MCP

Mantid is a Mac app for training custom ML models and LLMs on local data. It can work with spreadsheets, PDFs, emails, and documents, test results against a baseline, version models, and export them for use in other tools.

Open-source MCP server for financial analysis that brings 500+ calculated metrics, valuation models, technical indicators, and macro data into Claude, ChatGPT, Cursor, Copilot, and other MCP-capable clients.

A self-hosted Go service that turns headless coding-agent CLIs like Claude Code, Codex, and Kimi Code into an OpenAI-compatible API with chat, streaming, tool calling, MCP, sessions, and image support.

A self-hosted, local-first chat workspace for OpenAI-compatible models with built-in MCP tools, web search, and long-term memory.

An open-source agentic browser harness that lets existing agent CLIs control your logged-in browser through a side panel and optional MCP server.

A lightweight Rust terminal notes app with SQLite full-text search and an MCP server so Claude can read, create, and update notes.

MCP server and desktop app for editing Excel files with AI agents, real-time calculation, diff review, and surgical saves that aim to preserve workbook contents.

Recurse is a serverless harness for building specialist agents and deploying them as tools, MCPs, or bots. The page shows a concrete manifest-based workflow, validation of inputs and outputs, and examples for tasks like level design and RNA sequence design.

A local MCP server plugin for Astah Professional that lets AI agents create, explain, and convert UML models and diagrams.

Radia is an agent coordination layer for independently deployed agents, with immutable records, lease-based claims, permissions, and provenance tracking for who acted and what produced each result.

Ardent is a code-first AI agent for business work that runs in a desktop app, writes reusable code in a sandbox, and lets teams share repeatable workflows as “Abilities.”

TypeScript SDK for AI agents and backends that connect to Squid Pay, letting agents propose payments or trades while the owner wallet remains the final signer.

Substructure is a cloud agent engine for building team-facing agents that connect to Slack, use MCP servers, and run custom agent loops through webhooks. The page shows configuration examples, CLI commands, local development, self-hosting, and support for BYO LLMs and AG-UI.

Self-hosted voice assistant that can answer aloud, dictate text, run shell commands, control mouse and keyboard, and connect to MCP-enabled services. It can hand off heavier tasks to coding agents and run on local hardware or with hosted providers.

FastAPI-based server that turns files and Python modules into REST APIs, browsable UIs, searchable resources, and an MCP endpoint.

AgentCouch is an MCP-based messaging layer that lets AI agents chat directly in shared rooms, hand off context, and keep replayable transcripts. The page includes install steps for Claude, Codex, Cursor, OpenClaw, and generic MCP clients, plus examples and a sample agent conversation.

A verification browser for AI coding agents built on WebKitGTK, aimed at fast visual checks, page assertions, and human handoff. The repository shows install steps, CLI usage, MCP support, and a concrete agent workflow.

Stele is a hosted shared memory layer for AI coding agents. It keeps decisions, tasks, lessons, and risks in a project graph that Claude Code, Cursor, Codex, and other MCP-compatible tools can read and write.

Shared AI-context platform for teams that captures decisions, gotchas, and domain knowledge once and makes it available to agents through MCP and popular coding/chat tools.

Self-hosted OpenAI-compatible AI gateway with a CLI, server mode, and web UI for text, image, and audio workflows across many models and providers.

An MCP server for GoCD that lets AI agents inspect and operate pipelines using per-user GoCD personal access tokens. It exposes read, action, and destructive toolsets, plus resource URIs for dashboard, agents, and pipeline data.

Local-first MCP gateway that lets multiple AI clients share one server setup, with lazy tool discovery to reduce token usage and built-in tool integrity and quarantine controls.

Fuse is an open-source .NET MCP/CLI tool that helps coding agents work on C# codebases with Roslyn-backed indexing, dependency injection and route resolution, scoped context reduction, and compiler checks before edits are written.

A cross-platform MCP-powered distraction blocker that lets AI assistants manage system-level site blocking and focus sessions through the hosts file.