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MassGen Roadmap

Current Version: v0.1.62

Release Schedule: Mondays, Wednesdays, Fridays @ 9am PT

Last Updated: March 11, 2026

This roadmap outlines MassGen's development priorities for upcoming releases. Each release focuses on specific capabilities with real-world use cases.

👥 Contributors & Contact

Want to contribute or collaborate on a specific track? Reach out to the track owners below:

Track GitHub Discord
Tool System Refactoring @qidanrui danrui2020
Multimodal Support @qidanrui danrui2020
General Interoperability @qidanrui danrui2020
RL Integration @qidanrui @praneeth999 danrui2020, ram2561
Agent Adapter System @Eric-Shang ericshang.
Framework Streaming @Eric-Shang ericshang.
Irreversible Actions Safety @franklinnwren zhichengren
Computer Use @franklinnwren zhichengren
Memory Module @qidanrui @ncrispino danrui2020, nickcrispino
Rate Limiting System @AbhimanyuAryan abhimanyuaryan
DSPy Integration @praneeth999 ram2561
MassGen Handbook @a5507203 @Henry-811 crinvo, henry_weiqi
Session Management @ncrispino nickcrispino
Automatic MCP Tool Selection @ncrispino nickcrispino
Parallel File Operations @ncrispino nickcrispino
MassGen Terminal Evaluation @ncrispino nickcrispino
Textual Terminal Display @praneeth999 ram2561
Web UI @voidcenter justin_zhang

For general questions, join the #massgen channel on Discord

Release Target Feature Owner Use Case
v0.1.63 03/13/26 Gemini CLI Backend @ncrispino Gemini CLI backend support (#952)
v0.1.63 03/13/26 Image/Video Edit Capabilities @ncrispino Check and support img/video editing capabilities (#959)
v0.1.64 03/16/26 OpenAI Audio API @ncrispino Support OpenAI audio API for audio understanding (#960)

All releases ship on MWF @ 9am PT when ready

✅ v0.1.62 - MassGen Skill & Viewer (Completed)

Released: March 11, 2026 | PR: #992

Features

  • MassGen Skill: New general-purpose multi-agent skill with 4 modes (general, evaluate, plan, spec) for Claude Code and other AI agents
  • Session Viewer: New massgen viewer command for real-time observation of automation sessions with interactive picker and web mode
  • Backend Improvements: Claude Code background task execution, Codex native filesystem and MCP support, Copilot runtime model discovery
  • Quickstart Enhancements: Headless quickstart (--quickstart --headless) for CI/CD, web quickstart (--web-quickstart) for browser-based setup
  • Evaluation & Planning: Better planning prompts with thoroughness support, removed should/could criteria

✅ v0.1.61 - Round Evaluator Paradigm (Completed)

Released: March 9, 2026 | PR: #986

Features

  • Round Evaluator Subagent Type: New round_evaluator subagent type that delegates evaluation to specialized evaluator subagents for deeper quality assessment
  • Orchestrator Refactoring: Major orchestrator refactoring (+1,189 lines) to support the round evaluation workflow
  • Evaluation Improvements: Improved evaluation prompts with task plan injection for context-aware assessment
  • New Config: round_evaluator_example.yaml for easy adoption of the round evaluator paradigm
  • Fixes: Session resumption from already-resumed logs, SUBAGENT.md generality improvements, round evaluation prompt clarity

✅ v0.1.60 - Multimodal Tools, Subagent Enhancements & GPT-5.4 (Completed)

Released: March 6, 2026 | PR: #978

Features

  • Multimodal Tool Improvements: Rewritten read_media with clearer schema, new MediaCallLedgerHook for media call tracking
  • Subagent Enhancements: inherit_spawning_agent_backend, final_answer_strategy, per-agent subagent_agents override
  • GPT-5.4 Support: New default OpenAI flagship model added to the model registry
  • Decomp Mode Cooperates with Checklist: Decomposition mode now cooperates with checklist workflow for quality-gated subtask iteration
  • Fixes: Checklist/proposal injection improvements, Codex prompt caching calculation fix, task plan refresh, skill prefix handling

✅ v0.1.59 - Quality Round Improvements (Completed)

Released: March 4, 2026 | PR: #969

Features

  • Planning Improvements: Auto-add improvements to task plan, plan review enhancements
  • Checklist & Evaluation Enhancements: Better eval gen config, checklist fixes, Gemini tool name normalization for MCP
  • Subagent Improvements: Adjusted subagent behavior, subagent manager enhancements, Docker skill write access fixes
  • Media Generation Fixes: Video gen skill adjustments (no fallback to animated on errors), video understanding criticality, impact metric restoration
  • Bug Fixes: Answer anonymization fix, quickstart and test updates, plan/Docker small fixes

📋 v0.1.63 - Gemini CLI Backend & Image/Video Edit Capabilities

Features

1. Gemini CLI Backend (@ncrispino)

  • Issue: #952
  • Add Gemini CLI as a first-class backend
  • Use Case: Enable Gemini CLI as a native backend option alongside Claude Code and Codex

