SKILLEMALL.ai

AB fullstack-developer

Acts as a complete full-stack software developer that designs and builds production applications end-to-end by following the Software Development Lifecycle (SDLC). Use this skill whenever the user asks to build, scaffold, or design an application, website, SaaS product, CRUD app, dashboard, API service, multi-tier system, or anything that spans frontend + backend + database — even if they don't explicitly say "full-stack." Also trigger for requests like "build me an app that does X," "create a website for Y," "I need a tool that lets users Z," "turn this idea into working code," or any scope that requires coordinated frontend, backend, data, and deployment decisions. Covers React/Next.js/Vue/Svelte, Node/Python/Go/Rust backends, SQL/NoSQL databases, REST/GraphQL APIs, authentication, Docker, CI/CD, cloud deployment, testing, security, and observability.

ClawHub Agent Skills author: azeem-akram v1.0.0 MIT-0 12 files body ≈ 2 599 tokens Open the sourceclawhub.ai analyzed 2 d ago

As a process B 68/100 · Nearly there — weak spots: inputs and preconditions, consistency, progress reporting

GeneratorDockerSoftware developmentInfrastructuretype and topics are labelled automatically from the skill text
JSON
Technical rating
A
95/100
safety, quality, tests
Safety 60%
99
Quality 40%
89
Run on models
none yet
Process rating
B
68/100
Nearly there
Inputs and preconditions w 11
0
Progress reporting w 2
0
Consistency w 8
40
the three weakest of ten parameters · all ten

How to improve

    For the model run — optional
    • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
    • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

    Guard findings · 1

    ✓ No critical or high findings

    Medium and low: 1
    • low Risky intent intent-offensive-security references/security-checklist.md:20
      Offensive-security / dual-use content (legitimate for authorised testing; review intended use)
      - [ ] Direct object references (`/orders/{id}`) verify the authed user can access that specific object. (IDOR is the #1 bug class on bug bounty platforms.)

    Files scanned: 12. Evidence is masked. Grey chips explain why severity was lowered.

    Against the Agent Skills spec

    ✓ No remarks against the Agent Skills spec

    Process rating: all ten parameters 68/100

    • 0Inputs and preconditions. Does not say what the process needs to start
    • 0Progress reporting. Says nothing while it works
    • 40Consistency. Frontmatter name (fullstack-developer) differs from the folder (claw-fullstack-developer)
    • 60Tools and files. Uses tools (python, node) that frontmatter does not declare
    • 70When it triggers. States when to use, but not when not to
    • 70Failures and branches. 7 branches
    • 100Steps. 59 steps
    • 100Result and completion. Output format and completion criterion are stated
    • 100Execution cost. Instruction body is 2599 tokens
    • 100Running it twice. Mutating operations check current state
    • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

    Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

    Quality signals

    • +4Description does not say when NOT to use the skill (false activations)
    • +3Description length 865: 120–800 characters recommended
    • +4No input/output examples
    • +1No license
    • +2Single-language instructions
    • +5Description quotes 5 example trigger phrases
    • +4Structure: 14 headings
    • +3Step-by-step instructions: 59 items
    • +3Output format is stated explicitly
    • +4Reference files are cited in the instructions (10 of 10)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 89.

    External checks

    ClawHub: clean
    The skill is a broad full-stack engineering guide, but its behavior is disclosed and aligned with building web applications.
    LLM: benign (medium) · VirusTotal: · 29 May 2026