AF alibabacloud-odps-maxframe-coding
Use this skill for MaxFrame SDK development and documentation navigation on Alibaba Cloud MaxCompute (ODPS). Helps answer MaxFrame API, concept, official example, and supported pandas API questions; create data processing programs; read/write MaxCompute tables; debug jobs (remote or local); and build custom DPE runtime images. Trigger when users mention MaxFrame, MaxCompute with MaxFrame, ODPS table processing, DPE runtime, MaxFrame docs/examples, DataFrame/Tensor operations, or GPU runtime setup. Works for both English and Chinese queries about Alibaba Cloud data processing with MaxFrame.
As a process F 50/100 · Will not run — References files that are not bundled: scripts/lookup_operator.py, references/maxframe-client-docs/user_guide/, references/maxframe-client-docs/user_guide/dataframe/supported_pd_apis.md
How to improve
- The text references files that are not there: add them or drop the references.
- 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: 80. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
missing-refreference to a missing file: scripts/lookup_operator.py - warning
missing-refreference to a missing file: references/maxframe-client-docs/user_guide/ - warning
missing-refreference to a missing file: references/maxframe-client-docs/user_guide/dataframe/supported_pd_apis.md - warning
missing-refreference to a missing file: references/practical-guides/ - warning
missing-refreference to a missing file: references/runtime-image-guides/ - warning
missing-refreference to a missing file: references/remote-debug-guide.md - warning
missing-refreference to a missing file: references/runtime-image-guides/README.md - warning
missing-refreference to a missing file: references/operators-and-modules/operator-selector.md - warning
missing-refreference to a missing file: assets/examples/*.py
Process rating: all ten parameters 50/100
- 0Tools and files. 9 referenced file(s) missing: scripts/lookup_operator.py, references/maxframe-client-docs/user_guide/, references/maxframe-client-docs/user_guide/dataframe/supported_pd_apis.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
- 30Running it twice. 15 mutating operations with no state check
- 70Execution cost. Instruction body is 4997 tokens
- 100Steps. 117 steps
- 100When it triggers. States when to use and when not to
- 100Failures and branches. 7 branches, has a failure section
- 100Consistency. Name and required fields are in place
- medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- low 16 top-level sections: this looks like several domains in one skill
- low The response is described with custom markup (13 tags): a typed call is more reliable
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
- +2Single-language instructions
- +3Description length 596: enough signal without eating the budget
- +4Structure: 41 headings
- +3Step-by-step instructions: 117 items
- +4Has examples (9 code blocks)
- +4Reference files are cited in the instructions (2 of 3)
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 77.