2. Check Image/Video Edit Capabilities (@ncrispino)

  • Issue: #959
  • Investigate and support image and video editing capabilities across providers
  • Multi-turn editing workflows with continuation IDs
  • Use Case: Enable iterative media editing within multi-agent workflows

Success Criteria

  • ✅ Gemini CLI backend functional and tested
  • ✅ Image editing capabilities documented and tested
  • ✅ Video editing capabilities documented and tested

📋 v0.1.64 - OpenAI Audio API

Features

1. Support OpenAI Audio API for Audio Understanding (@ncrispino)

  • Issue: #960
  • OpenAI audio API integration for audio understanding tasks
  • Integration with existing read_media tool for audio input
  • Use Case: Enable audio understanding via OpenAI's native audio API

Success Criteria

  • ✅ OpenAI audio API working via read_media
  • ✅ Audio understanding integrated into multi-agent workflows

🔨 Ongoing Work & Continuous Releases

These features are being actively developed on separate parallel tracks and will ship incrementally on the MWF release schedule:

Track: Agent Adapter System (@Eric-Shang, ericshang.)

  • PR: #283
  • Unified agent interface for easier backend integration
  • Shipping: Continuous improvements

Track: Irreversible Actions Safety (@franklinnwren, zhichengren)

  • Human-in-the-loop approval system for dangerous operations
  • LLM-based tool risk detection
  • Target: v0.1.3 and beyond

Track: Multimodal Support (@qidanrui, danrui2020)

  • PR: #252
  • Image, audio, video processing across backends
  • Shipping: Incremental improvements each release

Track: Memory Module (@qidanrui, @ncrispino, danrui2020, nickcrispino)

  • Issues: #347, #348
  • Short and long-term memory implementation with persistence
  • Status: ✅ Completed in v0.1.5

Track: Agent Task Planning (@ncrispino, nickcrispino)

  • Agent task planning with dependency tracking
  • Status: ✅ Completed in v0.1.7

Track: Automation & Meta-Coordination (@ncrispino, nickcrispino)

  • LLM agent automation with status tracking and silent execution
  • MassGen running MassGen for self-improvement workflows
  • Status: ✅ Completed in v0.1.8
  • Case Study: Meta-level self-analysis demonstrating automation mode (meta-self-analysis-automation-mode.md)

Track: DSPy Integration (@praneeth999, ram2561)

  • Question paraphrasing for multi-agent diversity
  • Semantic validation and caching system
  • Status: ✅ Completed in v0.1.8

Track: Framework Streaming (@Eric-Shang, ericshang.)

  • PR: #462
  • Real-time streaming for LangGraph and SmoLAgent intermediate steps
  • Enhanced debugging and monitoring for external framework tools
  • Status: ✅ Completed in v0.1.10

Track: Rate Limiting System (@AbhimanyuAryan, abhimanyuaryan)

  • PR: #383
  • Multi-dimensional rate limiting for Gemini models
  • Model-specific limits with sliding window tracking
  • Status: ✅ Completed in v0.1.11

Track: MassGen Handbook (@a5507203, @Henry-811, crinvo, henry_weiqi)

  • Issue: #387
  • Comprehensive user documentation and handbook at https://massgen.github.io/Handbook/
  • Centralized policies and resources for development and research teams
  • Status: ✅ Completed in v0.1.10

Track: Computer Use (@franklinnwren, zhichengren)

  • PR: #402
  • Browser and desktop automation with OpenAI, Claude, and Gemini integration
  • Visual perception through screenshot processing and action execution
  • Status: ✅ Completed in v0.1.9

Track: Session Management (@ncrispino, nickcrispino)

  • PR: #466
  • Complete session state tracking and restoration
  • Resume previous MassGen conversations with full context
  • Status: ✅ Completed in v0.1.9

Track: Semtools & Serena Skills (@ncrispino, nickcrispino)

  • PR: #515
  • Semantic search capabilities via semtools (embedding-based similarity)
  • Symbol-level code understanding via serena (LSP integration)
  • Package as reusable skills within MassGen framework
  • Status: ✅ Completed in v0.1.12

Track: System Prompt Architecture (@ncrispino, nickcrispino)

  • PR: #515
  • Complete refactoring of system prompt assembly
  • Hierarchical structure with improved LLM attention management
  • Skills system local execution support
  • Status: ✅ Completed in v0.1.12

Track: Multi-Agent Computer Use (@franklinnwren, zhichengren)

  • PR: #513
  • Enhanced Gemini computer use with Docker integration
  • Multi-agent coordination for computer automation
  • VNC visualization and debugging support
  • Status: ✅ Completed in v0.1.12

Track: Code-Based Tools System / Automatic MCP Tool Selection (@ncrispino, nickcrispino)

  • Issue: #414
  • Tool integration via importable Python code instead of schema-based tools
  • MCP server registry with auto-discovery
  • Reduces token usage through on-demand tool loading
  • Status: ✅ Completed in v0.1.13

