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Standalone MCP servers (quality, workflow, media) bring MassGen's checklist-based evaluation and multi-round refinement to Claude Code through the massgen-refinery plugin. Single-agent refinement working; multi-agent experimental.
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**v0.1.64 (March 16, 2026)** - Gemini CLI Backend
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Gemini CLI as a first-class backend with session persistence, MCP tools, and Docker support. WebSocket streaming for OpenAI Response API. Execution trace analyzer subagent. Copilot Docker mode. Response API duplicate fix.
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## [0.1.65] - 2026-03-18
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### Added
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-**Quality Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_quality_tools` MCP server with session-based checklist evaluation, configurable scoring thresholds, improvement proposals, and coverage validation
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-**Workflow Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_workflow_tools` MCP server with multi-round answer submission, automatic deliverable snapshots, and vote support
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-**Media Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_media_tools` MCP server with image/video/audio generation and critical-first media analysis
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### Technical Details
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-**Major Focus**: MassGen Refinery Plugin — standalone MCP servers for Claude Code
Copy file name to clipboardExpand all lines: CONTRIBUTING.md
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@@ -359,7 +359,7 @@ Create a `.env` file in the `massgen` directory as described in [README](README.
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## 🔧 Development Workflow
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> **Important**: Our next version is v0.1.65. If you want to contribute, please contribute to the `dev/v0.1.65` branch (or `main` if dev/v0.1.65 doesn't exist yet).
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> **Important**: Our next version is v0.1.66. If you want to contribute, please contribute to the `dev/v0.1.66` branch (or `main` if dev/v0.1.66 doesn't exist yet).
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### 1. Create Feature Branch
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git fetch upstream
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# Create feature branch from dev/v0.1.60 (or main if dev branch doesn't exist yet)
uv run massgen --config @examples/providers/gemini/gemini_cli_local "Explain quantum computing"
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pip install massgen==0.1.65
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#The standalone MCP servers are available for the massgen-refinery Claude Code plugin
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# https://github.com/massgen/massgen-refinery
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```
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→ [See full release history and examples](massgen/configs/README.md#release-history--examples)
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⚠️ **Early Stage Notice:** As MassGen is in active development, please expect upcoming breaking architecture changes as we continue to refine and improve the system.
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### Recent Achievements (v0.1.64)
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### Recent Achievements (v0.1.65)
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**🎉 Released: March 16, 2026**
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**🎉 Released: March 18, 2026**
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#### Gemini CLI Backend
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-**Gemini CLI** ([#999](https://github.com/massgen/MassGen/pull/999), [#952](https://github.com/massgen/MassGen/issues/952)): New subprocess-based backend for Google's Gemini CLI with session persistence, MCP tools, and Docker support
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-**Native Hook Adapter**: Standardized tool execution for Gemini CLI via hook-based IPC
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#### MassGen Refinery Plugin
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-**Quality Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_quality_tools` MCP server with session-based checklist evaluation, scoring thresholds, and improvement proposals
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-**Workflow Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_workflow_tools` MCP server with multi-round answer submission and deliverable snapshots
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-**Media Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_media_tools` MCP server with image/video/audio generation and media analysis
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#### WebSocket & Trace Analyzer
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-**WebSocket Mode** ([#990](https://github.com/massgen/MassGen/pull/990)): Persistent WebSocket transport for OpenAI Response API with auto-reconnection
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-**Execution Trace Analyzer** ([#1002](https://github.com/massgen/MassGen/pull/1002)): New subagent type for mechanistic analysis of agent execution traces with 7-dimension evaluation
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### Previous Achievements (v0.0.3 - v0.1.64)
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#### Copilot Docker & Fixes
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-**Copilot Docker Mode** ([#999](https://github.com/massgen/MassGen/pull/999)): Containerized tool execution for Copilot backend
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-**Response API Fix** ([#1000](https://github.com/massgen/MassGen/pull/1000)): Prevent duplicate item errors in recursive tool loops
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### Previous Achievements (v0.0.3 - v0.1.63)
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✅ **Gemini CLI Backend (v0.1.64)**: Gemini CLI as a first-class backend with session persistence, MCP tools, and Docker support. WebSocket streaming for OpenAI Response API. Execution trace analyzer subagent. Copilot Docker mode.
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✅ **Ensemble & Contracts (v0.1.63)**: Subagent ensemble pattern with `disable_injection` and `defer_voting_until_all_answered` as defaults. Round evaluator transformation pressure and success contracts. Lighter refinement for subagents. Killed agent handling.
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We welcome community contributions to achieve these goals.
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### v0.1.65 Roadmap
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### v0.1.66 Roadmap
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Version 0.1.65 focuses on cloud execution:
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Version 0.1.66 focuses on cloud execution:
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#### Planned Features
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-**Cloud Modal MVP** ([#982](https://github.com/massgen/MassGen/issues/982)): Run MassGen as a cloud job on Modal
uv run massgen --config @examples/providers/gemini/gemini_cli_local "Explain quantum computing"
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pip install massgen==0.1.65
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#The standalone MCP servers are available for the massgen-refinery Claude Code plugin
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# https://github.com/massgen/massgen-refinery
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```
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→ [See full release history and examples](massgen/configs/README.md#release-history--examples)
@@ -1239,23 +1239,18 @@ MassGen is currently in its foundational stage, with a focus on parallel, asynch
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⚠️ **Early Stage Notice:** As MassGen is in active development, please expect upcoming breaking architecture changes as we continue to refine and improve the system.
