SKILLEMALL.ai
GitHub ↗ RU Sign in

BF multi-tenant-saas-architecture

Design and review end-to-end multi-tenant SaaS architectures: tenant and subscription semantics, control and application planes, pooled or isolated tenancy, onboarding, entitlements, metering, billing handoffs, lifecycle, partitioning, and tenant-aware operations. Use when a subscription product needs a coherent tenant model and architecture decision across these seams. Do not use for threat modeling or isolation controls, API contract semantics, data-platform design, backend implementation, migration execution, privacy compliance artifacts, capacity evidence, financial modeling, or infrastructure operations; route those to the named specialist owners.

magnus919/agent-skills Agent Skills author: magnus919 MIT 12 files body ≈ 1 513 tokens Open the sourcegithub.com↗ analyzed 27 h ago

Design and review end-to-end multi-tenant SaaS architectures: tenant and subscription semantics, control and application planes, pooled or isolated tenancy…

As a process F 45/100 · Will not run — References files that are not bundled: ../secure-software-engineering/SKILL.md, ../capacity-and-cost-engineering/SKILL.md, ../financial-modeling/SKILL.md

AnalyzerSecuritySoftware developmentInfrastructuretype 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
B
92/100
safety, quality, tests
Safety 60%
100
Quality 40%
80
Run on models
none yet
Process rating
F
45/100
Will not run
References files that are not bundled: ../secure-software-engineering/SKILL.md, ../capacity-and-cost-engineering/SKILL.md, ../financial-modeling/SKILL.md
Tools and files w 18
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • 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: 11. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: ../secure-software-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../capacity-and-cost-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../financial-modeling/SKILL.md
  • warning missing-ref reference to a missing file: ../platform-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../api-design-and-evolution/SKILL.md
  • warning missing-ref reference to a missing file: ../backend-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../data-architect/SKILL.md
  • warning missing-ref reference to a missing file: ../privacy-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../migration-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../software-architecture/SKILL.md

Process rating: all ten parameters 45/100

Will not run. References files that are not bundled: ../secure-software-engineering/SKILL.md, ../capacity-and-cost-engineering/SKILL.md, ../financial-modeling/SKILL.md
  • 0Tools and files. 10 referenced file(s) missing: ../secure-software-engineering/SKILL.md, ../capacity-and-cost-engineering/SKILL.md, ../financial-modeling/SKILL.md
  • 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
  • 30Running it twice. 3 mutating operations with no state check
  • 50When it triggers. No condition that starts the skill
  • 60Result and completion. Output format stated, no completion criterion
  • 100Steps. 16 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1513 tokens
  • low No test case covers injection arriving through data

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
  • +4No input/output examples
  • +2Single-language instructions
  • +4Description says when NOT to use the skill
  • +3Description length 660: enough signal without eating the budget
  • +4Structure: 7 headings
  • +3Step-by-step instructions: 16 items
  • +3Output format is stated explicitly
  • +4Reference files are cited in the instructions (6 of 6)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 80.