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DF deploying-scalable-agents

(no description)

microsoft/ai-agents-for-beginners Agent Skills author: microsoft MIT 1 file body ≈ 2 280 tokens Open the sourcegithub.com↗ analyzed 6 d ago

Активируйте это умение, когда учащийся хочет: Производственный агент — это в основном операционный скелет вокруг модели (~80%),

As a process F 33/100 · No process to follow — References files that are not bundled: ../../../16-deploying-scalable-agents/README.md, ../../../16-deploying-scalable-agents/code_samples/16-python-agent-framework.ipynb, ../../../../../.github/workflows/smoke-test.yml

ProcedureGitHubAzureAI and agentsInfrastructuretype and topics are labelled automatically from the skill text
Runs in: Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) OpenClaw Goose OpenCode
JSON
Technical rating
D
66/100
safety, quality, tests
Safety 60%
95
Quality 40%
23
Run on models
none yet
Process rating
F
33/100
No process to follow
References files that are not bundled: ../../../16-deploying-scalable-agents/README.md, ../../../16-deploying-scalable-agents/code_samples/16-python-agent-framework.ipynb, ../../../../../.github/workflows/smoke-test.yml
Tools and files w 18
0
Result and completion w 14
0
When it triggers w 12
0
the three weakest of ten parameters · all ten

What is at stake

Medium-severity findings: the skill is probably honest, but read what alarmed the scanner.

Obfuscation medium severity

Below is the worst case for this category. The finding here is medium: the guard saw a sign, not a proof.

If you install

The files contain invisible characters, encoded commands or comments hidden from readers but visible to the model. What you read differs from what the agent sees.

For the author

Remove invisible characters (they usually sneak in through copy-paste) and encoded strings: no catalog will pass them. Instructions for the model must be readable by a human too.

How to improve

  1. Add a description to the frontmatter: without it the skill never triggers.
  2. The text references files that are not there: add them or drop the references.
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
  • medium Obfuscation uni-mixed-script-word SKILL.md:73
    Word mixing Latin and Cyrillic letters (homoglyph obfuscation) (1 occurrence)
    с каталогом в [`tests/`](../../../tests/README.md). Запускатель POSTит каждый

Files scanned: 1. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • error description-missing SKILL.md: no `description` — the skill can never trigger
  • warning missing-ref reference to a missing file: ../../../16-deploying-scalable-agents/README.md
  • warning missing-ref reference to a missing file: ../../../16-deploying-scalable-agents/code_samples/16-python-agent-framework.ipynb
  • warning missing-ref reference to a missing file: ../../../../../.github/workflows/smoke-test.yml
  • warning missing-ref reference to a missing file: ../../../tests/README.md

Process rating: all ten parameters 33/100

Will not run. References files that are not bundled: ../../../16-deploying-scalable-agents/README.md, ../../../16-deploying-scalable-agents/code_samples/16-python-agent-framework.ipynb, ../../../../../.github/workflows/smoke-test.yml
  • 0Tools and files. 4 referenced file(s) missing: ../../../16-deploying-scalable-agents/README.md, ../../../16-deploying-scalable-agents/code_samples/16-python-agent-framework.ipynb, ../../../../../.github/workflows/smoke-test.yml
  • 0Result and completion. Does not say what the result is
  • 0When it triggers. No condition that starts the skill
  • 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
  • 100Steps. 23 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 2280 tokens
  • 100Running it twice. Mutating operations check current state

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 0: 120–800 characters recommended
  • +3Output format is not stated: the model decides each time
  • +4No input/output examples
  • +4Structure: 10 headings
  • +3Step-by-step instructions: 23 items
  • +1License stated
  • +2Bilingual instructions (RU + EN)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 23.