specification-pattern-generator

A method for packaging repeated Entity Framework Core database query rules into reusable objects. These objects can hold filters, related-data loading, sorting, and paging instead of repeating LINQ code.

In plain words
What is it for?
Use it to find repeated Where, Include, and ordering code and turn that logic into specifications with an evaluator for EF Core queries.
Why use it?
It reduces duplicated query logic and makes query criteria easier to test and reuse. Entity Framework Core is a .NET tool for working with databases.

Skill for Claude CodeCodex

Install

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.

agentmods
npx agentmods add skills/stefanthecode/dotnet-ai-toolkit/specification-pattern-generator
Any agent
npx skills add StefanTheCode/dotnet-ai-toolkit --skill specification-pattern-generator
Clone the repo
git clone --depth 1 https://github.com/StefanTheCode/dotnet-ai-toolkit

Made for: Claude Code, Codex.

Per session 102 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 789 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5 $0.00102 $0.00789
Opus 5 $0.00051 $0.00394
Sonnet 5 $0.00020 $0.00158
Haiku 4.5 $0.00010 $0.00079

Measured 2d ago against content hash 41e1964a9635, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

specification-pattern-generator 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 2d 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.

skills/specification-pattern-generator/SKILL.md · 75 lines

How it starts

The opening of the file, as written. The whole thing — 75 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Specification Pattern Generator

Turn repeated query criteria into reusable, unit-testable Specification objects, with an evaluator that applies them to an EF IQueryable.

Input — point it at your code

Works on a target: a folder, project, or GitHub URL. Spot duplicated query logic to consolidate: grep -rn "\.Where(\|\.Include(\|\.OrderBy" --include=*.cs <target>.

Base specification

public abstract class Specification<T>
{
    public Expression<Func<T, bool>>? Criteria { get; protected set; }
    public List<Expression<Func<T, object>>> Includes { get; } = new();
    public Expression<Func<T, object>>? OrderBy { get; private set; }
    public int? Take { get; private set; }
    public int? Skip { get; private set; }
    public bool AsNoTracking { get; private set; } = true;

    protected void Where(Expression<Func<T, bool>> c) => Criteria = c;
    protected void Include(Expression<Func<T, object>> i) => Includes.Add(i);
    protected void Order(Expression<Func<T, object>> o) => OrderBy = o;
    protected void Page(int skip, int take){ Skip = skip; Take = take; }
    protected void Tracked() => AsNoTracking = false;
}

Evaluator

public static class SpecificationEvaluator
{
    public static IQueryable<T> Apply<T>(IQueryable<T> q, Specification<T> spec) where T : class
    {
        if (spec.AsNoTracking) q = q.AsNoTracking();
        if (spec.Criteria is not null) q = q.Where(spec.Criteria);
        q = spec.Includes.Aggregate(q, (cur, inc) => cur.Include(inc));
        if (spec.OrderBy is not null) q = q.OrderBy(spec.OrderBy);
        if (spec.Skip is not null) q = q.Skip(spec.Skip.Value);
        if (spec.Take is not null) q = q.Take(spec.Take.Value);
        return q;
    }
}

Example spec + usage

public class ActiveOrdersForCustomer : Specification<Order>
{
    public ActiveOrdersForCustomer(Guid customerId)
    {
        Where(o => o.CustomerId == customerId && o.Status == OrderStatus.Active);
        Include(o => o.Lines);
        Order(o => o.CreatedAt);
    }
}

var orders = await SpecificationEvaluator
    .Apply(db.Orders, new ActiveOrdersForCustomer(id)).ToListAsync(ct);

Read the full file on GitHub · 75 lines

Files

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.

Changes

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.

  1. 2d ago First seen · 75 lines · 102 tokens per session scan A 41e1964a9635

Subscribe to this mod's changes

specification-pattern-generator is a skill published in the GitHub repository StefanTheCode/dotnet-ai-toolkit (19 stars, last pushed 23d ago), licensed MIT. It adds 102 tokens to every session and 789 once invoked, about $0.0005 per session on Opus 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.

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