BF self-evolving-blueprint
Build a self-evolving memory & learning system for your AI assistant on OpenClaw — 三层记忆架构 + 自进化体系 + 模板文件
Build a self-evolving memory & learning system for your AI assistant on OpenClaw — 三层记忆架构 + 自进化体系 + 模板文件
As a process F 35/100 · Will not run — References files that are not bundled: assets/templates/USER.md.template, assets/templates/MEMORY.md.template, assets/templates/AGENTS.md.template
What is at stake
Medium-severity findings: the skill is probably honest, but read what alarmed the scanner.
Below is the worst case for this category. The finding here is medium: the guard saw a sign, not a proof.
The skill asks for more than the task needs: broad tool access, credential environment variables, binaries. Every extra permission widens the damage from a mistake or a compromise.
Narrow allowed-tools and the variable list to the minimum; replace binaries with readable sources or scripts.
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
- 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 · 1
✓ No critical or high findings
Medium and low: 1
-
medium Broad scope
meta-agent-memory-dumpassets/templates/MEMORY.mdAgent memory / workspace files bundled with the skill (2) — likely a workspace dump with personal data or tokensassets/templates/MEMORY.md, assets/templates/USER.md
Files scanned: 10. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
description-no-whendescription does not say WHEN to use the skill (no "use when") - warning
missing-refreference to a missing file: assets/templates/USER.md.template - warning
missing-refreference to a missing file: assets/templates/MEMORY.md.template - warning
missing-refreference to a missing file: assets/templates/AGENTS.md.template - warning
missing-refreference to a missing file: assets/templates/Mistakes-v2.md.template - warning
missing-refreference to a missing file: assets/templates/Habits-v2.md.template
Process rating: all ten parameters 35/100
- 0Tools and files. 5 referenced file(s) missing: assets/templates/USER.md.template, assets/templates/MEMORY.md.template, assets/templates/AGENTS.md.template
- 0Result and completion. Does not say what the result is
- 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
- 20When it triggers. No condition that starts the skill
- 100Steps. 18 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 816 tokens
- 100Running it twice. No mutating operations
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 104: 120–800 characters recommended
- +3Output format is not stated: the model decides each time
- +1No license
- +2Single-language instructions
- +4Structure: 9 headings
- +3Step-by-step instructions: 18 items
- +4Has examples (3 code blocks)
- +4Reference files are cited in the instructions (3 of 3)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 61.