Rust MCP server for lossless agent-context compression, reducing token usage while preserving retrieval accuracy.

Model Context Protocol server for the Orbit framework — AI coding agents get framework knowledge, scaffolding (REST + GraphQL), and a security review tool.

Manage knowledge as apps | CLI | MCP | AI Knowledge Framework for AI Agents & Humans

Honest multi-agent research framework — skill, Python engine, MCP product.

AI-powered toolkit for Microsoft Agent Framework (MAF) migrations — agents, skills, MCP server, and self-updating guide

git for agent brains — move, debug, and secure AI agent state across 10 frameworks

Verifier-gated support resolution engine — answers from your own docs with page citations, escalates what it can't verify. Microsoft Agent Framework (.NET) showcase.

A股多Agent量化交易决策框架 — LangGraph 15位AI分析师辩论式分析，反思闭环+Token优化，支持DeepSeek/Qwen/GLM，附零依赖MCP server | Multi-agent A-share trading framework with reflection loop & MCP server

Empower OpenClaw, Hermes, Nanobot and other agent frameworks with advanced Claude CLI session management via MCP for superior AI programming capabilities

Project-based auto-research AI agent framework. Problem × Evidence Matrix, evidence grading, MCP Server. Python 3.10+. | 项目制自动研究 Agent 框架：问题 × 证据矩阵、证据分级。

Rust multi-agent LLM framework — OpenClaw alternative. WhatsApp + Telegram + Gmail + browser agents on a single binary. NATS broker, MCP client+server, Claude/Anthropic OAuth, MiniMax, durable TaskFlow workflows.

Automated web application penetration testing framework: OWASP Top 10 + advanced attacks, an autonomous AI agent (Ollama/Claude/OpenAI), SAST source-code analysis, and an MCP server, with professional CVSS-scored reports.

MCP server that injects structured professional domain expertise into AI agents — decision frameworks, compliance workflows, and practitioner knowledge for accounting, legal, medical, Islamic finance, cybersecurity, and 19 more domains

QA STLC Agents — six MCP servers + skills for AI-powered test case, Gherkin, self-healing Playwright generation, Helix-QA file writing, and existing-framework migration against Azure DevOps and Jira Cloud. Includes an 8-strategy LocatorHealer with a live

Gemini MCP server for SuperClaude Framework v4.0.9 - Enhanced command routing with 22 commands (including business-panel), 14 agents, and 6 MCP integrations for Gemini CLI

AI-native SDLC framework for regulated industries. 8 phase-gated stages, 9 specialized agents, built-in HIPAA / SOC 2 / PCI / GDPR scanners. Plugs into Claude Code via MCP (30+ tools). MIT, self-hostable. pip install octalume.

Code intelligence MCP server. Indexes your repository into a confidence-aware call graph with SCIP ingestion, framework adapters, and evidence-fusion ranking for AI coding agents.

CONTINUUM: Verifiable semantic recovery for long-running AI agents. Semantic checkpoints (not conversation dumps), an idempotent action ledger that refuses duplicate side effects, and a hash-chained tamper-evident event log, all exposed as a deny-by-default MCP server. Framework-agnostic, Python 3.11+

A mixin-first SCSS design system. Write your own selectors and call cia mixins: 24 themes, 32 framework-agnostic recipes, a 33-tool MCP server so AI agents read the real API, WCAG-graded themes, and zero runtime JavaScript in the package.

Agent-MCP is a framework for creating multi-agent systems that enables coordinated, efficient AI collaboration through the Model Context Protocol (MCP). The system is designed for developers building AI applications that benefit from multiple specialized agents working in parallel on different aspects of a project.

Go + React framework and CLI that builds, runs and ships static sites, SPAs, web/mobile apps and Go APIs (Connect RPC, protobuf, SQL migrations, generated ORM/handlers/hooks/tests), with linters for agent-written code. Deploys to hosted infra, Kubernetes, Docker Compose or host processes. Also an MCP server.

an AI-native edge MCP controller that packages local device + network services into a single MCP Server for authorized agents. Tool convergence cuts token cost, 5-layer security ensures zero-trust, dual open-source frameworks (ESP32 + plugin engine, MIT) enable AI-constrained code generation. Pure local Rust core, Docker deployment.

Karni is an open-source Django + React framework for building with AI coding agents. Your agent writes only your domain. The API, admin, permissions and React screens come from a package you upgrade, not code it rewrites in each project. One rule set covers every coding agent. The build fails when an agent hand-writes what Karni ships.

