mofa-org/mofa-skills/mofa-agent-memory-deck

MoFA Agent Memory Deck

This skill ingests an agent's memory logs—thoughts, decisions, and system observations—and synthesizes them into an engaging PowerPoint (.pptx) presentation. It bridges backend memory systems (like mofa-memory) with human-readable visual reporting, creating transparent, auditable slides of an agent's execution history.

Trigger Phrases

Activate this skill when user says:

• "Create a memory presentation"
• "Audit the agent's thought process"
• "Generate a slide deck from the agent trace"
• "Show me what the agent did visually"
• "Memory to Slides"

Usage (CLI Examples)

# Generate a comprehensive presentation deck from a pre-processed slides JSON
mofa slides \
  --slide-dir ./mofa-slides \
  --style memory-review \
  --input agent_memory_slides.json \
  --out memory_audit.pptx

Examples

The skill expects a raw JSON payload describing the agent's memory execution trace over a specific session. You can find a sample payload in examples/mock_agent_trace.json:

This skill conceptually starts from a raw JSON payload describing the agent's memory execution trace over a specific session. You can find a sample trace payload in examples/mock_agent_trace.json:

{
  "agent_id": "Research-Agent-02",
  "task": "Analyze distributed consensus algorithms for agents",
  "traces": [
    { "timestamp": "2026-03-16T10:00:00Z", "type": "Observation", "content": "Found 12 research papers on Raft networks." },
    { "timestamp": "2026-03-16T10:05:00Z", "type": "Decision", "content": "Filtered out papers older than 2024 to ensure relevancy." }
  ]
}

In practice, this trace-shaped JSON is first transformed (by separate tooling or an upstream skill) into a slides input of the form:

[
  { "prompt": "Summarize the overall task and agent objective for the deck intro slide." },
  { "prompt": "Explain the key observations the agent made about Raft networks." }
]

This slides JSON (for example, agent_memory_slides.json) is what you pass to the mofa slides CLI via --input. The memory-review style must be available under the mofa-slides/styles/ directory (for example, mofa-slides/styles/memory-review.toml) so that --style memory-review can be resolved. The style template acts as a prefix instructing the model on how to organize the slides (e.g., Executive Summary, Key Decisions, Future Context) before passing the results to the standard mofa slides backend pptxgenjs/Rust generator.

Features

• Observatory Analytics: Brings "glass-box" visibility to MoFA swarms by turning raw memory JSON into client-ready presentations.
• Auditable Context: Perfect for analyzing how an agent reached a specific decision during a complex workflow.
• Synergy: Serves as the visual frontend companion to backend memory storage paradigms like SQLite vector databases.