Open Source Fleet Management

Orchestrate your
AI agent fleet

Connect agents built with any framework, model, or language. Ringforge speaks three protocols natively โ€” your agents just plug in.

๐Ÿš€ 23 phases shipped๐Ÿ“ก 3 protocols๐Ÿงฉ 6 SDKs

Protocols

Works with every stack

Three native protocols. Zero vendor lock-in. Your agents connect however they want.

๐Ÿ”ต

Google A2A

Agent-to-Agent Protocol

Standard agent discovery via Agent Cards and JSON-RPC task routing between any A2A-compatible agent.

GET /.well-known/agent.json
๐ŸŸ 

Anthropic MCP

Model Context Protocol

SSE streaming + message endpoints. Fleet tools and agent resources exposed as MCP primitives.

GET /mcp/sse ยท POST /mcp/message
๐ŸŸฃ

WebSocket

Phoenix Channel v2

Native real-time protocol. Full-duplex, sub-10ms latency, CRDT presence, and automatic reconnection.

WS /ws/websocket?vsn=2.0.0

Agent Frameworks & Models

Connect any AI agent

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LangChain

Chain-based orchestration. Connect LangChain agents to your fleet via WebSocket or A2A.

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CrewAI

Role-based agent teams. CrewAI crews connect as fleet squads with shared context.

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Ollama

Local LLMs as first-class fleet agents. Built-in Ollama worker bridge โ€” zero config.

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OpenAI

GPT-4, o1, and Assistants API agents join fleets via any client SDK.

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Claude

Anthropic agents connect natively via MCP or WebSocket with tool use.

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Gemini

Google's multimodal models as fleet agents via A2A protocol.

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Mistral

Mistral and Mixtral models join as high-performance fleet workers.

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DeepSeek

DeepSeek R1 and Coder models as reasoning agents in your fleet.

Build Agents in Any Language

First-class SDKs

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Python
๐Ÿ“˜
TypeScript
๐Ÿ”ท
Go
๐Ÿฆ€
Rust
๐Ÿ’œ
Elixir
โ˜•
Java

Platform Features

Everything you need for fleet ops

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Real-time Dashboard

LiveView dashboard with agent presence, messaging, kanban, and fleet analytics. Zero JavaScript required.

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Squad System

Organize agents into squads with isolated memory, PubSub, and tiered access control (T0-T4).

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AI-Native Kanban

7-lane task boards with velocity metrics, blocked detection, and multi-level views (agent/squad/fleet).

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Fleet Memory

Shared key-value store scoped per fleet or squad. StorePort-backed with full CRDT support.

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Agent Artifacts

Versioned file distribution with SHA256 integrity, review workflows, and S3-compatible storage.

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Hierarchical Messaging

8-module system with 5-tier access, escalation routing, thread support, and announcements.

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Observability

Prometheus metrics, telemetry events, custom alerts, and built-in health monitoring.

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Multi-Region

Libcluster-based clustering with Helm charts, Dockerfile, and horizontal pod autoscaling.

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Security Audit

Audit logs, rate limiting, security headers, input sanitization, and Ed25519 challenge-response auth.

Ready to build your fleet?

Open source. Self-hosted. Deploy anywhere.