lifting-loops SKILL.md skillA
lifting-loops from minimax-ai/mcode-stack is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add minimax-ai/mcode-stack/lifting-loops@git:20261028.e7307b0Pins git:20261028.e7307b0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- minimax-ai/mcode-stack
- Path
stacks/jiachen/skills/lifting-loops/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261028.e7307b0, committed Oct 28, 2026
- Size
- 11,306 bytes
- Repository stars
- 495
- License
- MIT
Finds loops where the user keeps acting as a manual step for agents (retrying, judging output, approving, carrying context, starting the same task by hand, doing the agent's work) and proposes how to lift the user out: delete a stale rule, change a skill / AGENTS.md / playbook, add a script or metric, add a skill or scheduled task, or advise the user. Keeps a private loop ledger and promotes Claude Code auto-memory into artifacts. With a task already in the session, reflects on that session…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Lifting Loops ## Terms - **Loop**: the same kind of thing the user keeps taking part in. - **Intervention**: one concrete action the user takes inside a loop. There are six roles: | Role | What the user does | Typical words | |---|---|---| | Retry | Asks the agent to go again after it stalls or fails | "Try again", "continue", 继续 | | Judge | Says whether output is good, because the agent cannot tell | "Too long", "Is this OK?", "Too forced" | | Approve | Gives the go-ahead the agent waits for | "Show me the commit plan first" | | Carry | Hands over context the agent should have found itself | "See that other session", "We fetched this before" | | Trigger | Starts the same kind of task by hand | The same opening prompt across sessions | | Stand in | Does something the agent could have done | Logging in, clicking a button, copying files, running a command | - **Ledger**: `private/ledger.md`, the evidence, status and metric for every loop. - **Proposal**: `private/proposals/P-NNN.md`, a draft change to a git-tracked file or to the user's habits. - **Artifact**: the file a loop finally lands in, such as a rule, a script or a skill. …
Read the whole file at its exact version.
How to install
mdr add minimax-ai/mcode-stack/lifting-loops@sha256:722147f5463ad9ebThe line at the top of this page pins the label git:20261028.e7307b0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_euzhtxjikzpq3apf)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 28, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (11306 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
minimax-ai/mcode-stack · 495 stars · license MIT · pushed 2026-10-29 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_euzhtxjikzpq3apf GET https://markdownregistry.com/api/v1/resolve?ref=minimax-ai/mcode-stack/lifting-loops GET https://markdownregistry.com/api/v1/blob/722147f5463ad9eb289dfededbbb83eab2161cf5a60f5bef9485820a28e3f0ae
Your AI assistant 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.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.