ratel-ai/ratel
quality grade A, 81 out of 100Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
- stars
- 378
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Model Context Protocol servers and clients, plugin systems and third-party tool connectors.
Signals: mcp, model-context-protocol, mcp-server, mcp-client, function-calling, plugins, integrations, tool-calling
854 results
Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
A local bridge for bidirectional collaboration between Claude Code and Codex. 连接 Claude Code 与 Codex 的本地实时协作桥接工具。
MCP server that gets Claude to 97.9% (188/192) on a real coding benchmark at -80% active tokens and -83% wall time, vs 78.3% plain. Structural code navigation + persistent memory engine. Works with every MCP client.
MCP Server for kubernetes management commands
Hugging Face MCP Server
Open-source control plane for your AI agents. Connect tools, hire agents, track every token and dollar
Super-tool for vibe coders & system admins — terminals, SSH, SFTP, RDP/VNC, dashboards, install helpers, and a built-in AI assistant.
Intelligent token optimization for Claude Code - achieving 95%+ token reduction through caching, compression, and smart tool intelligence
Universal package infrastructure with OS-like SubOS isolation - Multi-version · Rootless · Decentralized Index · Agent-ready.
Cross-Platform, Agent-Native Universal Log Viewer.
Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling
iOS MCP: MCP management tool for jailbroken iPhones, enabling developers and AI agents to inspect and control devices.
Open-source semantic layer: one cube for Excel (MDX/XMLA), dashboards, and AI agents (MCP). Mondrian + Apache Calcite.
pctx is the execution layer for agentic tool calls. It auto-converts agent tools and MCP servers into code that runs in secure sandboxes for token-efficient workflows.
Wireshark for MCP. A transparent proxy that shows every real tool call between your AI client and your MCP servers, live in your terminal.
A centralized reverse-proxy platform for MCP servers — manage, group, and export as Skills from a single endpoint.
Plinth is an AI-native engineering toolkit for modern Java enterprise SDLC, built around reusable Commands, Agents, Skills, and MCP Servers.
Rust MCP server for Grok web search and Tavily-backed source retrieval
MCP Fusion - The TypeScript framework for secure MCP servers.
DrissionPage MCP Server · Browser automation for Claude Code, Codex, and MCP clients
Apollo MCP Server
Open-source AI agent harness in native Rust — GUI, CLI, headless, and webapp from one binary. Multi-provider, MCP, skills, plugins, agent teams.
QuickDesk is the first AI-native remote desktop — an open-source, free application with a built-in MCP (Model Context Protocol) Server that lets any AI agent see and control remote computers.
MasterGo Magic MCP is a standalone MCP (Model Context Protocol) service designed to connect MasterGo design tools with AI models.
24,523 repositories in the index in total.