AC Framework combines structured implementation workflows, collaborative multi-agent execution, and persistent memory with MCP integrations so your assistants behave like a coordinated engineering team.
Spec-Driven Development
SynapseGrid Multi-Agent Runtime
NexusVault Persistent Memory
MCP-Native Integrations
24+ Assistant Packs
OpenSpec Compatible
Collaborative Agent Team
SynapseGrid runs a real role-based engineering loop with planner, critic, coder, and reviewer in coordinated rounds, where each role sees accumulated context.
- Turn-by-turn collaboration instead of isolated fan-out responses.
- Per-role model control and interactive model selection from providers.
- Zellij-first runtime with tmux fallback and managed installer support.
acfm agents start --task "Implement secure auth" --mux auto
No Black Box Execution
Every session is persisted with readable logs, summaries, diagnostics, and raw captures, so users can inspect what each agent said and did.
- Automatic artifacts: transcript, meeting log, final summary, diagnostics.
- Raw per-turn OpenCode stream captures for audits and debugging.
- Live artifact monitoring from CLI.
acfm agents artifacts --watch --interval 1200
Persistent Memory: Built-In AI Brain
NexusVault gives your assistants long-lived memory so architecture decisions, bugfix patterns, conventions, and context survive across sessions.
- SQLite local-first memory database at
~/.acfm/memory.db.
- Recall, search, timeline, patterns, anticipate, and export/import tools.
- Privacy-aware redaction for sensitive blocks before memory save.
acfm memory init
acfm memory recall
acfm memory search "authentication refresh token"
MCP Integrations and Structured Delivery
AC Framework exposes both memory and collaborative runtimes through MCP servers, while keeping implementation disciplined with spec-driven workflows.
- MCP servers:
ac-framework-memory and ac-framework-collab.
- Recommended async collab run mode for robust end-to-end sessions.
- OpenSpec compatibility: supports both
.acfm/ and legacy openspec/.
acfm spec init
acfm spec new add-rate-limiting
acfm agents model choose
acfm agents runtime install-zellij
acfm agents runtime set zellij
acfm agents doctor
acfm agents transcript --role all --limit 40
acfm agents summary
acfm agents export --format md --out session.md
Security and reliability by design: artifact creation is runtime-owned (not prompt-dependent), external links are isolated with safe target attributes, and session observability is deterministic across running, failed, and stopped states.