Track: NLIP Integration (@praneeth999, @qidanrui, ram2561, danrui2020)

  • PR: #475
  • Natural Language Integration Platform for advanced tool routing
  • Multi-backend support across Claude, Gemini, and OpenAI
  • Per-agent and orchestrator-level configuration
  • Status: ✅ Completed in v0.1.13

Track: Parallel Tool Execution (@praneeth999, ram2561)

  • PR: #520
  • Configurable concurrent tool execution across all backends
  • Model-level and local execution controls
  • Asyncio-based scheduling with semaphore limits
  • Status: ✅ Completed in v0.1.14

Track: Gemini 3 Pro Support (@ncrispino, nickcrispino)

  • PR: #530
  • Full integration for Google's Gemini 3 Pro model
  • Function calling support with parallel tool capabilities
  • Status: ✅ Completed in v0.1.14

Track: Parallel File Operations (@ncrispino, nickcrispino)

  • Issue: #441
  • Increase parallelism of file read operations
  • Standard efficiency evaluation and benchmarking methodology
  • Status: ✅ Completed in v0.1.14

Track: Persona Generation System (@ncrispino, nickcrispino)

  • PR: #547
  • Automatic generation of diverse system messages for multi-agent configurations
  • Multiple generation strategies: complementary, diverse, specialized, adversarial
  • Status: ✅ Completed in v0.1.15

Track: Docker Distribution Enhancement (@ncrispino, nickcrispino)

  • PR: #545, #538
  • GitHub Container Registry integration with ARM support
  • MassGen pre-installed in Docker images for immediate use
  • Status: ✅ Completed in v0.1.15

Track: Launch Custom Tools in Docker (@ncrispino, nickcrispino)

  • Issue: #510
  • Enable custom tools to run in isolated Docker containers
  • Security isolation and portability for custom tool execution
  • Status: ✅ Completed in v0.1.15

Track: MassGen Terminal Evaluation (@ncrispino, nickcrispino)

  • Issue: #476
  • PR: #553
  • Self-evaluation and improvement of frontend/UI through terminal recording
  • Automated video generation and case study creation using VHS
  • Status: ✅ Completed in v0.1.16

Track: LiteLLM Cost Tracking Integration (@ncrispino, nickcrispino)

  • Issue: #543
  • PR: #553
  • Accurate cost calculation using LiteLLM's pricing database
  • Integration with LiteLLM pricing for 500+ models with auto-updates
  • Status: ✅ Completed in v0.1.16

Track: Memory Archiving System (@ncrispino, nickcrispino)

  • PR: #555
  • Persistent memory with multi-turn session support
  • Memory archiving for session persistence and continuity
  • Status: ✅ Completed in v0.1.16

Track: MassGen Self-Evolution Skills (@ncrispino, nickcrispino)

  • Issue: #476
  • Four new skills for MassGen to develop and maintain itself
  • Self-documenting release workflows and configuration generation
  • Status: ✅ Completed in v0.1.16

Track: Improve Consistency of Memory & Tool Reminders (@ncrispino, nickcrispino)

  • Issue: #537
  • Enhance consistency of memory retrieval across agents
  • Improve tool reminder system for better agent awareness
  • Standardize memory access patterns
  • Status: ✅ Completed in v0.1.16

Track: Textual Terminal Display (@praneeth999, ram2561)

  • Issue: #539
  • PR: #482
  • Rich terminal UI using Textual framework with dark/light themes
  • Enhanced visualization for multi-agent coordination
  • Status: ✅ Completed in v0.1.17

Track: Broadcasting to Humans/Agents (@ncrispino, nickcrispino)

  • Issue: #437
  • PR: #569
  • Enable agents to broadcast questions when facing implementation uncertainties
  • Human-in-the-loop and agent-to-agent communication for clarification
  • Status: ✅ Completed in v0.1.18

Track: Claude Advanced Tooling (@praneeth999, ram2561)

  • PR: #568
  • Programmatic tool calling from code execution sandbox
  • Server-side tool search with deferred loading
  • Status: ✅ Completed in v0.1.18

Track: LiteLLM Integration & Programmatic API (@ncrispino, nickcrispino)

  • PR: #580
  • MassGen as a LiteLLM custom provider with MassGenLLM class
  • New run() and build_config() functions for programmatic execution
  • NoneDisplay for silent output in programmatic/LiteLLM use
  • Status: ✅ Completed in v0.1.19

Track: Claude Strict Tool Use & Structured Outputs (@praneeth999, ram2561)

  • PR: #572
  • enable_strict_tool_use config flag with recursive schema patching
  • output_schema parameter for structured JSON outputs
  • Status: ✅ Completed in v0.1.19

Track: Gemini Exponential Backoff (@praneeth999, ram2561)

  • PR: #576
  • Automatic retry mechanism for rate limit errors (429, 503)
  • Jittered exponential backoff with Retry-After header support
  • Status: ✅ Completed in v0.1.19