Extensible browser automation and testing framework for .NET. Communicates directly with Chromium (CDP) and Firefox (WebDriver BiDi) over WebSocket, no Node.js dependency. Source generated protocol bindings, Roslyn analyzers, a test recorder, a Blazor visual runner, and an MCP server for AI agents, all built on public plugin interfaces.

Multi-agent coordination engine for AI frameworks — compiled Rust MCP server with adapters for Hermes, CrewAI, LangGraph, Haystack, OpenHands, MS Agent Framework, and Google ADK

Universal MCP tool gateway for AI agent frameworks — compiled Rust server with adapters for Hermes, CrewAI, LangGraph, Haystack, OpenHands, MS Agent Framework, and Google ADK

MCP server and framework adapters for Corsair. Expose 200+ integrations to any agent framework (Mastra, LangChain, LlamaIndex, OpenAI, Vercel AI, Claude) as tools.

Modular, ecosystem-agnostic agentic SDLC framework.

Runbook-driven backend incident investigation framework for AI agents

Agentic framework for automated academic illustration generation

A generic MCTS framework driven by an external AI agent.

git for agent brains — debug, time-travel, and migrate AI agent state across 10 frameworks

Zero-Dependency, Fully Local IDE Multi-Agent Framework via Token Handoff.

Persistent, semantic memory for AI agents - mcp-native, local-first, framework-agnostic, production-ready

Graph-based long-term memory framework for AI agents (SQLite default, Neo4j optional)

MCP-compatible message bus for multi-agent systems — framework-agnostic inter-agent communication

Waves is a real-time TUI + MCP game framework for agents.

Personal Agentic AI Assistant - build with Ollama, MCP, FastAPI frameworks.

MCP server exposing the OAK (OnChain Attack Knowledge) framework as queryable tools for AI coding agents.

A comprehensive framework for managing software development lifecycle with AI agents, combining structured development processes with intelligent workflow management.

The UI5 MCP server improves the developer experience when working with agentic AI and the UI5 framework.

An agentic AI assistant system designed for university campus workflows, built with the Google Antigravity Customization Framework and the Model Context Protocol (MCP).

Persistent shared knowledge graph memory for AI agents via MCP — built for kagent, compatible with any MCP-capable agent framework

StepStone job search via MCP: reliable scraping, structured output, and smooth integration with agent frameworks.

Open-source agentic framework for revenue intelligence. 6 AI agents that extract, resolve, compute, detect, and explain your business data.

Kage: a framework for collaborative agent memory. Unscoped alias of @kage-core/kage-graph-mcp (so commands paste cleanly on sites that auto-link @mentions).

AI-Integrated Development Framework — task runner with scope enforcement, MCP server, and structured context for AI agents

MCP server implementing dual-cycle metacognitive reasoning framework for autonomous agents

Multi-agent AI consultation framework for Claude Code via MCP — get second opinions from OpenAI, Gemini, Qwen, DeepSeek

A production-ready, framework-free Agentic Workflow for travel planning built with Python and the Model Context Protocol (MCP).

GAFF - Graphical Agentic Flow Framework: Complete MCP server suite for AI agent orchestration (meta-package)

Runtime defense for AI agents. 24 inline defenses, 3 output scanners, MCP server, framework adapters.

Daily census of the AI agent tooling ecosystem on GitHub (MCP servers, agent frameworks, skills): what is maintained, what is abandoned, what has no licence. Also an MCP server.

Institutional memory engine for AI agents — compiled Rust MCP server with adapters for Hermes, CrewAI, LangGraph, Haystack, OpenHands, MS Agent Framework, and Google ADK

An advanced sequential thinking process using a Multi-Agent System (MAS) built with the Agno framework and served via MCP.

ACE Framework MCP server and CLI — single-file ACEPACK state, local-model serving, agent orchestration, and host compliance enforcement.

Self-hostable agentic blog framework — Next.js + SQLite content, token-gated REST API and MCP server, agent-discoverable via OpenAPI and MCP tools/list.

A high-performance desktop app interaction framework for AI agents — faster, cheaper, more accurate. / 让 Agent 操作桌面软件更快、更准、更省。

Practical LLM-powered search engine and knowledge base framework with real-time search and agent support, built with SpringAI, RAG, DeepSeek, Dify, Ollama, and Xinference.

MCP Server for Mvp24Hours .NET Framework - Intelligent documentation routing for AI agents