optimize-memory-allocation SKILL.md skillA
optimize-memory-allocation from zystem-io/zymtrace-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zystem-io/zymtrace-skills/optimize-memory-allocation@git:20261027.524bf2cPins git:20261027.524bf2c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zystem-io/zymtrace-skills
- Path
zymtrace/skills/optimize-memory-allocation/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261027.524bf2c, committed Oct 27, 2026
- First version recorded
- Jun 8, 2026
- Size
- 12,389 bytes
- Repository stars
- 6
- License
- Apache-2.0
Analyze JVM memory-allocation profiles with zymtrace — find what allocates the most (bytes/objects), why GC is busy, and where allocation churn is burning CPU. **Java/JVM only** — zymtrace memory-allocation profiling is supported for the JVM; non-Java workloads have no allocation profile. The zymtrace MCP pulls the allocation rankings + flamegraph (the allocation dimension); YOU analyze — name the hot allocation sites and the pattern (autoboxing, String churn, collection resizing, large…
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
# Optimize JVM Memory Allocation > The MCP fetches the data — allocation rankings, allocation flamegraphs, host metrics; **you** analyze: name the hot allocation sites, identify the pattern, recommend and apply the fix. **Java/JVM only.** zymtrace memory-allocation profiling is supported **only for the JVM** — it reads the **allocation profile**, stacks weighted by *bytes allocated* (and object count), not on-CPU time. A non-Java workload has no allocation profile: stay in [`optimize-cpu-workloads`](../optimize-cpu-workloads/SKILL.md) for its on-CPU hotspots. For GPU/device memory use [`optimize-gpu-workloads`](../optimize-gpu-workloads/SKILL.md). A service that's **crashing/OOMKilled** rather than churning is a profiler/backend problem — route to [`troubleshoot-zymtrace-profiler`](../troubleshoot-zymtrace-profiler/SKILL.md). …
Read the whole file at its exact version.
How to install
mdr add zystem-io/zymtrace-skills/optimize-memory-allocation@sha256:92fb92b368bd9c1fThe line at the top of this page pins the label git:20261027.524bf2c, 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_tlwpzge77isg7fwo)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Jun 8, 2026 and Oct 27, 2026, about one every 71 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.524bf2c latest | 2026-10-27 | 524bf2c | 12,389 B | A | view · diff |
| git:20260715.fbd20f5 | 2026-07-15 | fbd20f5 | 12,400 B | A | view · diff |
| git:20260608.3b7bfd1 | 2026-06-08 | 3b7bfd1 | 12,401 B | A | view |
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 (12389 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
zystem-io/zymtrace-skills · 6 stars · license Apache-2.0 · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tlwpzge77isg7fwo GET https://markdownregistry.com/api/v1/resolve?ref=zystem-io/zymtrace-skills/optimize-memory-allocation GET https://markdownregistry.com/api/v1/blob/92fb92b368bd9c1f523697e77321c3f995fa5f3673f9b559322906d5773fcbab
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.