Track: CUA Dockerfile / Auto Docker Setup (@franklinnwren, zhichengren)

  • Issue: #552
  • Automatic Docker container setup for Computer Use Agent
  • Auto-detection of CUA configs with automatic container creation
  • Status: ✅ Completed in v0.1.20

Track: Web UI (@voidcenter, justin_zhang)

  • PR: #588
  • Browser-based real-time visualization for multi-agent coordination
  • FastAPI server with WebSocket streaming and React frontend
  • Status: ✅ Completed in v0.1.20

Track: Response API Formatter Enhancement (@praneeth999, ram2561)

  • Improved function call handling for multi-turn contexts
  • Preserves function_call entries and generates stub outputs
  • Status: ✅ Completed in v0.1.20

Track: Computer Use Documentation (@franklinnwren, zhichengren)

  • Issue: #562
  • Comprehensive documentation for computer use workflows
  • Environment naming conventions and automatic setup instructions
  • Status: ✅ Completed in v0.1.20

Track: Graceful Cancellation (@ncrispino, nickcrispino)

  • PR: #596
  • Ctrl+C saves partial progress during multi-agent coordination
  • Session restoration for incomplete turns with --continue
  • Multi-turn mode returns to prompt instead of exiting
  • Status: ✅ Completed in v0.1.21

Track: Shadow Agent Architecture (@ncrispino, nickcrispino)

  • PR: #600
  • Shadow agents for non-blocking broadcast responses
  • Full context inheritance (conversation history + current turn)
  • Parallel spawning with asyncio.gather()
  • Status: ✅ Completed in v0.1.22

Track: Web UI Automation Mode (@voidcenter, @ncrispino, justin_zhang, nickcrispino)

  • PR: #607
  • Automation-friendly Web UI view with status header and session polling
  • LOG_DIR and STATUS path output for programmatic monitoring
  • Session persistence API for completed sessions
  • Status: ✅ Completed in v0.1.23

Track: Multi-Turn Cancellation Improvements (@ncrispino, nickcrispino)

  • PR: #608
  • Flag-based cancellation handling in multi-turn mode
  • Terminal state restoration after Rich display cancellation
  • Cancelled turns build proper history entries with partial results
  • Status: ✅ Completed in v0.1.23

Track: Docker Container Persistence (@ncrispino, nickcrispino)

  • Commit: 34279c88
  • SessionMountManager for pre-mounting session directories to Docker containers
  • Eliminates container recreation between turns (sub-second vs 2-5 second transitions)
  • Status: ✅ Completed in v0.1.23

Track: Turn History Inspection (@ncrispino, nickcrispino)

  • Commits: 028f591d, 477423a6
  • New /inspect command for reviewing agent outputs from any turn
  • /inspect all to list all turns with summaries
  • Interactive menu for viewing agent outputs, final answers, and coordination logs
  • Status: ✅ Completed in v0.1.23

Track: Async Execution Consistency (@ncrispino, nickcrispino)

  • PR: #608
  • New run_async_safely() helper for nested event loop handling
  • Fixed mem0 adapter async lifecycle issues
  • Status: ✅ Completed in v0.1.23

Track: Enhanced Cost Tracking (@ncrispino, nickcrispino)

  • Expanded token counting and cost calculation across multiple providers
  • Real-time token usage for OpenRouter, xAI/Grok, Gemini, Claude Code backends
  • Per-agent token breakdown with cost inspection command
  • Status: ✅ Completed in v0.1.24

Track: UI-TARS Backend Support (@franklinnwren, zhichengren)

  • PR: #584
  • New backend for ByteDance's UI-TARS-1.5-7B model for GUI automation
  • OpenAI-compatible API via HuggingFace Inference Endpoints
  • Tool implementation with Docker and browser automation examples
  • Status: ✅ Completed in v0.1.25

Track: Evolving Skill Creator System (@ncrispino, nickcrispino)

  • PR: #629
  • Framework for creating and iterating on reusable workflow plans
  • Skills capture steps, Python scripts, and learnings through iteration
  • Support for loading skills from previous sessions
  • Status: ✅ Completed in v0.1.25

Track: Textual Terminal Display Enhancement (@praneeth999, ram2561)

  • PR: #589
  • Adaptive layout management for different terminal sizes
  • Enhanced dark/light themes with modals and panels
  • Improved agent coordination visualization
  • Status: ✅ Completed in v0.1.25

Track: Shadow Agent Response Depth (@ncrispino, nickcrispino)

  • PR: #634
  • Test-time compute scaling via response_depth parameter (low/medium/high)
  • Controls solution complexity in shadow agent broadcast responses
  • Status: ✅ Completed in v0.1.26

Track: Docker Diagnostics Module (@ncrispino, nickcrispino)

  • PR: #634
  • Comprehensive Docker error detection with platform-specific resolution
  • Distinguishes binary not installed, daemon not running, permission denied, images missing
  • Status: ✅ Completed in v0.1.26

Track: Web UI Setup System (@ncrispino, nickcrispino)

