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BF MetaClaw

Generischer Skill für Memory-Management, Hybrid Retrieval und Skill Evolution mit PluginEval Integration

ClawHub Agent Skills author: Donmeusi v1.0.0 MIT-0 8 files · 2 scripts body ≈ 1 813 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

As a process F 46/100 · Will not run — References files that are not bundled: scripts/memory-digest-enhanced.sh

IntegrationInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw 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) Goose OpenCode
JSON
Technical rating
B
80/100
safety, quality, tests
Safety 60%
97
Quality 40%
54
Run on models
none yet
Process rating
F
46/100
Will not run
References files that are not bundled: scripts/memory-digest-enhanced.sh
Tools and files w 18
0
Inputs and preconditions w 11
0
Progress reporting w 2
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. 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 · 3

✓ No critical or high findings

Medium and low: 3
  • low Dangerous commands cmd-cron-mention README.md:186
    Mentions editing / listing crontab
    # crontab -e
  • low Dangerous commands cmd-cron-mention SKILL.md:146
    Mentions editing / listing crontab
    # crontab -e
  • low Dangerous commands cmd-cron-mention SKILL.md:257
    Mentions editing / listing crontab
    # crontab -e

Files scanned: 8. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning name-format name should be kebab-case (lowercase letters, digits, hyphens)
  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning missing-ref reference to a missing file: scripts/memory-digest-enhanced.sh

Process rating: all ten parameters 46/100

Will not run. References files that are not bundled: scripts/memory-digest-enhanced.sh
  • 0Tools and files. 1 referenced file(s) missing: scripts/memory-digest-enhanced.sh
  • 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. 1 mutating operations with no state check
  • 50Failures and branches. 0 branches, has a failure section
  • 60Result and completion. Output format stated, no completion criterion
  • 100Steps. 24 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1813 tokens
  • 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)
  • +3Description length 104: 120–800 characters recommended
  • -4Absolute local paths (C:\Users, /home/…): not portable
  • -31 of 5 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +4Structure: 34 headings
  • +3Step-by-step instructions: 24 items
  • +3Output format is stated explicitly
  • +4Has examples (16 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 54.

External checks

ClawHub: clean
MetaClaw is a coherent local memory-management skill, but it should be used carefully because it can read and overwrite local memory files and can send session content to a local Ollama service.
LLM: benign (medium) · VirusTotal: · 29 May 2026