agentfem-performance SKILL.md skillA

agentfem-performance from haoming-luo/agentfem is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add haoming-luo/agentfem/agentfem-performance@git:20261014.46241a5

Pins git:20261014.46241a5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
haoming-luo/agentfem
Path
skills/agentfem-performance/SKILL.md
Versions recorded
1
Latest version
git:20261014.46241a5, committed Oct 14, 2026
Size
9,651 bytes
Repository stars
36
License
Apache-2.0

Optimize and package reproducible AgentFEM simulations using phase timing, accepted-state replay, rollback checks and full-run evidence. Use for AgentFEM runtime bottlenecks and reproducible case delivery, not general website performance or claims based solely on short microbenchmarks.

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

# AgentFEM performance and reproducible cases

<!-- SPDX-FileCopyrightText: 2026 Haoming Luo and AgentFEM contributors -->
<!-- SPDX-License-Identifier: Apache-2.0 -->

This is optional development guidance, not a solver or runtime dependency.
A delivered project must execute its declared model and installed providers
without an agent generating code, repairing inputs or making scientific
choices during the run. Skills help prepare and review it; they do not supply
missing executable behavior or prove that its results are valid.

Read the target repository's AGENTS.md and focused architecture/performance
documents. Inspect running numerical jobs before launching another. Preserve
private meshes and user laws outside the public library.

When promoting a private fast path into core, or diagnosing a regression after
that migration, read [Migration parity](references/migration-parity.md).
This is an evolving engineering playbook, not a fixed optimization recipe.
Past worker counts, test lengths and architecture choices are observations,
not defaults for the next problem. Reusable execution and export correctness
belong in the library, not in agent-written case workarounds.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add haoming-luo/agentfem/agentfem-performance@sha256:f69f381c762c5ada

The line at the top of this page pins the label git:20261014.46241a5, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_clwruhtxvke34hk5.svg)](https://markdownregistry.com/a/art_clwruhtxvke34hk5)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 14, 2026.

versioncommittedcommitsizeaudit
git:20261014.46241a5 latest2026-10-14 46241a5 9,651 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (9651 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

haoming-luo/agentfem · 36 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_clwruhtxvke34hk5
GET https://markdownregistry.com/api/v1/resolve?ref=haoming-luo/agentfem/agentfem-performance
GET https://markdownregistry.com/api/v1/blob/f69f381c762c5ada3a9af188e05ada5bf0ec7f43bab4d55e0a0d4142af3ca182

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.

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Every file in haoming-luo/agentfem

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