---
title: "gem-team"
description: "Self-Learning Multi-agent orchestration framework for spec-driven development and automated verification. With smarter tool calling and leaner context."
canonical: https://agentpluginsdirectory.com/plugins/gem-team
last-updated: 2026-09-12
---

# gem-team
Self-Learning Multi-agent orchestration framework for spec-driven development and automated verification. With smarter tool calling and leaner context.
- Slug: gem-team
- Publisher: mubaidr
- Repository: https://github.com/rakthainet-DKH/FormTH-copilot
- Manifest: plugins/gem-team/plugin.json
- Version: 1.119.0
- License: Apache-2.0
- Category (editorial): other
- Skills: 0
- MCP servers: 0
- Stars: 0
- Repository created: 2026-09-11
- Repository last pushed: 2026-09-11
- Publisher type: User
- Listing: https://agentpluginsdirectory.com/plugins/gem-team
- Schema: https://agent-plugins.org/schemas/1.0.0/plugin.schema.json

## What gem-team does, in the publisher's words

Turn AI coding into an engineering process.

> Agent definitions that enforce good software engineering: optimizing cost, time, and quality.

Current AI coding is often one-off and ad-hoc. You get code, but you don't get a repeatable process. This leads to inconsistent quality, wasted tokens, and a lack of long-term learning.

- Quality by Default: TDD and acceptance checks always apply; reviews and security audits run when risk requires them. No more "vibe coding" that breaks in production.
- Smart & Efficient: 40-60% less context per task through scoped handoffs and proportional architecture. Cached tokens and compact evidence paths keep costs predictable and your AI focused.
- Works With Your Tools: Seamless integration with Copilot, Claude, Cursor, Codex, Gemini, and Windsurf. Use your preferred environment.

From the project README, punctuation lightly normalized. Full text: https://raw.githubusercontent.com/rakthainet-DKH/FormTH-copilot/HEAD/plugins/gem-team/README.md