools for intelligent development assistance. It provides:
- Decision memory and learning
- Multi-agent collaboration (handoffs)
- Real-time WebSocket connectivity
- Code review, testing, and documentation
- Cross-platform support (Cursor, Claude Code, Claude Desktop, VSCode)
- Browser automation and testing (Session 76)
- Desktop connectivity and file operations (Session 76)
- Task scheduling and workflow automation (Session 76)
- Advanced outcome tracking (Session 77)
Location: MCP/mcp-gograb-ai/
Quick Start
For Claude Desktop
Add to ~/.claude/claude_desktop_config.json:
{
"mcpServers": {
"gograb-ai": {
"command": "node",
"args": ["/path/to/editor2/MCP/mcp-gograb-ai/dist/server.js"],
"env": {
"GOGRAB_BACKEND_URL": "http://localhost:3001",
"GOGRAB_WORKSPACE": "editor2"
}
}
}
}
For Claude Code / Cursor
Already configured via .mcp.json in the workspace root.
Tool Categories
1. Core Intelligence (Always Use First)
| Tool |
Purpose |
preflight |
Get context BEFORE any task. Returns past decisions, conventions, warnings. Call first on every task. |
log_decision |
Record a decision after implementation. Enables learning from outcomes. |
find_similar |
Search past decisions by query. Use when preflight isn't enough. |
get_stats |
Get system statistics and training state. |
2. Session Management
| Tool |
Purpose |
mcp_init |
Initialize MCP session with health check and mode selection. |
select_mode |
Execute mode selection (quick, orchestrated, search, stats). |
get_session_info |
Get current session number and workspace. |
set_session |
Enforce a specific session number. v12.1: log_decision and preflight use this session when not overridden in args. |
register_chat_context |
Register chat context at conversation start. |
get_chat_context |
Get current chat context with drift detection. |
update_chat_session |
Change the chat's session. |
lock_chat_session |
Lock or unlock session to prevent drift. |
3. Multi-Agent Collaboration (Session 74+)
| Tool |
Purpose |
create_handoff |
Create a task handoff to another agent. |
get_pending_handoffs |
Get handoffs waiting for this agent. |
respond_to_handoff |
Acknowledge, start, complete, or reject a handoff. |
get_handoff |
Get details of a specific handoff. |
send_agent_message |
Send direct message to another agent. |
agent_status |
Get agent identity and connection status. |
agent_connect |
Connect to real-time agent network. |
agent_events |
Get pending events from other agents. |
4. Conventions & Learning
| Tool |
Purpose |
get_conventions |
Get codebase conventions by category. |
add_convention |
Add a new convention. |
report_outcome |
Report if a decision worked (for learning). |
get_pending_outcomes |
Get decisions awaiting feedback. |
get_lifecycle_status |
Check decision validation progress. |
learn_from_outcomes |
Update anti-pattern detection from failures. |
5. Code Intelligence
| Tool |
Purpose |
code_review |
Review files for issues, security, patterns. |
test_gen |
Generate unit tests for components. |
docs_intelligence |
Generate documentation, explain code. |
self_healing |
Diagnose errors, suggest fixes, auto-patch. |
6. Space Builder Tools
| Tool |
Purpose |
space_generate |
QuickGenerate-style widget/module generation. |
analyze_requirement |
Extract module specs from requirements. |
validate_module |
Validate module against editor2 standards. |
7. Knowledge & Graph
| Tool |
Purpose |
graph |
Knowledge graph operations (entities, relations, impact). |
mine_patterns |
Extract patterns from successful decisions. |
predict_outcome |
ML-based prediction before implementing. |
transfer_intelligence |
Transfer learning between AI tiers. |
8. Web & Documentation
| Tool |
Purpose |
web_search |
Search web via Tavily API. |
docs_search |
Search library documentation (Angular, RxJS, etc.). |
get_ai_generation_rules |
Get AI generation rules and templates. |
9. Workflow & Recovery
| Tool |
Purpose |
workflow |
Session recovery, project discovery, task state. |
behavior_mode |
Set AI behavioral mode (brainstorming, focused, debug). |
persona |
Activate AI persona (architect, frontend, security, etc.). |
token_efficiency |
Compress content, analyze redundancy. |
10. Git Integration
| Tool |
Purpose |
git_session_analyzer |
Analyze uncommitted changes, suggest branch routing. |
init_git_tracking |
Initialize git tracking for session. |
11. Tool Contexts (Session 75.7)
| Tool |
Purpose |
list_contexts |
List available tool contexts for agent type. |
12. Browser Automation (Session 76)
Tools for browser automation and testing via the browser agent.
