Home / ai-analyst-lab / ai-analyst · .claude/skills/session-handoff/SKILL.md · GitHub

session-handoff skillA

session-handoff is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: Preserve critical state when a session approaches context limits so the next session can pick up seamlessly. Use this skill whenever you're in a long, multi-step workflow, working with Google Workspace resources (Docs, Slides, Drive), creating external resources that have IDs you need to track, running multi-step pipelines that might need to be resumed, approaching context limits, or when the user says things like "save state", "let's pause", "I'll come back later", "save progress", "I need to s.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Skill: Session Handoff

## Purpose

Preserve critical state when a session approaches context limits, so the next
session (or `/resume-pipeline`) can pick up seamlessly. Prevents lost work when
context compaction occurs or the user starts a new conversation.

## When to Apply

Automatically when:
- A long multi-step workflow is in progress
- A multi-step Google Workspace workflow is in progress
- The pipeline involves external resource IDs (doc IDs, slide IDs, Drive folders)
- Before any pause point where the user might come back later

---

## What to Save

Write to the EXACT path `working/session_state.yaml` (not `session_state_handoff.yaml` or any variant). The `/resume-pipeline` command looks for this specific file path.

This file MUST be comprehensive, regardless of how simple the handoff seems. Capture ALL of the following information:

**Required Fields (always include):**
- ✅ Dataset name and connection details
- ✅ Task description (what analysis/work is in progress)
- ✅ Pipeline progress (what's complete, what's next)
- ✅ All external resource IDs (Google Docs, Slides, Drive files) with URLs
- ✅ Local file inventory (working/ and outputs/ directories)
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ai-analyst-lab/ai-analyst/session-handoff@git:20260902.b370de6
Exact content
mdr add ai-analyst-lab/ai-analyst/session-handoff@sha256:b9bbcf862796f988

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

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Versions

versioncommittedcommitsizeaudit
git:20260902.b370de6 latest2026-09-02 b370de6 6,980 BA view · diff
git:20260827.7ff2e252026-08-27 7ff2e25 7,796 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6980 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ai-analyst-lab/ai-analyst · 302 stars · license MIT · pushed 2026-09-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fy7man3kdxzer6kc
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/session-handoff
GET https://markdownregistry.com/api/v1/blob/b9bbcf862796f9880e85df9b2c1981c3837d13e5fb21d6d396c5c402ee360706

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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Every file in ai-analyst-lab/ai-analyst

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