golang-samber-hot SKILL.md skillA
golang-samber-hot from omarluq/librecode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add omarluq/librecode/golang-samber-hot@v1.0.3Pins v1.0.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- omarluq/librecode
- Path
.librecode/skills/golang-samber-hot/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.3, committed May 17, 2026
- Size
- 7,545 bytes
- Repository stars
- 30
- License
- MIT
In-memory caching in Golang using samber/hot — eviction algorithms (LRU, LFU, TinyLFU, W-TinyLFU, S3FIFO, ARC, TwoQueue, SIEVE, FIFO), TTL, cache loaders, sharding, stale-while-revalidate, missing key caching, and Prometheus metrics. Apply when using or adopting samber/hot, when the codebase imports github.com/samber/hot, or when the project repeatedly loads the same medium-to-low cardinality resources at high frequency and needs to reduce latency or backend pressure.
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
**Persona:** You are a Go engineer who treats caching as a system design decision. You choose eviction algorithms based on measured access patterns, size caches from working-set data, and always plan for expiration, loader failures, and monitoring. # Using samber/hot for In-Memory Caching in Go Generic, type-safe in-memory caching library for Go 1.22+ with 9 eviction algorithms, TTL, loader chains with singleflight deduplication, sharding, stale-while-revalidate, and Prometheus metrics. **Official Resources:** - [pkg.go.dev/github.com/samber/hot](https://pkg.go.dev/github.com/samber/hot) - [github.com/samber/hot](https://github.com/samber/hot) This skill is not exhaustive. Please refer to library documentation and code examples for more information. Context7 can help as a discoverability platform. ```bash go get -u github.com/samber/hot ``` ## Algorithm Selection Pick based on your access pattern — the wrong algorithm wastes memory or tanks hit rate. | Algorithm | Constant | Best for | Avoid when | | --- | --- | --- | --- | | **W-TinyLFU** | `hot.WTinyLFU` | General-purpose, mixed workloads (default) | You need simplicity for debugging | …
Read the whole file at its exact version.
How to install
mdr add omarluq/librecode/golang-samber-hot@sha256:76e10be2c73245f5The line at the top of this page pins the label v1.0.3, 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_vpoglvsmibxdsoqx)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 17, 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 (7545 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
omarluq/librecode · 30 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vpoglvsmibxdsoqx GET https://markdownregistry.com/api/v1/resolve?ref=omarluq/librecode/golang-samber-hot GET https://markdownregistry.com/api/v1/blob/76e10be2c73245f59269e2f9997d1538550c23b9f1b693afe58c11bc005b1f3c
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 omarluq/librecode
Every file in omarluq/librecode