SKILLEMALL.ai

AB senior-backend

Production-grade backend development. Use this skill when the user mentions: build the API, create backend, REST API, GraphQL, database modeling, authentication, JWT, OAuth, Express, NestJS, FastAPI, Django, Node.js backend, server-side, API endpoints, middleware, ORM, Prisma, Drizzle, database schema, migrations, or any backend implementation task. Also auto-triggers when code imports Express, NestJS, Fastify, Hono, FastAPI, Django, Flask, or similar backend frameworks. Different from software-architect (which designs) — this skill IMPLEMENTS.

ClawHub Agent Skills author: Emerson Braun v1.0.0 MIT-0 4 files body ≈ 1 488 tokens Open the sourceclawhub.ai analyzed 4 d ago

As a process B 66/100 · Nearly there — weak spots: inputs and preconditions, failures and branches, consistency

IntegrationSoftware developmenttype and topics are labelled automatically from the skill text
JSON
Technical rating
A
96/100
safety, quality, tests
Safety 60%
100
Quality 40%
91
Run on models
none yet
Process rating
B
66/100
Nearly there
Inputs and preconditions w 11
0
Failures and branches w 10
0
Running it twice w 4
30
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 · 0

    ✓ No critical or high findings

    Files scanned: 4. 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 66/100

    • 0Inputs and preconditions. Does not say what the process needs to start
    • 0Failures and branches. Linear process with no failure handling
    • 30Running it twice. 8 mutating operations with no state check
    • 40Consistency. Frontmatter name (senior-backend) differs from the folder (eb-senior-backend)
    • 60Result and completion. Output format stated, no completion criterion
    • 100Tools and files. No external tools needed
    • 100Steps. 18 steps
    • 100When it triggers. States when to use and when not to
    • 100Execution cost. Instruction body is 1488 tokens
    • 100Progress reporting. Reports progress
    • 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

    • +5Description has no quoted example phrases that should trigger the skill
    • +4Description does not say when NOT to use the skill (false activations)
    • +1No license
    • +2Single-language instructions
    • +3Description length 550: enough signal without eating the budget
    • +4Structure: 16 headings
    • +3Step-by-step instructions: 18 items
    • +3Output format is stated explicitly
    • +4Has examples (8 code blocks)
    • +4Reference files are cited in the instructions (2 of 2)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 91.

    External checks

    ClawHub: clean
    This is a backend-coding guidance skill with broad activation wording, but it is instruction-only and does not show hidden execution, data collection, or destructive behavior.
    LLM: benign (high) · VirusTotal: · 29 May 2026