Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Emasoft/ai-maestro-architect-agent --skill amaa-session-memory-opsgit clone --depth 1 https://github.com/Emasoft/ai-maestro-architect-agentWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/emasoft/ai-maestro-architect-agent/amaa-session-memory-ops)<a href="https://agentmods.dev/skills/emasoft/ai-maestro-architect-agent/amaa-session-memory-ops"><img src="https://agentmods.dev/badge/skills/emasoft/ai-maestro-architect-agent/amaa-session-memory-ops/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/emasoft/ai-maestro-architect-agent/amaa-session-memory-ops"><img src="https://agentmods.dev/badge/skills/emasoft/ai-maestro-architect-agent/amaa-session-memory-ops.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00036 | $0.00643 |
| Opus 5 | $0.00018 | $0.00321 |
| Sonnet 5 | $0.00007 | $0.00129 |
| Haiku 4.5 | $0.00004 | $0.00064 |
Grade A, and why
amaa-session-memory-ops scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Session Memory Operations
Overview
Operations for recording technology stack choices, constraints, open questions, and managing session handoff creation and resumption.
Prerequisites
- Familiarity with session memory core skill (amaa-session-memory)
Instructions
- Record Stack Choice -- Use op-record-stack-choice when a technology is selected
- Record Constraint -- Use op-record-constraint when a limitation is discovered
- Record Open Question -- Use op-record-open-question for unresolved design questions
- Create Handoff -- Use op-create-handoff when session is ending or context limit nears
- Resume from Handoff -- Use op-resume-from-handoff to restore context in a new session
Checklist
Copy this checklist and track your progress:
- Record all technology selections in stack file
- Document discovered constraints with type and impact
- Track open questions with owner and blocking info
- Create handoff document before session ends
- Resume from latest handoff when starting new session
Reference Documents
| Document | Content |
|---|---|
| op-record-stack-choice.md | Purpose, When to Use, Inputs, Procedure, Core Technologies, Example, Error Handling |
| op-record-constraint.md | Purpose, When to Use, Inputs, Procedure, Active Constraints, Example, Error Handling |
| op-record-open-question.md | Purpose, When to Use, Inputs, Procedure, Open Questions, Example, Error Handling |
| op-create-handoff.md | Purpose, When to Use, Inputs, Procedure, Session Summary, Decisions Made This Session, Error Handling |
| op-resume-from-handoff.md | Purpose, When to Use, Inputs, Procedure, Open Questions Requiring Attention, Session Resumed from Handoff, Error Handling |
Examples
Example: Record Redis 7.2 as Infrastructure stack choice with rationale for session caching
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 72 lines · 36 tokens per session scan A ef30af13d618
amaa-session-memory-ops is a skill published in the GitHub repository Emasoft/ai-maestro-architect-agent (2 stars, last pushed 10d ago), licensed MIT. It adds 36 tokens to every session and 643 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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