AF dify
Use when managing a self-hosted Dify instance, checking feature feasibility, or orchestrating apps, prompts, datasets, and knowledge-base operations via the dify-manager MCP server.
As a process F 33/100 · Will not run — References files that are not bundled: ../dify-workflow/SKILL.md
ProcedureGitHubAI and agentsInfrastructureData and analyticstype and topics are labelled automatically from the skill text
How to improve
- 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 · 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-refreference to a missing file: ../dify-workflow/SKILL.md
Process rating: all ten parameters 33/100
Will not run. References files that are not bundled: ../dify-workflow/SKILL.md
- 0Tools and files. 1 referenced file(s) missing: ../dify-workflow/SKILL.md
- 0Result and completion. Does not say what the result is
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Progress reporting. Says nothing while it works
- 20When it triggers. No condition that starts the skill
- 30Running it twice. 5 mutating operations with no state check
- 40Consistency. Frontmatter name (dify) differs from the folder (dify-orchestrator)
- 50Failures and branches. 0 branches, has a failure section
- 100Steps. 132 steps
- 100Execution cost. Instruction body is 2975 tokens
- medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- low 15 top-level sections: this looks like several domains in one skill
- low The skill ranks results itself: that belongs to the system behind the tool, not the model
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)
- +3Output format is not stated: the model decides each time
- -4Absolute local paths (C:\Users, /home/…): not portable
- +1No license
- +2Single-language instructions
- +3Description length 181: enough signal without eating the budget
- +4Structure: 32 headings
- +3Step-by-step instructions: 132 items
- +4Has examples (6 code blocks)
- +4Reference files are cited in the instructions (7 of 7)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 78.
External checks
ClawHub: clean
This skill is a disclosed Dify administration helper that can change a self-hosted Dify instance, but the behavior is purpose-aligned and guarded by user checks.
LLM: benign (high) · VirusTotal: · 29 May 2026