Projects in Awesome Lists tagged with mcp-protocol

https://github.com/mcp-shark/mcp-shark

Wireshark-like forensic analysis for Model Context Protocol communications Capture, inspect, and investigate all HTTP requests and responses between your IDE and MCP servers

electron forensic-analysis forensics forensics-tools mcp-protocol monitoring monitoring-tool nodejs security security-audit security-tools traffic-analysis

Last synced: 05 Apr 2026

https://github.com/hasmcp/hasmcp-ce

HasMCP Community Edition

ai-agent ai-agent-tools ai-agents ai-agents-framework ai-automation mcp mcp-auth mcp-auth-client mcp-authorization mcp-builder mcp-gateway mcp-host mcp-protocol mcp-security mcp-server mcp-servers mcp-servers-directory mcp-tools model-context-protocol self-hosted

Last synced: 14 Jan 2026

https://github.com/crewform/crewform

Build your AI team with Crewform. Orchestrate specialized, autonomous agents to collaborate on complex tasks and connect outputs to your stack. — AI Orchestration for Everyone

a2a-protocol ag-ui-protocol agent agents ai ai-agents ai-collaboration ai-orchestration automation llms mcp mcp-protocol open-source orchestration rag react self-hosted supabase typescript workflow

Last synced: 10 Apr 2026

https://github.com/hammergpt/claude-co-desk

A local AI task automation system built on Claude Code framework, exploring the limits of AI agents with full system resource control.

ai-automation claude-code mcp-protocol multi-agent-systems task-automation

Last synced: 16 Sep 2025

https://github.com/wilsonsilva/mcp-ruby

The Model Context Protocol is an open standard that enables developers to build secure, two-way connections between their data sources and AI-powered tools. The architecture is straightforward: developers can either expose their data through MCP servers or build AI applications (MCP clients) that connect to these servers.

mcp mcp-protocol mcp-ruby mcp-server model-context-protocol ruby

Last synced: 27 Apr 2026

https://github.com/web3guru888/mempalace-scientific-analysis

Spatial Metaphors for LLM Memory: A Critical Analysis of the MemPalace Architecture — Full paper, benchmarks, experiment data, and reproduction scripts

ai-memory benchmark chromadb llm-memory mcp-protocol mempalace method-of-loci peer-review research-paper spatial-memory vector-database

Last synced: 06 Jun 2026

https://github.com/open-resource-discovery/mcp-server-card-ui

A UI component for visualizing and validating MCP Server Cards, and for testing MCP server capabilities using the server card definition.

agentic-ai ai ai-agents ai-tools mcp mcp-protocol mcp-server-card

Last synced: 23 May 2026

https://github.com/billlzzz10/chonost-manifest-os

Chonost Manuscript OS คือระบบจัดการต้นฉบับอัจฉริยะที่ออกแบบมาเพื่อรองรับการทำงานร่วมกันระหว่าง AI agents, RAG pipelines และแอปพลิเคชันเดสก์ท็อปแบบ native โดยใช้สถาปัตยกรรม MCP (Modular Component Protocol) เพื่อให้ทุกส่วนของระบบสามารถสื่อสารกันได้อย่างเป็นอิสระและตรวจสอบได้

ai-agents crewai docker fastapi grafana mcp-protocol modular-monorepo notion-integration ollama python rag tauri-desktop typescript

Last synced: 06 Oct 2025

https://github.com/cploutarchou/mcp-servers

Production-ready Model Context Protocol (MCP) servers in Python, Go, and Rust for VS Code integration. Enables AI systems to interact with tools via standardized interfaces.

ai-tools developer-tools fastapi golang mcp-protocol model-context-protocol python rust terraform vscode-integration