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fiber-project-starter

Scaffold and develop high-performance REST APIs using the Fiber v2 web framework with GORM/SQLX, Express-inspired routing, and idiomatic Go patterns.

Quality

70%

Does it follow best practices?

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SecuritybySnyk

Passed

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tessl review fix ./backend-go/fiber-project-starter/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

63%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A highly actionable, code-complete scaffold whose Fiber-specific conventions and integration notes are genuinely valuable and non-obvious. Its weaknesses are a monolithic structure with no progressive disclosure into reference files, and padding from basic Go commands Claude already knows.

Suggestions

Split the full code files (handler CRUD, router, auth middleware, SQLX variant) into `references/` files (e.g., `references/handler-patterns.md`, `references/router-setup.md`) and keep SKILL.md as an overview with one-level-deep, clearly signaled links.

Trim the "Common Commands" section to Fiber-specific commands only (prefork mode, `swag init`, `app.Test()`); remove `go test`, `gofmt`, `go mod tidy`, and `go build` that Claude already knows.

Close the executable gaps: add `go get github.com/golang-jwt/jwt/v5` to the scaffold, show `config.go`/`.env.example`, and align the project structure with the `migrations` directory referenced in First Steps.

DimensionReasoningScore

Conciseness

The body is mostly lean — the Fiber-specific gotchas ("Fiber uses fasthttp under the hood, not net/http", "Ctx is pooled and reused", "Use c.UserContext() instead of c.Context()") are exactly what Claude does not already know. However, the "Common Commands" section re-teaches basic Go commands ("go test ./... -v -race", "gofmt -w .", "go mod tidy") Claude already knows, and the ~500-line monolith of full application code could be tightened.

3 / 5

Actionability

The scaffold command with exact `go get` lines, project tree, and complete copy-paste-ready Go files (main, router, handlers, auth middleware, DB connect) cover the common cases well. Minor gaps keep it from 5: `github.com/golang-jwt/jwt/v5` is imported but missing from the `go get` list, `config.Load()` is used but `config.go` is never shown, `.env.example` is referenced without contents, and the First Steps reference a `migrations` directory absent from the project structure.

4 / 5

Workflow Clarity

The overall flow is coherent (prerequisites → scaffold → structure → conventions → patterns → First Steps) and "First Steps After Scaffold" ends with an explicit verification ("curl http://localhost:8080/healthz"). It misses 5 because there are no validation checkpoints after the migration step and no error-recovery guidance (e.g., what to do if `migrate` fails or the DB is unreachable).

4 / 5

Progressive Disclosure

Sections are clearly headed and logically ordered, but the skill is a ~500-line monolith with zero reference files: full application code (complete handler CRUD file, router, SQLX alternative, websocket/v3 integration notes) is inlined in SKILL.md when it clearly belongs in `references/` files one level deep.

3 / 5

Total

14

/

20

Passed

Description

66%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A specific, well-targeted description that clearly names the Fiber v2 stack and concrete capability areas, with good natural trigger terms. Its main weakness is the complete absence of "when to use" guidance, which caps completeness and slightly limits trigger usefulness.

Suggestions

Add an explicit trigger clause, e.g. "Use when scaffolding or building Go web APIs, backend services with Fiber, or when the user mentions Fiber, GORM, or Go REST APIs."

Include common synonyms and phrasings users would naturally say, such as "golang", "backend service", or "web server".

Drop the mild buzzword "high-performance" in favor of one more concrete action (e.g., "wire JWT auth, middleware, and database layers").

DimensionReasoningScore

Specificity

The description names several concrete capability areas — "Scaffold and develop high-performance REST APIs", "Fiber v2 web framework", "GORM/SQLX", "Express-inspired routing" — which goes beyond naming just the domain. It falls short of a 5 because the action verbs are only "scaffold" and "develop", giving minor gaps in coverage of what the skill actually does.

4 / 5

Completeness

The "what" is clearly stated (scaffolding and developing REST APIs with Fiber v2, GORM/SQLX), but there is no "Use when..." clause or any equivalent explicit trigger guidance, capping completeness at 3 per the judging guidelines. The "when" is entirely absent rather than weakly implied, so it cannot score 4.

3 / 5

Trigger Term Quality

It includes natural terms users would say when needing this skill: "Fiber", "REST APIs", "Go", "GORM", "SQLX", "Express". A few natural variations are missing, such as "golang", "backend", "web server", or "API server", which prevents a 5.

4 / 5

Distinctiveness Conflict Risk

Naming the specific framework "Fiber v2" alongside "GORM/SQLX" carves out a clear niche with minimal conflict risk against generic skills. There is minor overlap risk with other Go web-framework skills (e.g., Gin or Echo starters), which keeps it below 5.

4 / 5

Total

15

/

20

Passed

Validation

87%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

skill_md_line_count

SKILL.md is long (528 lines); consider splitting into references/ and linking

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

14

/

16

Passed

Repository

achreftlili/deep-dev-skills

Path

backend-go/fiber-project-starter/SKILL.md

Reviewed

Table of Contents

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