AC nonprofit
Use for nonprofit and NGO operations — donor management, grant tracking, fundraising campaigns, volunteer coordination, program impact measurement, board governance, event planning, fund accounting, compliance reporting, and stakeholder communications.
As a process C 57/100 · Has gaps — weak spots: result and completion, inputs and preconditions, consistency
ReferenceData and analyticsSecurityFinancetype and topics are labelled automatically from the skill text
How to improve
- The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
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: 2. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
body-longSKILL.md body ≈ 6162 tokens (recommended < 5000); move details to references/
Process rating: all ten parameters 57/100
- 0Result and completion. Does not say what the result is
- 0Inputs and preconditions. Does not say what the process needs to start
- 40Consistency. Frontmatter name (nonprofit) differs from the folder (koompi-nonprofit)
- 50When it triggers. No condition that starts the skill
- 70Failures and branches. 5 branches
- 70Execution cost. Instruction body is 6162 tokens
- 85Steps. 181 steps, 2 vague phrases
- 100Tools and files. No external tools needed
- 100Running it twice. Mutating operations check current state
- 100Progress reporting. Reports progress
- medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- low 13 top-level sections: this looks like several domains in one skill
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
- +1No license
- +2Single-language instructions
- +3Description length 252: enough signal without eating the budget
- +4Structure: 40 headings
- +3Step-by-step instructions: 181 items
- +4Has examples (18 code blocks)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 74.
External checks
ClawHub: clean
This is an instruction-only nonprofit operations skill with no executable code, hidden install behavior, or scanner findings, though it should be used carefully around donor and financial data.
LLM: benign (high) · VirusTotal: · 29 May 2026