MCP servers

A Python toolkit and interactive Streamlit playground for talking to remote Model Context Protocol servers over Streamable HTTP or SSE, with LLM-powered tool selection across several providers.

• MCP servers

A set of Model Context Protocol servers, in Go, Java, Python and Rust, that expose the Apache Fineract core-banking backend's loan, savings and back-office operations to AI agents.

• MCP servers

An MCP server that runs inside Home Assistant, letting AI assistants control smart-home devices, query states, run services and manage automations through natural language.

• MCP servers

An MCP framework giving AI assistants unified access to Gmail, Drive, Docs, Sheets, Slides, Calendar, Forms, Chat, Photos and Contacts, with a code-mode execution sandbox and Qdrant-backed semantic memory of past tool calls.

• MCP servers

A Model Context Protocol server that exposes Teamwork.com's projects, desk, spaces and chat as tools an AI agent can call, over HTTP or STDIO, with bearer-token or OAuth2 authentication and a read-only mode.

• MCP servers

An MCP server that blocks a coding agent's claim_done until changes are verified on disk, enforcing a plan-then-gate-then-verify workflow instead of letting the agent self-report success in chat.

• MCP servers

A command-line interface and MCP server that gives AI coding agents a local, cited memory layer for a Git repository, built from generated wiki pages, symbol context, git history and dead-code and risk signals.

• MCP servers
• Agent memory

An official MathWorks toolkit that gives AI coding agents an MCP server and companion skills for running Polyspace static analysis on C and C++ code, fixing violations and formally verifying run-time safety.

• MCP servers
• Code quality

An extension that ports OpenCode-style Model Context Protocol client support to the Pi coding agent, letting it connect to local or remote MCP servers using the same configuration format OpenCode uses.

• MCP servers

A Model Context Protocol server that bridges AI coding assistants such as Claude Code, Cursor and Windsurf with a JetBrains TeamCity server, exposing build triggers, logs, test failures and configuration management as MCP tools.

• MCP servers
• CI/CD

A single-binary code intelligence tool that builds a persistent, source-grounded knowledge graph of a repository, so a coding assistant can look up dependencies, predict change impact, select relevant tests and verify refactors without rediscovering the codebase each session.

• MCP servers
• Agent memory

An aggregating Model Context Protocol server that exposes every MCP server an organization runs through one authenticated endpoint, with meta-tool discovery, OAuth 2.1 single sign-on and Kubernetes custom resources.

• MCP servers

A curated index of over 570 publicly disclosed CVEs affecting the Model Context Protocol ecosystem, mapped to the OWASP MCP Top 10 risk categories for MCP servers, SDKs, gateways and clients.

• MCP servers
• Security

A local MCP bridge server that lets a ChatGPT Web Pro session call tools on the user's own machine, reading and writing files, running shell commands and git, so ChatGPT can work the way the Codex coding agent does.

• MCP servers

A background computer-use tool that lets an AI agent inspect and operate real desktop applications on Windows and macOS through screenshots, accessibility trees and action receipts, while avoiding moving the user's real mouse or changing their active window.

• MCP servers

A self-hosted MCP server that gives AI coding assistants a persistent, searchable knowledge base of architectural decisions, specs, plans and lessons learned, shared across projects and multiple agents.

• MCP servers
• Agent memory

An MCP connector that lets an AI assistant search, preview and analyze datasets across 20 platforms such as Zenodo, Hugging Face, arXiv and SEC EDGAR from a single conversation, checking licenses and generating citations.

• MCP servers

A framework that publishes MATLAB functions as Model Context Protocol tools on MATLAB Production Server, letting AI agents call MATLAB functions and read reference data such as calibration tables.

• MCP servers

Guidance and resources for using Azure API Center as an enterprise registry for Model Context Protocol servers, letting an organization discover, share and govern internal and public MCP servers in one place.

• MCP servers

An MCP server that gives a coding agent eleven typed judgment tools backed by TypeSafe's Jev model, answering fixed-answer questions such as whether a claim is supported or a page is safe to read, then routing the result to auto-accept, review or escalate.

• MCP servers

An MCP server that recommends software design patterns from natural-language queries, searching a catalog of 710 patterns across 90-plus categories using blended semantic, keyword and graph-augmented retrieval.

• MCP servers

Context infrastructure for AI coding agents that combines tree-sitter code chunking, LanceDB vector search and SQLite full-text search into hybrid retrieval and persistent project memory, exposed as a CLI, MCP server or library.

• MCP servers
• Agent memory

An MCP server that gives coding agents such as Claude Code and Cursor reviewable shared memory, working locally with zero configuration or connecting to Novyx Cloud for governed, approvable actions and audit trails.

• MCP servers
• Agent memory

An MCP server and CLI that lets Claude Code agents delegate tasks to agents running in other project directories, each inheriting that project's own MCP servers, CLAUDE.md and tools.

• Coding agents
• MCP servers