| Tool |
Purpose |
browser_navigate |
Navigate to a URL in the browser |
browser_click |
Click an element using CSS selector |
browser_fill |
Fill a form field with text |
browser_screenshot |
Take a screenshot (full page or element) |
browser_extract |
Extract content from page elements |
browser_execute |
Execute JavaScript in page context |
browser_wait |
Wait for condition (element, network, delay) |
browser_status |
Get browser automation status |
browser_close |
Close browser session for agent |
Example - E2E Test Flow:
// Navigate to login page
browser_navigate({ url: "https://app.example.com/login" })
// Fill in credentials
browser_fill({ selector: "#email", value: "[email protected]" })
browser_fill({ selector: "#password", value: "password123" })
// Click submit button
browser_click({ selector: "button[type='submit']" })
// Wait for navigation
browser_wait({ condition: "network_idle", timeout: 5000 })
// Take screenshot of result
browser_screenshot({ name: "login-success", fullPage: false })
// Extract page title to verify
browser_extract({ selector: "h1.welcome", attribute: "textContent" })
13. Desktop Connectivity (Session 76)
Tools for desktop file operations and system integration. Sandboxed to Documents, Downloads, and tmp/gograb-agent for security.
| Tool |
Purpose |
desktop_read_file |
Read file from allowed directories |
desktop_write_file |
Write file to allowed directories |
desktop_list_files |
List directory contents |
desktop_execute_command |
Execute sandboxed shell command |
desktop_clipboard_get |
Get clipboard content |
desktop_clipboard_set |
Set clipboard content |
desktop_status |
Get desktop service status |
Security Notes:
- All file operations restricted to:
~/Documents/
~/Downloads/
tmp/gograb-agent/
- Shell commands executed in sandbox
- Clipboard access requires user consent
Example - File Operations:
// List files in allowed directory
desktop_list_files({ path: "~/Documents/projects" })
// Read a file
desktop_read_file({ path: "~/Documents/config.json" })
// Write output file
desktop_write_file({
path: "~/Documents/output.json",
content: JSON.stringify(results, null, 2)
})
// Copy text to clipboard
desktop_clipboard_set({ content: "Copied from agent!" })
// Get clipboard content
desktop_clipboard_get()
14. Task Runner (Session 76)
Tools for scheduling tasks and creating multi-step workflows.
| Tool |
Purpose |
task_create |
Create scheduled or manual task |
task_execute |
Execute a task by ID |
task_list |
List registered tasks |
workflow_create |
Create multi-step workflow |
workflow_run |
Run a workflow |
task_status |
Get task runner status |
Example - Workflow with Sequential Tasks:
// Create individual tasks
task_create({
id: "backup-db",
name: "Backup Database",
type: "manual",
command: "pg_dump -U admin mydb > backup.sql"
})
task_create({
id: "compress-backup",
name: "Compress Backup",
type: "manual",
command: "gzip backup.sql"
})
task_create({
id: "upload-backup",
name: "Upload to S3",
type: "manual",
command: "aws s3 cp backup.sql.gz s3://backups/"
})
// Create workflow with all tasks
workflow_create({
id: "full-backup",
name: "Full Database Backup",
tasks: ["backup-db", "compress-backup", "upload-backup"],
sequential: true
})
// Execute the workflow
workflow_run({ workflowId: "full-backup" })
// Check status
task_status()
15. RPC & Agent Discovery (Session 76)
Tools for direct agent-to-agent communication and discovery.
