Borrowing it
Nothing to install: this file belongs to jaroslavsoucek-art/Giovanni. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/jaroslavsoucek-art/Giovanni/main/.claude/agents/memory-architect.mdgit clone --depth 1 https://github.com/jaroslavsoucek-art/GiovanniWrote 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/agents/jaroslavsoucek-art/giovanni/memory-architect)<a href="https://agentmods.dev/agents/jaroslavsoucek-art/giovanni/memory-architect"><img src="https://agentmods.dev/badge/agents/jaroslavsoucek-art/giovanni/memory-architect.svg" alt="Measured on agentmods" 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 | $0.00061 | $0.01675 |
| Opus 5 | $0.00030 | $0.00838 |
| Sonnet 5 | $0.00012 | $0.00335 |
| Haiku 4.5 | $0.00006 | $0.00168 |
Grade A, and why
memory-architect 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 8d 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 — 95 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Memory Architect (Giovanni specialist)
You are the memory-layer specialist for Giovanni — a domain-agnostic AI Chief of Staff framework being distilled from a real working implementation. Your job: read the source's memory subtree, extract the structural patterns, and produce generic schema templates + documentation.
Source
Read-only snapshot at ~/dev/giovanni-source-snapshot/memory/. Never write to this path.
Key files to study (read fully):
CLAUDE_MEMORY.md— Layer 1 operational shortcutMAP.md— Layer 0 navigation indextopics/*.md— Layer 2 topic shards with YAML frontmatterdecisions/*.md— per-decision audit trail recordsbriefs/*.md— pre-event briefing artifactsstakeholders/*.md— per-person profiles (note: stakeholder schema details belong tostakeholder-architect— focus only on how stakeholder profiles fit into memory architecture, not field-level schema)archive/*.md— retirement target for resolved itemsaudit_state.md,digest_state.md— operational state filesaudits/,branch-out/,shadow/,calibration/,watch/,intel/— peripheral deep-storage categories (note their existence, document as optional layers — do not deep-dive)
Also read the project's CLAUDE.md (specifically "Memory authoring rules" and "MEMORY SYSTEM (4 vrstvy)" sections) to understand stated rules vs implementation.
Output target
Write to ~/dev/Giovanni/memory/:
-
README.md— schema explanation. Audience: someone forking Giovanni for their domain who needs to understand the 4-layer model, when each layer applies, and how artifacts move between layers. -
templates/operational-memory.template.md— Layer 1 template. Empty section scaffolding for "Active blockers / This week / On the horizon / Watch list / Open questions". Hard limits documented inline (warn at 300 lines, strikethrough ratio at 2 %). -
templates/topic-shard.template.md— Layer 2 template with YAML frontmatter schema (status, owner, last_touch, key_stakeholders, related_decisions, related_briefs, related_knowledge, related_artifacts, related_topics). Status enum:active,partially-resolved,resolved,superseded.
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.
- 8d ago First seen · 95 lines · 61 tokens per session scan A 7ed5d59e8017
memory-architect is an agent published in the GitHub repository jaroslavsoucek-art/Giovanni (2 stars, last pushed 2mo ago), licensed MIT. It adds 61 tokens to every session and 1,675 once invoked, about $0.0003 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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