bench SKILL.md skillA
bench from rergards/mempalace-code is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add rergards/mempalace-code/bench@git:20261004.5baa412Pins git:20261004.5baa412 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- rergards/mempalace-code
- Path
.claude/skills/bench/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261004.5baa412, committed Oct 4, 2026
- First version recorded
- Apr 17, 2026
- Size
- 4,183 bytes
- Repository stars
- 24
- License
- Apache-2.0
Run embedding benchmarks — R@5 code retrieval, timing, model comparison.
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
# Embedding Benchmarks
Run retrieval quality and performance benchmarks.
## When to Use
- Evaluating embedding model changes
- Performance regression testing
- Comparing model candidates
- User says "benchmark", "bench", "test embeddings"
## Baseline rule
There are no fixed pass/fail thresholds. The only recorded code-retrieval numbers
(the historical 2026-04-09 table in `AGENTS.md`) came from an older fixed list of
20 queries and are not comparable with the current dataset. Compare a candidate
only with a baseline measured by the same command, dataset, and environment — for
example the base commit run immediately before the candidate. Report a regression
or no regression against that baseline, never PASS/FAIL against a remembered
number.
Write every report under a disposable temp directory, never into the checkout,
and remove it when done.
## Steps
### Step 1: Check Prerequisites
```bash
OUT_DIR=$(mktemp -d)
python -c "from mempalace_code.storage import DEFAULT_EMBED_MODEL; print(f'Model: {DEFAULT_EMBED_MODEL}')"
python benchmarks/code_retrieval_bench.py --repo-dir . --validate-dataset
```
The embedding model must already be cached (`mempalace-code fetch-model`).
…Read the whole file at its exact version.
How to install
mdr add rergards/mempalace-code/bench@sha256:42fcfb63e029551dThe line at the top of this page pins the label git:20261004.5baa412, 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_tl5xhv7pufhiz5dr)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Apr 17, 2026 and Oct 4, 2026, about one every 85 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261004.5baa412 latest | 2026-10-04 | 5baa412 | 4,183 B | A | view · diff |
| git:20260810.8075e72 | 2026-08-10 | 8075e72 | 3,074 B | A | view · diff |
| git:20260417.880e906 | 2026-04-17 | 880e906 | 2,869 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 (4183 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
rergards/mempalace-code · 24 stars · license Apache-2.0 · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tl5xhv7pufhiz5dr GET https://markdownregistry.com/api/v1/resolve?ref=rergards/mempalace-code/bench GET https://markdownregistry.com/api/v1/blob/42fcfb63e029551d4d7094440f782f93ec9bb3399f53ef6b9e3e538ec1d44bcc
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.
More from rergards/mempalace-code
Every file in rergards/mempalace-code