  • PR: #634
  • Guided first-run setup with SetupPage, ConfigEditorModal, CoordinationStep
  • API key management endpoints and environment checks
  • Status: ✅ Completed in v0.1.26

Track: Multimodal Backend Integration (@ncrispino, @qidanrui, nickcrispino, danrui2020)

  • Commits: 598a32f8, dc920078
  • Native multimodal understanding for Gemini and OpenAI backends
  • Image, audio, video understanding via read_media with backend-native APIs
  • Status: ✅ Completed in v0.1.28

Track: Multimodal Generation Consolidation (@ncrispino, nickcrispino)

  • Commit: dc920078
  • Unified generate_media tool with provider selection
  • New generation/ module for OpenAI (DALL-E, Sora, TTS), Google (Imagen, Veo), OpenRouter
  • Status: ✅ Completed in v0.1.28

Track: Web UI Artifact Previewer (@ncrispino, @voidcenter, nickcrispino, justin_zhang)

  • Commit: 598a32f8
  • Preview workspace artifacts directly in web interface
  • Support for PDF, DOCX, PPTX, XLSX, images, HTML, SVG, Markdown, Mermaid
  • Status: ✅ Completed in v0.1.28

Track: Minimum Answers Before Voting (@ncrispino, nickcrispino)

  • Commit: bc7881d2
  • New min_answers_before_voting orchestrator configuration option
  • Integrated into CLI quickstart wizard and Web UI CoordinationStep
  • Status: ✅ Completed in v0.1.28

Track: Azure OpenAI Workflow Fixes (@AbhimanyuAryan, abhimanyuaryan)

  • Commit: c71094ac
  • Parameter filtering for unsupported Azure parameters
  • Fixed tool_choice handling, message validation, and response format extraction
  • Status: ✅ Completed in v0.1.28

Track: OpenRouter Tool-Capable Model Filtering (@shubham2345)

  • Commit: 40acf82c
  • Model list filters to only show models supporting tool calling
  • Checks supported_parameters for "tools" capability
  • Status: ✅ Completed in v0.1.28

Track: Subagent System (@ncrispino, nickcrispino)

  • PR: #690
  • Spawn parallel child MassGen processes for independent task execution
  • Process isolation with independent workspaces per subagent
  • New spawn_subagents tool with result aggregation and token tracking
  • Status: ✅ Completed in v0.1.29

Track: Async Subagent Execution (@ncrispino, @HenryQi, nickcrispino, henry_weiqi)

  • PR: #801
  • Linear: MAS-214
  • Background subagent execution with async_=True parameter
  • Poll for subagent completion and retrieve results
  • Status: ✅ Completed in v0.1.41

Track: TUI Visual Redesign (@ncrispino, @praneeth999, nickcrispino, ram2561)

  • PR: #806
  • Comprehensive visual overhaul with modern "Conversational AI" aesthetic
  • Rounded corners, desaturated colors, edge-to-edge layouts, polished modals
  • Human Input Queue for injecting messages to agents mid-stream
  • Status: ✅ Completed in v0.1.42

Track: AG2 Single-Agent Coordination Fix (@db-ol)

  • PR: #804
  • Fixed coordination issues for single-agent AG2 setups
  • Single agent can now vote for itself after producing its first answer
  • Status: ✅ Completed in v0.1.42

Track: Tool Call Batching (@ncrispino, nickcrispino)

  • PR: #815
  • Consecutive MCP tool calls grouped into collapsible tree views
  • Shows 3 items by default with "+N more" indicator, click to expand
  • Respects Timeline Chronology Rule: tools only batch when consecutive
  • New ToolBatchCard widget and ToolBatchTracker state machine
  • Status: ✅ Completed in v0.1.43

Track: Interactive Case Studies & Documentation (@franklinnwren, zhichengren)

  • PR: #812
  • New documentation page with visual SVG comparisons (MassGen vs single-agent)
  • Video tutorials section with Getting Started and Development videos
  • Iterative refinement examples showing multi-round improvements
  • Status: ✅ Completed in v0.1.43

Track: TUI UX Polish (@ncrispino, nickcrispino)

  • PR: #815
  • Final presentation display fix (reasoning vs answer separation)
  • Plan mode enhancements with PlanOptionsPopover
  • Quoted path support for paths with spaces
  • Various bug fixes (status bar, scrolling, mode buttons)
  • Status: ✅ Completed in v0.1.43

Track: Tool Metrics Distribution Statistics (@ncrispino, nickcrispino)

  • Commit: 30aca047
  • Enhanced get_tool_metrics_summary() with per-call averages
  • Output distribution stats (min/max/median) for bottleneck analysis
  • Status: ✅ Completed in v0.1.29

Track: CLI Per-Agent System Messages (@ncrispino, nickcrispino)

  • Commit: 78177372
  • New mode for assigning different system messages per agent in quickstart
  • Options: "Skip", "Same for all", "Different per agent"
  • Status: ✅ Completed in v0.1.29

