Sandbox
431 repos for protocol · Claude CodeClear
jongwony/
epistemic-protocols

Epistemic protocols for Claude Code — structure human-AI interaction quality at every decision point - https://epistemic-protocols.com

161
k-kolomeitsev/
data-structure-protocol

Graph-based long-term memory skill for AI (LLM) coding agents — faster context, fewer tokens, safer refactors

66

Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, tamper-evident SHA-256 chain with RFC 3161 anchoring, 20 MCP tools.

1.4k

Tool-to-Agent Protocol: tools can be smart without embedded LLM calls.

48
elliot35/
deterministic-agent-control-protocol

Governance gateway for AI agents — bounded, auditable, session-aware control with MCP proxy, shell proxy & HTTP API. Works with Cursor, Claude Code, Codex, and any MCP-compatible agent.

88
HenryZ838978/
deepseek-harness

Protocol-layer harness for DeepSeek: Python witness stack — posterior verification that keeps the protocol honest. dsh doctor --node probes included.

49
mozilla/
firefox-devtools-mcp

Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol

401

Laravel Loop is a powerful Model Context Protocol (MCP) server designed specifically for Laravel applications. It connects your Laravel application with AI assistants using the MCP protocol.

133
golioth/
tinymcp
golioth/tinymcpConnectors

Let LLMs control embedded devices via the Model Context Protocol.

157

A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.

6.4k
CircleCI-Public/
mcp-server-circleci

A specialized server implementation for the Model Context Protocol (MCP) designed to integrate with CircleCI's development workflow. This project serves as a bridge between CircleCI's infrastructure and the Model Context Protocol, enabling enhanced AI-powered development experiences.

92
hybroai/
a2a-adapter

Open Source A2A Protocol Adapter SDK for Different Agent Frameworks and Harnesses

96
keboola/
mcp-server

Model Context Protocol (MCP) Server for the Keboola Platform

86
imprvhub/
mcp-claude-spotify

An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).

49

Money Atlas Skill.md (Claude Skill) For AI Agent A Genesis Protocol-powered intelligence system for financial markets, macroeconomics, and geopolitics. Core Systems - Genesis Protocol (First Principle + System Thinking) - SMC Layer Engine (Quant price structure)

54
designcomputer/
mysql_mcp_server

A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases

1.4k
nkapila6/
mcp-local-rag

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨

134
MatanYemini/
bitbucket-mcp

Bitbucket MCP - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud and Server APIs

165
jdez427/
claude-ipc-mcp

AI-to-AI communication protocol for Claude, Gemini, and other AI assistants

133
nikolausm/
imap-mcp-server

A powerful Model Context Protocol (MCP) server for IMAP email integration with Claude

92