Ahma runs within a kernel sandbox to execute repo-scoped, async commands safely and in parallel, optimizing developer workflows.

Dockerized, automated JMeter test generation and execution with multi-format analytics and live visualizations for scalable performance testing.

Unified toolset offering OCR from PDFs, Docs, and images, TTS with voice cloning, and STT with realtime options, plus a versatile CLI.

MODEL CONTEXT PROTOCOL FOR AI AGENT

Python-based modular toolchain with weather and math modules orchestrated by an agent, emphasizing API-key workflows and dependency-driven setup.

Native FastAPI integration that exposes endpoints as MCP tools with built-in auth, preserving schemas and docs, and flexible deployment.

Integrates Bigeye observability with Claude Desktop using Docker, multi environment support, and robust data quality tooling.

High-performance asynchronous MCP server integrating Jira via stdio, enabling concurrent JQL searches, rich issue data, and relationship tracking.

TypeScript-based integration enabling AI agents to manage asynchronous jobs via the AI Connect API with scheduling, retries, and multi-channel orchestration.

Lightweight bridge for Maxima via JSR integration, offering Docker and TypeScript SDK support with strict validation and simple client setup.

IoBroker-based module enabling structured context sharing, real-time updates, and scalable integration across adapters and scenes.

Official gateway exposing 100Hires API v2 via 130 tools to manage candidates, jobs, applications, interviews, and messages, with AI-friendly automation.

Production-grade bridge enabling x64dbg debugging via STDIO/HTTP with auto-architecture, load/attach support, and lightweight ctypes integration.

Asynchronous LTspice toolset exposing four focused operations with per-session queues and traces_to_csv export.

Open-source framework enabling local, authenticated browser sessions to power site-specific automation with multiple adapters.

Lightweight, extensible framework exposing AI assistant tools with simple tool extension, SSE-based discovery, and practical testing workflows.

Unified, type-safe access to diverse US public datasets through a modular, developer-friendly data interfaces.

TypeScript MCP server enabling AI assistants to orchestrate tests and import results across Xray Cloud or Server with multi-format support.

✅ 多协议支持: StreamableHttp MCP协议 ✅ 智能检索: 70%效率提升的代码分析 ✅ 规范完整: 涵盖PRD分析、代码生成、流程图 ✅ 高可用性: Docker容器化部署 ✅ 监控支持: Prometheus + Grafana ✅ 健康检查: 内置健康监控端点

CatalystNeuro MCP servers

AdaptiveFuzz uniquely coordinates adaptive, human-in-the-loop reconnaissance using LangGraph and MCP-enabled tools for dynamic, explainable enumeration.

A library of ready-to-use automation hooks and customizable code snippets for fast task automation.

Outbound Gmail thread-mapped email sender with SMTP pooling and bridge fallback for reliable, per-chat conversations.

A Salesforce DX project guide focusing on deployment planning, configuration management, and secure metadata practices.