Track: OpenAI Responses API Fixes (@ncrispino, nickcrispino)

  • PR: #685
  • Fixed duplicate item errors when using previous_response_id
  • Preserved function call ID for proper reasoning item pairing
  • Status: ✅ Completed in v0.1.29

Track: OpenRouter Web Search Plugin (@shubham2345)

  • PR: #693
  • Native web search integration via OpenRouter's plugins array
  • Maps enable_web_search to {"id": "web"} plugin format
  • Status: ✅ Completed in v0.1.30

Track: Persona Generator Diversity Modes (@ncrispino, nickcrispino)

  • PR: #699
  • Two diversity modes: perspective (values/priorities) and implementation (solution types)
  • Phase-based adaptation with softened personas for convergence
  • Status: ✅ Completed in v0.1.30

Track: Azure OpenAI Multi-Endpoint Support (@AbhimanyuAryan, abhimanyuaryan)

  • PR: #698
  • Support both Azure-specific and OpenAI-compatible endpoints
  • Environment variable expansion (${VAR}) in config files
  • Status: ✅ Completed in v0.1.30

Track: Test Suite Fixes (@maxim-saplin)

  • PR: #688
  • Comprehensive test fixes with xfail registry
  • Fixed persistent memory retrieval and backend tool registration
  • Status: ✅ Completed in v0.1.30

Track: Logfire Observability Integration (@ncrispino, nickcrispino)

  • PR: #708
  • Comprehensive structured logging and tracing via Logfire (Pydantic team)
  • Automatic LLM instrumentation for OpenAI, Anthropic Claude, and Google Gemini backends
  • Tool execution tracing with timing metrics and agent coordination observability
  • Enable via --logfire CLI flag or MASSGEN_LOGFIRE_ENABLED=true environment variable
  • Status: ✅ Completed in v0.1.31

Track: Azure OpenAI Native Tool Call Streaming (@AbhimanyuAryan, abhimanyuaryan)

  • PR: #705
  • Tool calls accumulated and yielded as structured tool_calls chunks
  • Fixed streaming behavior for Azure OpenAI tool calling
  • Status: ✅ Completed in v0.1.31

Track: OpenRouter Web Search Logging (@shubham2345)

  • PR: #704
  • Fixed logging output for web search operations
  • Status: ✅ Completed in v0.1.31

Track: Session Export Multi-Turn Support (@ncrispino, nickcrispino)

  • PR: #715
  • Enhanced massgen export with turn range selection and workspace options
  • Multi-turn file collection preserving turn/attempt structure
  • Status: ✅ Completed in v0.1.32

Track: Logfire Optional Dependency (@AbhimanyuAryan, abhimanyuaryan)

  • PR: #711
  • Moved Logfire from required to optional [observability] extra
  • Helpful error message when --logfire used without Logfire installed
  • Status: ✅ Completed in v0.1.32

Track: Per-Attempt Logging (@ncrispino, nickcrispino)

  • Commit: a808d730
  • Separate log files per orchestration restart attempt
  • Handler reconfiguration via set_log_attempt() function
  • Status: ✅ Completed in v0.1.32

Track: Office Document PDF Conversion (@ncrispino, nickcrispino)

  • Commit: 7c7a32e3
  • Automatic DOCX/PPTX/XLSX to PDF conversion for session sharing
  • Docker + LibreOffice headless conversion with image fallback
  • Status: ✅ Completed in v0.1.32

Track: Reactive Context Compression (@ncrispino, nickcrispino)

  • Issue: #617
  • PR: #697
  • Automatic context compression when context length errors are detected
  • Streaming buffer system for compression recovery
  • Status: ✅ Completed in v0.1.33

Track: Backend Model List Auto-Update (@ncrispino, nickcrispino)

  • Issue: #645
  • PR: #669
  • Native model listing APIs for providers (Groq, Together, and others)
  • Research third-party wrappers; document manual update processes
  • Status: ✅ Completed in v0.1.34

Track: OpenAI-Compatible Chat Server (@maxim-saplin)

  • Issue: #628
  • PR: #689
  • Run MassGen as an OpenAI-compatible API server
  • Status: ✅ Completed in v0.1.34

Track: Code-Based Tools in Web UI (@ncrispino, nickcrispino)

  • Issue: #612
  • Ensure code-based tools work properly in Web UI
  • Integration with new Web UI features
  • Status: ✅ Completed in v0.1.34

Track: Test MassGen for PPTX Slides (@ncrispino, nickcrispino)

  • Issue: #686
  • Verify and improve PPTX generation capabilities
  • Test slide generation workflows and output quality
  • Status: ✅ Completed in v0.1.34

Track: OpenRouter Tool-Use Model Filtering (@shubham2345)

  • Issue: #647
  • Restrict OpenRouter model list to only show models that support tool use
  • Filter based on supported_parameters capability checks
  • Status: ✅ Completed in v0.1.34

Track: OpenAI Responses /compact Endpoint (@ncrispino, nickcrispino)

