Community
Discuss MCP development, share agent tools, and solve technical challenges with developers worldwide.
Community Guidelines Update — Please Read Before Posting
We have updated our community guidelines to better reflect our growing community. Please take a moment to review the new rules around code sharing, respectful discussion, and content attribution.
Imagent v2.0 Released — New Plugin Architecture & MCP 2025 Support
We are excited to announce the release of Imagent v2.0, featuring a completely redesigned plugin system, native MCP 2025 protocol support, and significant performance improvements across the board.
Comparing Agent Frameworks: Imagent vs LangGraph vs CrewAI in Production
Ran all three frameworks through the same 10-task benchmark over 2 weeks. Sharing latency numbers, error rates, token costs, and my honest take on where each shines.
Streaming Responses in MCP Servers — Implementation Guide
A step-by-step guide to implementing server-sent events and streaming responses in your MCP server. Covers backpressure handling, chunking strategies, and client integration.
Why Is My MCP Server Returning Stale Cached Responses?
Running into an issue where my MCP server seems to cache tool call results even when the underlying data has changed. Has anyone dealt with cache invalidation in MCP?
How to Handle Long-Running Agent Tasks Without Timeout Failures
Deep dive into checkpoint-based execution, heartbeat mechanisms, and graceful degradation strategies for agents that need to run tasks lasting more than 30 minutes.
I Built a Slack MCP Server — Here Is the Source Code
Open-source MCP server that lets agents read channels, send messages, and manage threads via Slack API. Fully tested with Imagent and ready for production use.
RFC: Standardized Capability Manifest Format for Tool Discovery
Proposing a unified manifest spec that works across MCP, A2A, and Function Calling protocols. Would love feedback from server authors and registry maintainers.
Agent Identity Tokens vs API Keys — Which Should You Use?
Comparing security models for agent-to-tool authentication in production environments. Looking for real-world experience reports from teams running agents at scale.
Building a Custom MCP Server for Internal APIs — Lessons Learned
A walkthrough of wrapping 12 REST endpoints into a single MCP server with auth and rate limiting. Includes code samples and the pitfalls I encountered along the way.
Multi-Agent Orchestration Patterns with A2A Protocol
Sharing my experience building a pipeline of 5 agents that collaborate on document analysis tasks. Covers fan-out, fan-in, and consensus patterns with real benchmarks.
Best Practices for MCP Server Versioning and Backwards Compatibility
How do you handle breaking changes in your MCP server schemas without disrupting downstream agents? Sharing my approach using semantic versioning and capability negotiation patterns.