sap-session

sap-session is a skill for Claude Code from BoxLogoDev/sapstack. It costs 121 tokens per session (2,663 once invoked), scanned A, original, MIT.

A guided evidence-review process for diagnosing SAP operations without direct access to the live system, with a person collecting evidence and the agent reviewing it.

In plain words
What is it for?
It helps investigate SAP problems through repeated evidence collection, hypothesis checking, module routing, verification, fixes, and handoffs.
Why use it?
It keeps changes under human control while preserving hypotheses, follow-up requests, verification, rollback guidance, and session state across interruptions.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions CLAUDE.md; mentions Claude Code.

Part of the sap-session plugin — 1 skill shipped together

Good fit It helps investigate SAP problems through repeated evidence collection, hypothesis checking, module routing, verification, fixes, and handoffs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/boxlogodev/sapstack/sap-session
Install

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.

Any agent
npx skills add BoxLogoDev/sapstack --skill sap-session
Clone the repo
git clone --depth 1 https://github.com/BoxLogoDev/sapstack

Made for: Claude Code.

Or install sap-session, the plugin that ships this one along with the rest of its 1 skill.

Wrote 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.

agentmods badge for sap-session

README.md
[![agentmods](https://agentmods.dev/badge/skills/boxlogodev/sapstack/sap-session.svg)](https://agentmods.dev/skills/boxlogodev/sapstack/sap-session)
Your own site
<a href="https://agentmods.dev/skills/boxlogodev/sapstack/sap-session"><img src="https://agentmods.dev/badge/skills/boxlogodev/sapstack/sap-session.svg" alt="Measured on agentmods" height="20"></a>
Per session 121 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,663 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00121 $0.02663
Opus 5 $0.00060 $0.01332
Sonnet 5 $0.00024 $0.00533
Haiku 4.5 $0.00012 $0.00266

Measured 3d ago against content hash 43d3ae7065b0, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

sap-session 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 3d 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.

plugins/sap-session/skills/sap-session/SKILL.md · 201 lines

How it starts

The opening of the file, as written. The whole thing — 201 lines — stays where its author put it; the contents beside it link to each section on GitHub.

sap-session — Evidence Loop Orchestrator

🎯 이 스킬의 존재 이유

대기업 SAP 환경에서는 라이브 시스템 접근이 금지됩니다. 그래서 AI는 실행기가 될 수 없고, 조언자에 머물 수밖에 없습니다. 이 제약을 제거하는 대신 수용하면서도 "조언봇"을 넘어서는 방법이 Evidence Loop입니다:

  • 운영자가 실행기 역할을 맡아 SAP에서 증거를 가져오고,
  • AI는 각 턴마다 가설·요청·검증·판정을 담당하며,
  • 세션 상태는 파일에 저장되어 중단·재개·인수인계가 가능합니다.

즉, Human-in-the-loop 비동기 루프입니다. 각 턴 사이에 몇 분·몇 시간·며칠이 걸려도 좋고, 다른 운영자가 이어받아도 맥락이 유지됩니다.

🔁 네 개의 턴

┌── Turn 1 · INTAKE ───────────────────────────────────┐
│ 운영자/엔드유저가 초기 증상 + 최소 증거를 업로드       │
│ 산출: Evidence Bundle 1개                            │
│ 세션 상태: intake → hypothesizing                    │
└──────────────────────────────────────────────────────┘
                          ↓
┌── Turn 2 · HYPOTHESIS ───────────────────────────────┐
│ AI가 2~4개 가설 + 각 가설의 반증 조건 + Follow-up    │
│ Request(운영자가 다음 수집할 체크리스트) 생성         │
│ 산출: hypotheses[] + followup_request 1개            │
│ 세션 상태: hypothesizing → awaiting_evidence         │
└──────────────────────────────────────────────────────┘
                          ↓
┌── Turn 3 · COLLECT ──────────────────────────────────┐
│ 운영자가 Follow-up Request의 체크리스트를 SAP에서     │
│ 실행하여 새 Evidence Bundle 업로드                    │
│ 산출: Evidence Bundle 1개 추가                        │
│ 세션 상태: awaiting_evidence → verifying             │
└──────────────────────────────────────────────────────┘
                          ↓
┌── Turn 4 · VERIFY ───────────────────────────────────┐
│ AI가 새 증거로 가설을 확정/기각. 확정 시 Fix + 필수    │
│ Rollback 플랜. 기각 시 새 가설 → Turn 2 재진입.      │
│ 산출: verdict 1개                                    │
│ 세션 상태: verifying → (resolved | hypothesizing)     │
└──────────────────────────────────────────────────────┘

세부 포맷과 예시는 references/turn-formats.md에 있습니다.

📦 데이터 모델

모든 턴의 입출력은 schemas/ 아래 5개 YAML JSON Schema로 정의됩니다:

스키마 언제 생성되는가 어디에 저장되는가
evidence-bundle.schema.yaml Turn 1, Turn 3 .sapstack/sessions/{id}/bundles/evb-*.yaml
hypothesis.schema.yaml Turn 2 .sapstack/sessions/{id}/hypotheses/h-*.yaml
followup-request.schema.yaml Turn 2 .sapstack/sessions/{id}/requests/flr-*.yaml
verdict.schema.yaml Turn 4 .sapstack/sessions/{id}/verdicts/vdc-*.yaml
session-state.schema.yaml 매 턴 업데이트 .sapstack/sessions/{id}/state.yaml

Read the full file on GitHub · 201 lines

Changes

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.

  1. 3d ago First seen · 201 lines · 121 tokens per session scan A 43d3ae7065b0

Subscribe to this mod's changes

sap-session is a skill published in the GitHub repository BoxLogoDev/sapstack (18 stars, last pushed 7d ago), licensed MIT. It adds 121 tokens to every session and 2,663 once invoked, about $0.0006 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 2026-09-04.

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