  • Issue: #739
  • Use OpenAI's native /compact endpoint instead of custom summarization
  • Leverage API-level context compression for better efficiency
  • Status: ✅ Completed in v0.1.48

Track: Improve Logging (@ncrispino, nickcrispino)

  • Issue: #683
  • PR: #761
  • Enhanced logging for better debugging and observability via Logfire workflow attributes
  • New massgen logs analyze CLI command with self-analysis mode
  • Status: ✅ Completed in v0.1.35

Track: Add Model Selector for Log Analysis (@ncrispino, nickcrispino)

  • Issue: #766
  • Allow users to choose which model to use for massgen logs analyze self-analysis mode
  • Configurable model selection for different analysis requirements
  • Status: ✅ Completed in v0.1.50

Track: General Hook Framework (@ncrispino, nickcrispino)

  • Issue: #745
  • PR: #769
  • Extensible hook system for agent lifecycle events
  • Enable custom actions at key orchestration points
  • Status: ✅ Completed in v0.1.36

Track: Plan and Execute Workflow (@ncrispino, nickcrispino)

  • PR: #794
  • Complete plan-then-execute workflow separating "what to build" from "how to build it"
  • --plan-and-execute and --execute-plan CLI options
  • Task verification workflow with verified status and verification groups
  • Plan storage system in .massgen/plans/ with frozen snapshots
  • Status: ✅ Completed in v0.1.39

Track: Improve Log Sharing and Analysis (@ncrispino, nickcrispino)

  • Issue: #722
  • Enhanced log sharing workflows
  • Improved analysis tools and visualizations
  • Target: v0.1.50+

Track: Claude Code Plugin for MassGen Agents (@ncrispino, nickcrispino)

  • Issue: #773
  • Plugin/extension for spawning MassGen agents directly from Claude Code interface
  • Seamless integration with Claude Code workflows
  • Target: v0.1.50+

Track: Refactor ask_others for Targeted Agent Queries (@ncrispino, nickcrispino)

  • Issue: #809
  • Support targeted queries to specific agents via subagent spawning
  • Three modes: broadcast to all, selective broadcast, targeted ask
  • Pass full _streaming_buffer to shadow agents for improved context
  • Target: v0.1.52

Track: Decomposition Coordination Mode (@ncrispino, nickcrispino)

  • PR: #858
  • New coordination mode that decomposes tasks into subtasks assigned to individual agents
  • Task decomposer with presenter agent role for final synthesis
  • TUI mode bar toggle, subtask assignment display, and generation modals
  • Status: ✅ Completed in v0.1.48

Track: Worktree Isolation (@ncrispino, nickcrispino)

  • PR: #857
  • Linear: MAS-272
  • Git worktree-based isolation for agent file writes with review workflow
  • Review modal for approving/rejecting changes before applying to original paths
  • Shadow repo support for non-git directories
  • Status: ✅ Completed in v0.1.48

Track: Quickstart Wizard Docker Setup (@ncrispino, nickcrispino)

  • PR: #857
  • Linear: MAS-267
  • Docker setup step in quickstart wizard with animated pull progress
  • Real-time stdout streaming for image downloads
  • Status: ✅ Completed in v0.1.48

Track: Fairness Gate for Coordination (@ncrispino, nickcrispino)

  • PR: #869
  • Prevents fast agents from dominating coordination rounds
  • Configurable fairness_lead_cap_answers and max_midstream_injections_per_round
  • Status: ✅ Completed in v0.1.49

Track: Persona Easing TUI Integration (@ncrispino, nickcrispino)

  • PR: #869
  • Persona easing toggle now accessible from TUI mode bar
  • Status: ✅ Completed in v0.1.49

Track: Checklist Voting Tool (@ncrispino, nickcrispino)

  • PR: #869
  • New checklist_tools_server.py MCP server for structured quality evaluation
  • Binary pass/fail scoring for objective quality assessment
  • Status: ✅ Completed in v0.1.49

Track: Log Analysis Mode in TUI (@ncrispino, nickcrispino)

  • PR: #869
  • New "Analyzing" state in TUI mode bar for in-app run analysis
  • Configurable analysis profiles with log directory and turn selection
  • Status: ✅ Completed in v0.1.49

Track: Automated Testing Infrastructure (@ncrispino, nickcrispino)

  • PR: #869
  • CI/CD workflow (tests.yml), SVG snapshot baselines, 16+ new test files
  • Testing strategy specification and visual regression testing
  • Status: ✅ Completed in v0.1.49

Track: Shadow Agent Chunk Type Fix (@MuL1ian)

  • PR: #861
  • Fixed "[No response generated]" errors from incorrect chunk type comparison
  • Status: ✅ Completed in v0.1.49

Track: Chunked Plan Execution (@ncrispino, nickcrispino)

  • PR: #877
  • Plans divided into chunks executed one at a time with progress checkpoints
  • Chunk browsing in TUI, frozen plan snapshots, target_steps/target_chunks parameters
  • Iterative planning review modal with Continue/Edit/Finalize options
  • Status: ✅ Completed in v0.1.50