| Tool |
Purpose |
call_agent |
Direct agent-to-agent RPC call |
find_agents_for_task |
Find available agents for a task |
Example - Agent Discovery and RPC:
// Find agents capable of browser testing
find_agents_for_task({
taskType: "browser_testing",
capabilities: ["screenshot", "navigation"]
})
// Direct RPC call to specific agent
call_agent({
agentId: "browser-agent-001",
method: "runTest",
params: {
testSuite: "login-flow",
timeout: 30000
}
})
16. Outcome Tracking (Session 77)
Advanced outcome tracking with backend integration and module-specific reporting.
| Tool |
Purpose |
track_outcome |
Advanced outcome tracking with backend integration |
report_module_outcome |
Module-specific outcome reporting |
Example - Tracking Outcomes:
// Track a decision outcome with full context
track_outcome({
decisionId: "dec-12345",
outcome: "success",
metrics: {
executionTime: 1250,
resourceUsage: "low",
errorCount: 0
},
evidence: {
testsPassed: 15,
testsFailed: 0,
coverage: 92.5
},
notes: "Migration completed without issues"
})
// Report outcome for a specific module
report_module_outcome({
module: "user-management",
feature: "password-reset",
outcome: "success",
version: "2.1.0",
details: {
usersAffected: 1500,
completionRate: 99.8
}
})
MCP Resources (Session 75.8)
Poll-able resources for Claude Desktop:
| URI |
Description |
handoffs://pending |
Pending handoffs for this agent |
agents://online |
Currently connected agents |
session://status |
Session and connection status |
Architecture
┌─────────────────────────────────────────────────────────────────┐
│ MCP SERVER (78 tools) │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌───────────────────┐ ┌───────────────────┐ │
│ │ RealtimeClient │ │ Backend REST │ │
│ │ (WebSocket) │ │ API │ │
│ └─────────┬─────────┘ └─────────┬─────────┘ │
│ │ │ │
│ ▼ ▼ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ Backend AI-API (NestJS) │ │
│ │ • Socket.io Gateway (/mcp-stream) │ │
│ │ • Native WebSocket (/ws) │ │
│ │ • REST Endpoints (/ai-api/*) │ │
│ └─────────────────────────────────────────────────────────┘ │
│ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ VITTO Orchestrator │ │
│ │ • Autonomous handoff processing │ │
│ │ • AI-powered task planning │ │
│ │ • Stale handoff takeover │ │
│ └─────────────────────────────────────────────────────────┘ │
│ │
│ ┌─────────────────────────────────────────────────────────┐ │
│ │ Extended Capabilities (Session 76-77) │ │
│ │ • Browser Automation (9 tools) │ │
│ │ • Desktop Connectivity (7 tools) │ │
│ │ • Task Runner & Workflows (6 tools) │ │
│ │ • RPC & Agent Discovery (2 tools) │ │
│ │ • Advanced Outcome Tracking (2 tools) │ │
│ └─────────────────────────────────────────────────────────┘ │
│ │
└─────────────────────────────────────────────────────────────────┘
Dual WebSocket Architecture
Why two gateways?
| Gateway |
Protocol |
Clients |
/mcp-stream |
Socket.io |
Dashboard, VITTO, Node.js agents |
/ws |
Native WebSocket |
Chrome MV3 extensions, VSCode extensions |
Chrome Manifest V3 extensions cannot use Socket.io due to Service Worker limitations. The dual setup is architecturally necessary.
