MCP servers

A cross-language code-intelligence engine that builds a semantic graph of a codebase's functions, classes, imports and call chains, exposed through MCP tools, a VS Code extension, a JetBrains plugin and a persistent memory layer.

• MCP servers
• Agent memory

An API layer in front of the Ollama API that adds tools from multiple Model Context Protocol servers so every Ollama chat request can call them, while every other Ollama endpoint is proxied through unchanged.

• MCP servers
• Inference

A task-aware MCP server that calculates the VRAM and compute a fine-tuning job needs and returns the cheapest and fastest matching GPUs across a dozen cloud providers, instead of comparing prices by hand.

• MCP servers
• Models

A Ruby client for the Model Context Protocol that lets an application discover and call external tools over stdio, HTTP or Streamable HTTP, with built-in conversion to OpenAI, Anthropic and Google tool formats.

• MCP servers
• Libraries

An MCP server that lets Claude Code consult Google's Gemini model for complex coding problems, sending full code context and keeping the conversation going across follow-up questions.

• MCP servers

CODEC is the open-source engine behind Sovereign AI Workstation, a voice-controlled AI agent for macOS that watches the screen, controls apps, writes code, and works as both an MCP client and an MCP server.

• Agent frameworks
• MCP servers
• Speech

An MCP server that lets Claude Code hand off bounded coding tasks to a local or cheaper cloud model, cutting token spend while Claude reviews the returned work.

• MCP servers

A Spring Boot starter that turns existing REST controllers into MCP tools automatically, without adding annotations or duplicating business logic into a parallel code path.

• MCP servers

An MCP tool set for Unity that lets an AI agent create and edit animation clips and animator controllers from natural-language commands inside the Unity editor.

• MCP servers

An MCP server that gives multiple coding-agent clients on one machine shared vector memory, an orchestration protocol, and an agent registry so they do not duplicate work.

• MCP servers
• Agent memory

A wrapper for large MCP servers that shows an AI agent a small compressed set of tools up front, fetching a tool's full schema only when the agent actually selects it.

• MCP servers

An MCP server that gives AI coding agents a shared, persistent memory backed by Postgres, so context carries over between sessions and between different agent clients.

• MCP servers
• Agent memory

A text language for describing human movement that can be parsed, validated and rendered in the browser as 3D animation, keeping the semantic decisions behind a motion readable instead of hidden in a black-box trajectory.

• MCP servers
• Languages

A Model Context Protocol server that gives an AI assistant access to Zendesk tickets, comments, and Help Center articles, authenticating as the operator who runs it.

• MCP servers

A monorepo of Unraid server tooling: Python and Rust MCP servers exposing an Unraid box's GraphQL API for system info, Docker, VMs and notifications, plus OS plugins and Claude/Codex agent integrations that install them in one command.

• MCP servers

A Model Context Protocol server that lets an AI assistant query Socket's dependency security scores to check a package, audit a package.json or identify risky dependencies across npm, PyPI, Cargo and other ecosystems, hosted or self-run locally.

• MCP servers
• Security

The official Model Context Protocol server for Dart, an AI-powered project management tool, exposing prompts, resources and tools so an MCP client such as Claude Code or Cursor can create, list, update and comment on tasks and documents.

• MCP servers

A property graph database for .NET that combines graph relationships, tags, labels, JSON data, and vector search in one persistence layer, with REST, MCP, and dashboard access.

• MCP servers
• Databases

A set of 20 MCP tools that index a whole Dynamics 365 Finance and Operations codebase of X++ classes, tables, forms and labels, so Copilot or Claude Code can check a method signature or form pattern against real metadata before generating code.

• MCP servers

An MCP server that gives Claude Code an entire malware-analysis lab of over 300 tools, covering decompilation, symbolic execution, interactive debugging, YARA and capa signatures, emulation and .NET, Go and Rust analysis, driven from natural-language prompts.

• MCP servers
• Security

A curated collection of AI agent frameworks, developer tools and automation resources compiled by AI Pulse Georgia, searchable in natural language from Claude Code, Cursor or any MCP-compatible client through a bundled MCP server, or from the terminal with an accompanying CLI.

• MCP servers
• Curated lists

A cross-platform desktop app for building, testing and validating MCP tools in a controlled local sandbox before exposing them to an agent, backed by a built-in MCP server, an agentic chat interface with RAG and human-in-the-loop approval, and detailed observability dashboards.

• MCP servers
• Testing

A full-stack multi-agent chat application built with React, TypeScript and LangGraph.js, offering a deep researcher, a chat assistant, a math solver and an MCP tool-calling agent behind a gateway with streaming, image input and human-in-the-loop confirmation.

• Agent frameworks
• MCP servers

A Model Context Protocol server that gives Claude Code and other AI coding assistants persistent memory across sessions, storing project history, decisions and progress in a local, SQLite-backed store shared across parallel sessions.

• MCP servers
• Agent memory