Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add StefanTheCode/dotnet-ai-toolkit --skill span-memory-refactorgit clone --depth 1 https://github.com/StefanTheCode/dotnet-ai-toolkitWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/stefanthecode/dotnet-ai-toolkit/span-memory-refactor)<a href="https://agentmods.dev/skills/stefanthecode/dotnet-ai-toolkit/span-memory-refactor"><img src="https://agentmods.dev/badge/skills/stefanthecode/dotnet-ai-toolkit/span-memory-refactor/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/stefanthecode/dotnet-ai-toolkit/span-memory-refactor"><img src="https://agentmods.dev/badge/skills/stefanthecode/dotnet-ai-toolkit/span-memory-refactor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00109 | $0.00691 |
| Opus 5.5 | $0.00044 | $0.00276 |
| Sonnet 5.5 | $0.00022 | $0.00138 |
| Haiku 4.5 | $0.00011 | $0.00069 |
Grade A, and why
span-memory-refactor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 56 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Span / Memory Refactor Advisor
Rewrite hot parsing/slicing/buffer code to use Span<T>/ReadOnlySpan<T> (and Memory<T> for async) so it stops allocating intermediate strings and arrays — safely, and only where it pays.
Input — point it at your code
Works on a target: a file, folder, project, or GitHub URL. Find candidates: grep -rn "Substring\|Split(\|ToCharArray\|new byte\[\|Buffer" --include=*.cs <target>.
Common refactors
Substring → slice (no allocation):
// allocates a new string per call
var year = date.Substring(0, 4);
// no allocation: a view over the original
ReadOnlySpan<char> year = date.AsSpan(0, 4);
int y = int.Parse(year);
Split in a hot loop → MemoryExtensions enumerator / manual slicing:
ReadOnlySpan<char> rest = line;
int comma;
while ((comma = rest.IndexOf(',')) >= 0)
{
ReadOnlySpan<char> field = rest[..comma];
// use field without allocating
rest = rest[(comma + 1)..];
}
Small temporary buffer → stackalloc (no heap):
Span<byte> buffer = stackalloc byte[32]; // keep small; this is stack memory
Async boundaries → Memory<T> (you can't store a Span<T> across await; use Memory<T>/ReadOnlyMemory<T>).
Guardrails the skill enforces
Span<T>is aref struct: can't be a field, captured in a lambda, used acrossawait, or boxed. UseMemory<T>there.- Keep
stackallocsmall and bounded (no user-controlled size) to avoid stack overflow. - Don't return a span over
stackalloc/local memory — it dangles.
Principles
- Only refactor hot paths. Spans add cognitive cost; cold code stays readable.
- The win is eliminating intermediate allocations (substrings, split arrays), not raw arithmetic.
- Measure with
[MemoryDiagnoser]— confirm allocations actually dropped.
How to use it & best prompts
"Make this parser allocation-free with Span", "replace these Substring calls with slices", "use stackalloc for this buffer", "why can't I use Span across await here". Pairs with memory-allocation-analyzer and benchmarkdotnet-setup.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 56 lines · 109 tokens per session scan A b3bf4c2ba705
span-memory-refactor is a skill published in the GitHub repository StefanTheCode/dotnet-ai-toolkit (26 stars, last pushed 2mo ago), licensed MIT. It adds 109 tokens to every session and 691 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
span-memory-refactor compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| span-memory-refactorStefanTheCode/dotnet-ai-toolkit | Skill | 26 | 2mo ago | MIT | A | 109 | Claude Code |
| opentelemetry-net-instrumentationAaronontheweb/dotnet-skills | Skill | 1.3k | 9d ago | MIT | A | 56 | Claude Code |
| build-and-testmicrosoft/agent-framework | Skill | 15k | yesterday | MIT | A | 26 | Claude Code, Codex |
| agui-dotnet-streaming-chatag-ui-protocol/ag-ui | Skill | 17k | yesterday | MIT | A | 223 | Claude Code |
| azure-mgmt-apicenter-dotnetmicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 97 | Claude Code |
| migrate-xunit-to-xunit-v3dotnet/skills | Skill | 5.8k | yesterday | MIT | A | 149 | Claude Code |
| migrate-dotnet8-to-dotnet9dotnet/skills | Skill | 5.8k | yesterday | MIT | A | 176 | Claude Code |