Introducing Agenspy
Protocol-First Agent Framework Built on DSPy
A next-generation framework that brings structure, interoperability, and production-readiness to AI agents with first-class protocol support.
While DSPy gives you the power to define and optimize declarative agent programs, we felt something was missing: a protocol layer.
The Questions We Asked:
- • How do agents interact across services?
- • How do we define multi-agent collaboration?
- • What if agents need to talk to external tools in a structured way?
Agenspy answers these questions with a protocol-first approach to AI agents, bringing structure and interoperability to the agent ecosystem.
Get Started in Seconds
pip install "agenspy[mcp]"agenspy demo github-prQuick Example
from agenspy import create_mcp_pr_review_agent
import dspy
# Configure DSPy
lm = dspy.LM('openai/gpt-4o-mini')
dspy.configure(lm=lm)
# Create protocol-aware agent
agent = create_mcp_pr_review_agent("mcp://github-server:8080")
# Use the agent
result = agent(
pr_url="https://github.com/org/repo/pull/123",
review_focus="security"
)
print(result.review_comment)Features at a Glance
Protocol-First Architecture
Built-in support for MCP, A2A, and future protocols with automatic connection management
DSPy Integration
Native integration with DSPy for reasoning, prediction, and optimization
Full-featured CLI
Complete command-line interface for building, running, and testing agents
Future-Proof Protocols
Extensible architecture for adding new protocols like WebSocket, gRPC, etc.
Multi-Protocol Support
Support for MCP, A2A, and extensibility for future protocols
Full-Stack Agents
Python & JavaScript protocol servers for complete agent ecosystems
Architecture Overview
Protocol-First Architecture
How Agenspy brings protocol intelligence to DSPy agents
DSPy Agent Layer
Protocol Intelligence
MCP Support
Model Context Protocol for tool integration
A2A Protocol
Agent-to-Agent communication
Future Protocols
WebSocket, gRPC, and more
Examples to Explore
What's Next for Agenspy?
Agenspy is just getting started. Our vision is to make it a first-class DSPy protocol extension, listed in Google's A2A Agent Directory, and fully ready for multi-agent production environments.
Protocol Expansions
- • WebSocket & gRPC-based layers
- • Real-time collaboration protocols
- • Agent network discovery
Tooling & Infrastructure
- • Dashboards & orchestration
- • Cloud-native deployment
- • Advanced debugging tools
Ready to Build Protocol-Native Agents?
Join the next generation of AI agent development with protocol-first architecture.