Provides autonomous Git management capabilities, including workflow automation, commit management, and branch handling.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@Swarm Orchestrator debug the failing test in auth_test.py using SBFL"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
⚠️ DEPRECATED: Fully migrated to hermes agent.
Swarm Orchestrator is a Model Context Protocol (MCP) server that extends AI coding assistants like Antigravity, Cursor, and Claude Desktop with deterministic, algorithmic capabilities. Instead of relying purely on LLM reasoning, Vexorbis Swarm uses specialized workers—code analysis, fault localization, formal verification, and autonomous Git management—to deliver faster, more reliable results.
Getting Started | Concepts | Guides | Reference |
Related MCP server: projscan
git clone https://github.com/AgentAgony/swarm.git
cd swarm
docker compose up -d --buildAdd the MCP server to your IDE's configuration (e.g., ~/.gemini/antigravity/mcp_config.json on Windows):
{
"mcpServers": {
"swarm-orchestrator": {
"command": "docker",
"args": ["exec", "-i", "swarm-mcp-server", "python", "server.py"]
}
}
}flowchart LR
Start([My Goal]) --> Q1{Type?}
Q1 -->|Find symbol by name| A["search_codebase(keyword_only=true)<br/>~1ms"]
Q1 -->|Find code by concept| B["search_codebase()<br/>~240ms"]
Q1 -->|Understand architecture| C["retrieve_context()<br/>~1-2s"]
Q1 -->|Debug failing tests| D["debug command<br/>Ochiai SBFL"]
style A fill:#2ecc71,color:#fff
style B fill:#3498db,color:#fff
style C fill:#9b59b6,color:#fff
style D fill:#e74c3c,color:#fffMIT
This server cannot be deployed
Official DevSpeak MCP server — translate technical text into formal specs from any AI IDE or agent
MCP server for building and testing AI agents with multi-model experimentation and insights.
MCP server for AI agents to plan, verify, and deploy Cloudflare-native apps.
The OpenZeppelin Solidity Contracts MCP server integrates OpenZeppelin's security and style rules into AI-driven development workflows, enabling AI assistants to generate safe, correct, and production-ready smart contracts. It automatically validates generated code against OpenZeppelin standards (including imports, modifiers, naming conventions, and security checks) and supports various contract types including ERC-20, ERC-721, ERC-1155, Stablecoins, RWA, Governor, and Account contracts through prompt-driven workflows.
