SKILLEMALL.ai

AC building-mcp-servers

Use when building a new MCP server in TypeScript, Python, or C# that exposes tools to LLMs.

ClawHub Agent Skills author: Afonso Dutra Nogueira Filho v1.0.4 MIT-0 8 files body ≈ 3 466 tokens Open the sourceclawhub.ai analyzed 2 d ago

Create MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools.

As a process C 50/100 · Has gaps — weak spots: when it triggers, inputs and preconditions, failures and branches

GeneratorGitHubAI and agentstype and topics are labelled automatically from the skill text
JSON
Technical rating
A
95/100
safety, quality, tests
Safety 60%
100
Quality 40%
87
Run on models
none yet
Process rating
C
50/100
Has gaps
Inputs and preconditions w 11
0
Failures and branches w 10
0
Progress reporting w 2
0
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: 8. 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 50/100

    • 0Inputs and preconditions. Does not say what the process needs to start
    • 0Failures and branches. Linear process with no failure handling
    • 0Progress reporting. Says nothing while it works
    • 20When it triggers. No condition that starts the skill
    • 30Running it twice. 9 mutating operations with no state check
    • 60Tools and files. Uses tools (bash, web, python, node) that frontmatter does not declare
    • 60Result and completion. Output format stated, no completion criterion
    • 85Steps. 117 steps, 3 vague phrases
    • 100Consistency. Name and required fields are in place
    • 100Execution cost. Instruction body is 3466 tokens
    • 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)
    • +3Description length 91: 120–800 characters recommended
    • -219 emoji in the instructions: noise for the model
    • +2Single-language instructions
    • +4Structure: 37 headings
    • +3Step-by-step instructions: 117 items
    • +3Output format is stated explicitly
    • +4Has examples (2 code blocks)
    • +4Reference files are cited in the instructions (7 of 7)
    • +1License stated

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 87.

    External checks

    ClawHub: suspicious
    This appears to be a legitimate MCP server guide, but several copyable examples contain unsafe defaults that could expose servers, files, or credentials if reused directly.
    LLM: suspicious (high) · 11 Sept 2026