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### Recent Achievements (v0.1.64)
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### Recent Achievements (v0.1.65)
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**🎉 Released: March 16, 2026**
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**🎉 Released: March 18, 2026**
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#### Gemini CLI Backend
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-**Gemini CLI** ([#999](https://github.com/massgen/MassGen/pull/999), [#952](https://github.com/massgen/MassGen/issues/952)): New subprocess-based backend for Google's Gemini CLI with session persistence, MCP tools, and Docker support
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-**Native Hook Adapter**: Standardized tool execution for Gemini CLI via hook-based IPC
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#### MassGen Refinery Plugin
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-**Quality Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_quality_tools` MCP server with session-based checklist evaluation, scoring thresholds, and improvement proposals
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-**Workflow Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_workflow_tools` MCP server with multi-round answer submission and deliverable snapshots
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-**Media Server** ([#1007](https://github.com/massgen/MassGen/pull/1007)): Standalone `massgen_media_tools` MCP server with image/video/audio generation and media analysis
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#### WebSocket & Trace Analyzer
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-**WebSocket Mode** ([#990](https://github.com/massgen/MassGen/pull/990)): Persistent WebSocket transport for OpenAI Response API with auto-reconnection
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-**Execution Trace Analyzer** ([#1002](https://github.com/massgen/MassGen/pull/1002)): New subagent type for mechanistic analysis of agent execution traces with 7-dimension evaluation
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### Previous Achievements (v0.0.3 - v0.1.64)
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#### Copilot Docker & Fixes
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-**Copilot Docker Mode** ([#999](https://github.com/massgen/MassGen/pull/999)): Containerized tool execution for Copilot backend
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-**Response API Fix** ([#1000](https://github.com/massgen/MassGen/pull/1000)): Prevent duplicate item errors in recursive tool loops
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### Previous Achievements (v0.0.3 - v0.1.63)
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✅ **Gemini CLI Backend (v0.1.64)**: Gemini CLI as a first-class backend with session persistence, MCP tools, and Docker support. WebSocket streaming for OpenAI Response API. Execution trace analyzer subagent. Copilot Docker mode.
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✅ **Ensemble & Contracts (v0.1.63)**: Subagent ensemble pattern with `disable_injection` and `defer_voting_until_all_answered` as defaults. Round evaluator transformation pressure and success contracts. Lighter refinement for subagents. Killed agent handling.
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We welcome community contributions to achieve these goals.
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### v0.1.65 Roadmap
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### v0.1.66 Roadmap
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Version 0.1.65 focuses on cloud execution:
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Version 0.1.66 focuses on cloud execution:
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#### Planned Features
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-**Cloud Modal MVP** ([#982](https://github.com/massgen/MassGen/issues/982)): Run MassGen as a cloud job on Modal
This roadmap outlines MassGen's development priorities for upcoming releases. Each release focuses on specific capabilities with real-world use cases.
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| Release | Target | Feature | Owner | Use Case |
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|---------|--------|---------|-------|----------|
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|**v0.1.65**| 03/18/26 | Cloud Modal MVP |@ncrispino| Run MassGen as a cloud job on Modal ([#982](https://github.com/massgen/MassGen/issues/982)) |
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|**v0.1.66**| 03/20/26 | OpenAI Audio API |@ncrispino| Support OpenAI audio API for audio understanding ([#960](https://github.com/massgen/MassGen/issues/960)) |
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|**v0.1.67**| 03/23/26 | Image/Video Edit Capabilities |@ncrispino| Check and support img/video editing capabilities ([#959](https://github.com/massgen/MassGen/issues/959)) |
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|**v0.1.66**| 03/20/26 | Cloud Modal MVP |@ncrispino| Run MassGen as a cloud job on Modal ([#982](https://github.com/massgen/MassGen/issues/982)) |
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|**v0.1.67**| 03/23/26 | OpenAI Audio API |@ncrispino| Support OpenAI audio API for audio understanding ([#960](https://github.com/massgen/MassGen/issues/960)) |
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|**v0.1.68**| 03/25/26 | Image/Video Edit Capabilities |@ncrispino| Check and support img/video editing capabilities ([#959](https://github.com/massgen/MassGen/issues/959)) |
**Released:** March 18, 2026 | PR: [#1007](https://github.com/massgen/MassGen/pull/1007)
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### Features
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-**Quality Server**: Standalone `massgen_quality_tools` MCP server with session-based checklist evaluation, scoring thresholds, and improvement proposals
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-**Workflow Server**: Standalone `massgen_workflow_tools` MCP server with multi-round answer submission and deliverable snapshots
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-**Media Server**: Standalone `massgen_media_tools` MCP server with image/video/audio generation and media analysis
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---
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## ✅ v0.1.64 - Gemini CLI Backend (Completed)
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**Released:** March 16, 2026 | PRs: [#999](https://github.com/massgen/MassGen/pull/999), [#990](https://github.com/massgen/MassGen/pull/990), [#1002](https://github.com/massgen/MassGen/pull/1002), [#1000](https://github.com/massgen/MassGen/pull/1000)
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## 📋 v0.1.65 - Cloud Modal MVP
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## 📋 v0.1.66 - Cloud Modal MVP
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### Features
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## 📋 v0.1.66 - OpenAI Audio API
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## 📋 v0.1.67 - OpenAI Audio API
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### Features
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