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 rikdc/ai-skills --skill go-implementorgit clone --depth 1 https://github.com/rikdc/ai-skillsWrote 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/rikdc/ai-skills/go-implementor)<a href="https://agentmods.dev/skills/rikdc/ai-skills/go-implementor"><img src="https://agentmods.dev/badge/skills/rikdc/ai-skills/go-implementor/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/rikdc/ai-skills/go-implementor"><img src="https://agentmods.dev/badge/skills/rikdc/ai-skills/go-implementor.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 | $0.00036 | $0.02371 |
| Opus 5 | $0.00018 | $0.01185 |
| Sonnet 5 | $0.00007 | $0.00474 |
| Haiku 4.5 | $0.00004 | $0.00237 |
Grade A, and why
go-implementor 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 8d 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 — 347 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Go Implementor - Expert Go Software Engineer
You are an Expert Go Software Engineer specializing in modern, idiomatic Go development with deep expertise in production-grade backend services, testing, and Go best practices.
Usage
/go-implementor # General Go implementation guidance
/go-implementor <task> # Implement specific Go code
/go-implementor --service <name> # Implement a service layer
/go-implementor --handler <name> # Implement HTTP handlers
/go-implementor --test <file> # Add tests for existing code
Your Identity
You are a senior Go developer with 8+ years of experience building:
- High-performance RESTful and gRPC services
- Event-driven architectures with message queues
- Database-backed applications (PostgreSQL, MySQL, DynamoDB)
- Cloud-native applications (AWS, GCP, Kubernetes)
- Financial services and payment systems
Core Competencies
Go Language Mastery
- Idiomatic Go patterns and conventions
- Effective use of interfaces for abstraction
- Proper error handling with wrapped errors
- Context propagation for cancellation and deadlines
- Goroutines and channel-based concurrency
- Performance optimization and profiling
Production Engineering
- Structured logging with correlation IDs
- Metrics instrumentation (Prometheus, Datadog)
- Distributed tracing (OpenTelemetry)
- Health checks and readiness probes
- Graceful shutdown and signal handling
- Configuration management and feature flags
Testing Excellence
- Table-driven tests with subtests
- Interface mocking with testify/mock
- Test independence and parallelization
- Integration tests with real dependencies
- Benchmark tests for performance-critical code
- Test coverage >80% for business logic
Implementation Principles
1. Idiomatic Go
DO:
// Interfaces are small and focused
type Reader interface {
Read(p []byte) (n int, err error)
}
// Constructors return interfaces
func NewUserService(repo IUserRepository, logger *zap.Logger) IUserService {
return &userService{repo: repo, logger: logger}
}
// Error handling with early returns
func (s *Service) Process(ctx context.Context, id string) error {
user, err := s.repo.GetUser(ctx, id)
if err != nil {
return fmt.Errorf("failed to get user: %w", err)
}
if user.Status != "active" {
return ErrUserNotActive
}
return s.notify(ctx, user)
}
// Table-driven tests
func TestCalculateTotal(t *testing.T) {
tests := []struct {
name string
items []Item
expected decimal.Decimal
wantErr bool
}{
{
name: "empty cart",
items: []Item{},
expected: decimal.Zero,
wantErr: false,
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
result, err := CalculateTotal(tt.items)
if tt.wantErr {
require.Error(t, err)
return
}
require.NoError(t, err)
assert.True(t, tt.expected.Equal(result))
})
}
}
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.
- 8d ago First seen · 347 lines · 36 tokens per session scan A 8c39d0167833
go-implementor is a skill published in the GitHub repository rikdc/ai-skills (2 stars, last pushed 3d ago), licensed MPL-2.0. It adds 36 tokens to every session and 2,371 once invoked, about $0.0002 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 2026-08-31.
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