Golang Samber HotSAFE
๐ง๐จ A collection of Golang agentic skills that works
Overview
๐ง๐จ A collection of Golang agentic skills that works
3823d8ae0038OBSERVED ยท 2026-10-08Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| claude-code | mentioned | |
| codex | mentioned | |
| openclaw | mentioned |
What it tells the agent
The instruction file, verbatim from the audited commit โ this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
---
name: golang-samber-hot
description: "In-memory caching in Golang using samber/hot โ 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."
user-invocable: true
license: MIT
compatibility: Designed for Claude Code, Codex or similar harness, and for projects using Golang.
metadata:
author: samber
version: "1.1.2"
openclaw:
emoji: "๐ฅ"
homepage: https://github.com/samber/cc-skills-golang
requires:
bins:
- go
install: []
skill-library-version: "0.13.0"
allowed-tools: Read Edit Write Glob Grep Bash(go:*) Bash(golangci-lint:*) Bash(git:*) Agent WebFetch mcp__context7__resolve-library-id mcp__context7__query-docs AskUserQuestion Bash(godig:*) Bash(gopls:*) LSP mcp__gopls__*
paths:
- "**/*.go"
---
**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 โ refer to library documentation and code examples for more information:
- For Go package docs, symbols, versions, importers, and known vulnerabilities, โ See `samber/cc-skills-golang@golang-pkg-go-dev` skill (`godig`), preferred over Context7 for Go package facts.
- To navigate this library's usage in your own code (definitions, call sites, diagnostics), โ See `samber/cc-skills-golang@golang-gopls` skill (`gopls`).
- Context7 remains a fallback for docs not indexed on pkg.go.dev.
```bash
go get -u github.com/samber/hot
```
## Algorithm Selection
Pick based on your access pattern โ 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 |
| **LRU** | `hot.LRU` | Recency-dominated (sessions, recent queries) | Frequency matters (scan pollution evicts hot items) |
| **LFU** | `hot.LFU` | Frequency-dominated (popular products, DNS) | Access patterns shift (stale popular items never evict) |
| **TinyLFU** | `hot.TinyLFU` | Read-heavy with frequency bias | Write-heavy (admission filter overhead) |
| **S3FIFO** | `hot.S3FIFO` | High throughput, scan-resistant | Small caches (<1000 items) |
| **ARC** | `hot.ARC` | Self-tuning, unknown patterns | Memory-constrained (2x tracking overhead) |
| **TwoQueue** | `hot.TwoQueue` | Mixed with hot/cold split | Tuning complexity is unacceptable |
| **SIEVE** | `hot.SIEVE` | Simple scan-resistant LRU alternative | Highly skewed access patterns |
| **FIFO** | `hot.FIFO` | Simple, predictable eviction order | Hit rate matters (no frequency/recency awareness) |
**Decision shortcut:** Start with `hot.WTinyLFU`. Switch only when profiling shows the miss rate is too high for your SLO.
For detailed algorithm comparison, benchmarks, and a decision tree, see [Algorithm Guide](./references/algorithm-guide.md).
## Core Usage
### Basic Cache with TTL
```go
import "github.com/samber/hot"
cache := hot.NewHotCache[string, *User](hot.WTinyLFU, 10_000).
WithTTL(5 * time.Minute).
WithJanitor().
Build()
defer cache.StopJanitor()
cache.Set("user:123", user)
cache.SetWithTTL("session:abc", session, 30*time.Minute)
value, found, err := cache.Get("user:123")
```
### Loader Pattern (Read-Through)
Loaders fetch missing keys automatically with singleflight deduplication โ concurrent `Get()` calls for the same missing key share one loader invocation:
```go
cache := hot.NewHotCache[int, *User](hot.WTinyLFU, 10_000).
WithTTL(5 * time.Minute).
WithLoaders(func(ids []int) (map[int]*User, error) {
return db.GetUsersByIDs(ctx, ids) // batch query
}).
WithJanitor().
Build()
defer cache.StopJanitor()
user, found, err := cache.Get(123) // triggers loader on miss
```
## Capacity Sizing
Before setting the cache capacity, estimate how many items fit in the memory budget:
1. **Estimate single-item size** โ estimate size of the struct, add the size of heap-allocated fields (slices, maps, strings). Include the key size. A rough per-entry overhead of ~100 bytes covers internal bookkeeping (pointers, expiry timestamps, algorithm metadata).
2. **Ask the developer** how much memory is dedicated to this cache in production (e.g., 256 MB, 1 GB). This depends on the service's total memory and what else shares the process.
3. **Compute capacity** โ `capacity = memoryBudget / estimatedItemSize`. Round down to leave headroom.
```
Example: *User struct ~500 bytes + string key ~50 bytes + overhead ~100 bytes = ~650 bytes/entry
256 MB budget โ 256_000_000 / 650 โ 393,000 items
```
If the item size is unknown, ask the developer to measure it with a unit test that allocates N items and checks `runtime.ReadMemStats`. Guessing capacity without measuring leads to OOM or wasted memory.
## Common Mistakes
1. **Forgetting `WithJanitor()`** โ without it, expired entries stay in memory until the algorithm evicts them. Always chain `.WithJanitor()` in the builder and `defer cache.StopJanitor()`.
2. **Calling `SetMissing()` without missing cache config** โ panics at runtime. Enable `WithMissingCache(aTrust audit
SAFEgrade B ยท trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
3823d8ae0038full audit observations/trust-audit/skill/samber__golang-samber-hot.json ยท Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | 3823d8ae0038 | SAFE | B | 89 | first audit |
Questions
What does the Golang Samber Hot skill do?
๐ง๐จ A collection of Golang agentic skills that works
Is Golang Samber Hot safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Golang Samber Hot access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Golang Samber Hot work with?
Its documentation mentions claude-code, codex and openclaw. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (3823d8ae0038), read on 2026-10-08. The repository is watched, and a new audit runs when it changes โ this is the first audit.