memory-check SKILL.md skillA
memory-check from alamoooooooo/alamo_hub is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add alamoooooooo/alamo_hub/memory-check@git:20260703.f96219cPins git:20260703.f96219c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- alamoooooooo/alamo_hub
- Path
packages/memory_hotspot_repair_kernel/memory-check/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260703.f96219c, committed Jul 3, 2026
- Size
- 3,987 bytes
- Repository stars
- 5
- License
- Apache-2.0
Review code for memory-risk patterns, likely out-of-memory failure points, wasteful data movement, and stack-specific memory hazards. Use when a user asks about memory overflow, OOM risk, high RAM usage, peak-memory hot spots, pandas/DuckDB/NumPy/Polars issues, parquet or CSV pipeline memory behavior, model inference memory, garbage-collection concerns, chunking strategy, or when Codex should produce a structured memory-check report for a codebase.
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
# Memory Check Review memory behavior before proposing fixes. Focus on peak memory, not just steady-state usage. This skill is designed as a portable core that can move across repositories and host agents. Keep host-specific triggering or orchestration details outside the core audit rules. ## Core Workflow 1. Detect the active stack and runtime shape first. - Read imports, helper wrappers, data readers, and main entrypoints. - Identify whether the path is batch, streaming, per-file, per-key, or global. - Match the checklist depth to the detected stack instead of loading every rule section. 2. Locate the first real materialization point. - Flag the first place large data becomes a Python object or eager in-memory engine result. - Treat fake chunking as full-memory execution when materialization happens before slicing. 3. Estimate peak-memory multipliers. - Count likely simultaneous copies of the largest object. - Note DataFrame -> NumPy -> model, Arrow -> pandas, or SQL -> pandas boundaries. - Treat worker-level duplication as multiplicative peak risk. 4. Check whether safeguards apply at the real hotspot. …
Read the whole file at its exact version.
How to install
mdr add alamoooooooo/alamo_hub/memory-check@sha256:c8e4e2d7561f3f69The line at the top of this page pins the label git:20260703.f96219c, 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_xgwllhqwelq77zym)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 3, 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 (3987 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
alamoooooooo/alamo_hub · 5 stars · license Apache-2.0 · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xgwllhqwelq77zym GET https://markdownregistry.com/api/v1/resolve?ref=alamoooooooo/alamo_hub/memory-check GET https://markdownregistry.com/api/v1/blob/c8e4e2d7561f3f699d172771011bc74fad69b490bc259a1300d0ce68b5d2ae96
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.