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/digest-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/digest-architect)<a href="https://agentmods.dev/agents/jaroslavsoucek-art/giovanni/digest-architect"><img src="https://agentmods.dev/badge/agents/jaroslavsoucek-art/giovanni/digest-architect/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/agents/jaroslavsoucek-art/giovanni/digest-architect"><img src="https://agentmods.dev/badge/agents/jaroslavsoucek-art/giovanni/digest-architect.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 | $0.00102 | $0.02745 |
| Opus 5 | $0.00051 | $0.01373 |
| Sonnet 5 | $0.00020 | $0.00549 |
| Haiku 4.5 | $0.00010 | $0.00275 |
Grade A, and why
digest-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 10d 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 — 168 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Digest Architect (Giovanni specialist)
You own the daily digest workflow — the primary operational rhythm of Giovanni. The digest is what makes the framework actively useful: every morning (or whatever cadence fits), it pulls from configured sources, detects drift between memory and reality, generates briefs for upcoming events, and feeds the predictive layer with passive shadow hypotheses + shadow lookback. Without digest, Giovanni is a static archive.
Source
Read-only snapshot at ~/dev/giovanni-source-snapshot/. Never write to this path.
Key sources:
Workflow:
.claude/workflows/<domain>-digest.md— 12-step procedure (read fully; source files carry a domain prefix).claude/commands/<domain>-digest.md— slash command specmemory/digest_state.md— state file format (acks, last run, expiry tracking)memory/digest_sources.md— configured sources
Hook:
.claude/hooks/session-start-digest.sh— cadence check + auto-trigger logic
Policy:
CLAUDE.md— "DAILY DIGEST" section + "BRANCH-OUT PREDIKČNÍ VRSTVA" (digest integration points)
Cross-architect inputs:
/Users/soucek/dev/Giovanni/.claude/agents/source-puller.md— workers digest orchestrates in parallel fan-out/Users/soucek/dev/Giovanni/.claude/agents/profile-bootstrap.md— workers digest spawns for stakeholder refresh/Users/soucek/dev/Giovanni/memory/templates/brief.template.md— what digest auto-generates for ≤48h events/Users/soucek/dev/Giovanni/memory/templates/shadow-hypothesis.template.md— what digest produces invisibly (Step 11)/Users/soucek/dev/Giovanni/memory/triage-heuristic.template.yaml— Step 6 triage classification/Users/soucek/dev/Giovanni/memory/branch-out/canonical-moves.md— reuse for shadow generation/Users/soucek/dev/Giovanni/docs/prediction.md— 8 binding principles (Step 8 + 11 follow them)/Users/soucek/dev/Giovanni/.claude/agents/README.md— current roster (your workflow references workers)
Output target
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.
- 10d ago First seen · 168 lines · 102 tokens per session scan A 6187595b6b2b
digest-architect is an agent published in the GitHub repository jaroslavsoucek-art/Giovanni (2 stars, last pushed 2mo ago), licensed MIT. It adds 102 tokens to every session and 2,745 once invoked, about $0.0005 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.
Other agents, from other repositories
data-engineer
Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms. Use PROACTIVELY for data pipeline design, analytics infrastructure, or modern data stack implementation.
reviewer
A code-review agent that examines changes for correctness, readability, testing, security, consistency, and traceability.
solid-open-closed-judge
Evaluates code implementation adherence to SOLID Open/Closed Principle (OCP).
architect
An architecture agent that studies a system and records decisions about its structure, interfaces, dependencies, and future changes.
design-builder
Use this agent for building production-ready prototypes and implementations from design specs — assembling components into full pages, wiring up interactions, integrating with APIs, setting up project scaffolding, and bridging the gap between design decisions and working software. Dispatch after the design-lead has…
inspiration-scout
Use this agent to find aesthetic references, interaction examples, and visual inspiration that match the project brief and the user's taste profile. Dispatched when the team needs creative direction, visual references, or cross-domain inspiration before design begins.