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VULK MCP Server — Build full-stack web applications from any AI assistant

One-step full-stack installer for OpenClaw WebChat voice input with local speech-to-text.

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java26. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, and other frameworks.

Metallic AI voice persona with TTS and visual transcript styling.

Context Engineering is a MCP server that gives AI agents perfect understanding of your codebase. Eliminates context loss, reduces token usage, and generates comprehensive feature plans in minutes. Compatible with Cursor, Claude Code, and VS Code.

Multi-repo complexity scorer & architectural change risk estimator (Clears style)

QECTOR Decoder Workbench v1.0.7 (Linux) — 19 decoders, 10 code families, 85-tool MCP Server (qec.* 3-6 tools scoped), versioned schemas, immutable manifests with git hash + parity digest. Portable ELF + Debian.

A minimal TypeScript MCP server template with example tool, Zod validation, stdio transport, and dotenv setup.

MCP server for GitHub Actions CI failure triage. It wraps the gh CLI to fetch PR checks, failed jobs, and tail/grep failed job logs with ANSI/timestamp stripping and root-cause extraction.

MCP Replicate Flux provides a bridge to Replicate's AI image generation models, enabling Claude to create images from text prompts. The implementation uses Node.js to handle the communication between Claude and Replicate's API, and automatically uploads generated images to cloud storage (Cloudflare R2) for easy access. Built with the Model Context Protocol SDK, it exposes a single tool for image generation that accepts a prompt and filename parameter, returning both a confirmation message and the URL to the stored image. This server is particularly useful for creative workflows where visual content generation enhances the conversation experience.

A FastMCP server template that provides a greet tool returning personalized greetings. It supports local, Docker, and Railway cloud deployments.

Enables editing of STL 3D model files through the Model Context Protocol, providing tools for reading, writing, transforming, and creating primitive shapes.

Provides read-only access to Make Bracket Online bracket maker features including editor workflows, official links, and FAQ for AI assistants.

Audits Copilot Studio connector permissions, drift scans, owner signoff receipts, and compliance export packs.

Draft, publish, and manage VeloCMS blogs from any MCP client: 12 tools covering posts, media, comments, members, and site settings through the VeloCMS REST API with a single scoped API key.

Automated QA regression test case generator from feature desc

Intelligent search for agents.

Hostaway PMS: reservations, listings, calendars, financials, and guest messaging.

NHTSA MCP — wraps the NHTSA vPIC (Vehicle Product Information Catalog) API (free, no auth)

Cryptocurrency fundamental analysis tools via MCP. Enables users and AI agents to evaluate cryptocurrencies across 8 metrics using Sound Value principles. Provides educational material, fair value estimates, and valuation categories.