Handoff System
Creating a Handoff
create_handoff({
toAgentType: 'browser', // or 'code', 'any'
type: 'test_request', // or 'verification', 'fix_request', etc.
summary: 'Test the login page',
tasks: [
{ description: 'Navigate to /login' },
{ description: 'Submit form with test credentials' }
],
priority: 'high'
})
Responding to a Handoff
respond_to_handoff({
handoffId: 'handoff-xxx',
action: 'complete', // or 'acknowledge', 'start', 'reject'
taskResults: [
{ taskId: 'task-1', status: 'completed', result: 'Passed' }
]
})
Handoff Flow
Claude Code Cowork Browser Agent
│ │
│ create_handoff(browser) │
│ ──────────────────────────────>│
│ │
│ handoff.created event │
│<───────────────────────────────│
│ │
│ acknowledge │
│<───────────────────────────────│
│ │
│ complete │
│<───────────────────────────────│
│ │
What's NOT Needed
The following features were considered but already exist:
| Proposed |
Already Exists As |
| New MCP server |
mcp-gograb-ai (78 tools) |
| Handoff tools |
create_handoff, respond_to_handoff, etc. |
| Agent tools |
agent_status, agent_connect, agent_events |
| Session tools |
get_session_info, set_session |
| WebSocket client |
RealtimeAgentClient |
| Backend endpoints |
All /ai-api/* routes |
| Browser automation |
browser_* tools (9 tools) |
| Desktop operations |
desktop_* tools (7 tools) |
| Task scheduling |
task_*, workflow_* tools (6 tools) |
Environment Variables
| Variable |
Default |
Purpose |
GOGRAB_BACKEND_URL |
http://localhost:3001 |
Backend API URL |
GOGRAB_WORKSPACE |
editor2 |
Workspace identifier |
MCP_FILTER_TOOLS |
false |
Enable agent-type tool filtering |
File Locations
| Path |
Purpose |
MCP/mcp-gograb-ai/src/server.ts |
Main server (1700+ lines) |
MCP/mcp-gograb-ai/src/tools/handoff.ts |
Handoff tool handlers |
MCP/mcp-gograb-ai/src/services/realtime-agent-client.ts |
WebSocket client |
MCP/mcp-gograb-ai/src/config/tool-contexts.ts |
Tool groupings |
apis/backend-ai-api/src/app/vitto/ |
VITTO orchestrator |
apis/backend-ai-api/src/app/mcp-gateway/ |
WebSocket gateways |
Version History
| Version |
Session |
Changes |
| 4.0 |
74 |
Multi-agent handoffs, RealtimeAgentClient |
| 4.1 |
75.7 |
Tool contexts, filtering by agent type |
| 4.2 |
75.8 |
MCP Resources, send_agent_message, VITTO orchestrator |
| 5.0 |
76 |
Browser Automation (9 tools), Desktop Connectivity (7 tools), Task Runner (6 tools), RPC & Agent Discovery (2 tools) |
| 5.1 |
77 |
Outcome Tracking (2 tools) - track_outcome, report_module_outcome |
Groundbreaking Features
- 78 MCP tools - Most MCP servers have 5-10, we have 78
- Multi-agent collaboration - Agents delegate work to each other
- VITTO autonomous brain - AI processes handoffs without human intervention
- Cross-platform learning - Cursor decisions inform Claude Code
- Real-time everywhere - WebSocket events propagate instantly
- Tool contexts - Filter tools by agent type for cleaner UX
- Browser automation - Full E2E testing capabilities (Session 76)
- Desktop connectivity - Sandboxed file/system operations (Session 76)
- Task runner - Workflow automation with scheduling (Session 76)
- Advanced outcome tracking - Backend-integrated learning (Session 77)
Tool Count Summary
| Category |
Tools |
Session Added |
| Core Intelligence |
4 |
Original |
| Session Management |
8 |
Original |
| Multi-Agent Collaboration |
8 |
74 |
| Conventions & Learning |
6 |
Original |
| Code Intelligence |
4 |
Original |
| Space Builder |
3 |
Original |
| Knowledge & Graph |
4 |
Original |
| Web & Documentation |
3 |
Original |
| Workflow & Recovery |
4 |
Original |
| Git Integration |
2 |
Original |
| Tool Contexts |
1 |
75.7 |
| Browser Automation |
9 |
76 |
| Desktop Connectivity |
7 |
76 |
| Task Runner |
6 |
76 |
| RPC & Agent Discovery |
2 |
76 |
| Outcome Tracking |
2 |
77 |
| Total |
78 |
- |