Track: Skill Lifecycle Management (@ncrispino, nickcrispino)

  • PR: #878
  • New lifecycle modes (create_or_update, create_new, consolidate)
  • Skill organizer for merging overlapping skills, SKILL_REGISTRY.md routing guide
  • Previous-session skill loading with load_previous_session_skills config
  • Local Skills MCP for Docker/local execution contexts
  • Status: ✅ Completed in v0.1.50

Track: Worktree Improvements (@ncrispino, nickcrispino)

  • PR: #877
  • Branch accumulation across rounds, cross-agent diff visibility via generate_branch_summaries()
  • Orphan worktree cleanup
  • Status: ✅ Completed in v0.1.50

Track: Responsive TUI Mode Bar (@ncrispino, nickcrispino)

  • PR: #877
  • Vertical/horizontal adaptive layout with compact labels on narrow terminals
  • TUI homescreen and theming improvements
  • Status: ✅ Completed in v0.1.50

Track: Subagent Delegation Protocol (@ncrispino, nickcrispino)

  • PR: #955
  • File-based delegation protocol for container-to-host subagent spawning
  • SubagentLaunchWatcher with atomic JSON request/response exchange
  • Workspace path validation against allowlist for security
  • Status: ✅ Completed in v0.1.57

Track: Iterative Refinement Improvements (@ncrispino, nickcrispino)

  • PR: #955
  • Issue: #874
  • Substantiveness tracking (transformative/structural/incremental) for convergence decisions
  • Builder subagent type for large artifact generation with fresh context
  • Diagnostic report gating and per-agent checklist scoring
  • Claude Code reasoning parameters for updated SDK
  • Status: ✅ Completed in v0.1.57

Track: Multimodal Revamp (@ncrispino, nickcrispino)

  • Issues: #942, #951
  • ElevenLabs TTS & STT integration for high-quality voice synthesis and transcription
  • Nano Banana 2 as default image generation model
  • Grok Imagine image/video generation (#958) via xAI API
  • Media generation skills (image, video, audio) and multi-turn image editing with continuation IDs
  • Status: ✅ Completed in v0.1.58

Track: Nvidia NIM Backend (@ncrispino, nickcrispino)

  • PR: #962
  • First-class provider integration for NVIDIA Inference Microservices
  • Support for NVIDIA-hosted models via NIM API
  • Status: ✅ Completed in v0.1.58

Track: Quality Rethinking Subagent (@ncrispino, nickcrispino)

  • PR: #964
  • New quality_rethinking subagent type for targeted per-element craft improvements
  • Explicit improve/preserve listings in checklists with better label refresh ordering
  • Subagent hardening: better '@' parsing, error handling for multiple submit_checklist calls
  • Status: ✅ Completed in v0.1.58

Track: Coding Agent Enhancements (@ncrispino, nickcrispino)

  • PR: #251
  • Enhanced file operations and workspace management
  • Shipping: Continuous improvement

🎯 Long-Term Vision (v0.2.0+)

Advanced Orchestration Patterns

  • Advanced task decomposition strategies and parallel coordination
  • Assignment of agents to specific tasks and increasing of diversity
  • Improvement in voting as tasks continue

Self-Learning & Adaptation

  • Agents learn from past executions to improve future performance
  • Automatic skill acquisition from successful task completions
  • Feedback loops for continuous improvement
  • Memory systems for retaining learned patterns across sessions

Visual Workflow Designer

  • No-code multi-agent workflow creation
  • Drag-and-drop agent configuration
  • Real-time testing and debugging

Enterprise Features

  • Role-based access control (RBAC)
  • Audit logs and compliance reporting
  • Multi-user collaboration
  • Advanced analytics and cost tracking

Additional Framework Integrations

  • LangChain agent support
  • CrewAI compatibility
  • Custom framework adapters

Complete Multimodal Pipeline

  • End-to-end audio processing (speech-to-text, text-to-speech)
  • Video understanding and generation
  • Advanced document processing (PDF, Word, Excel)

🔗 GitHub Integration

Track development progress:

🤝 Contributing

Interested in contributing? You have two options:

Option 1: Join an Existing Track

  1. See Contributors & Contact table above for active tracks
  2. Contact the track owner via Discord to discuss your ideas
  3. Follow CONTRIBUTING.md for development process

Option 2: Create Your Own Track

  1. Have a significant feature idea? Propose a new track!
  2. Reach out via the #massgen channel on Discord
  3. Work with the MassGen dev team to integrate your track into the roadmap
  4. Become a track owner and guide other contributors

See CONTRIBUTING.md for development setup, code standards, testing, and documentation requirements.

📚 Related Documentation

This roadmap is community-driven. Releases ship on Mondays, Wednesdays, Fridays @ 9am PT. Timelines may shift based on priorities and feedback. Open an issue to suggest changes!

Last Updated: March 11, 2026 Maintained By: MassGen Team