SKILLEMALL.ai

BF agent-skills-context-engineering

OpenClaw wrapper for Muratcan Koylan's Agent Skills for Context Engineering. 13 skills covering context optimization, multi-agent patterns, memory systems, tool design, and evaluation frameworks for production AI agents. Auto-read triggers proactively load the right sub-skill during normal operation (compaction, multi-agent spawns, failure recovery, tool building, memory setup).

ClawHub Agent Skills author: levineam v1.2.0 3 files body ≈ 1 183 tokens Open the sourceclawhub.ai analyzed 2 d ago

As a process F 45/100 · Will not run — References files that are not bundled: references/context-engineering-skills/skills/<sub-skill>/SKILL.md

IntegrationGitHubAI and agentstype and topics are labelled automatically from the skill text
JSON
Technical rating
B
86/100
safety, quality, tests
Safety 60%
100
Quality 40%
66
Run on models
none yet
Process rating
F
45/100
Will not run
References files that are not bundled: references/context-engineering-skills/skills/<sub-skill>/SKILL.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
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 · 0

✓ No critical or high findings

Files scanned: 3. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning missing-ref reference to a missing file: references/context-engineering-skills/skills/<sub-skill>/SKILL.md

Process rating: all ten parameters 45/100

Will not run. References files that are not bundled: references/context-engineering-skills/skills/<sub-skill>/SKILL.md
  • 0Tools and files. 1 referenced file(s) missing: references/context-engineering-skills/skills/<sub-skill>/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
  • 100Steps. 5 steps
  • 100Failures and branches. 1 branches, has a failure section
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1183 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)
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +3Description length 381: enough signal without eating the budget
  • +4Structure: 7 headings
  • +3Step-by-step instructions: 5 items
  • +4Has examples (3 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 66.

External checks

ClawHub: suspicious
The skill is a coherent context-engineering helper, but it automatically loads unpinned remote instructions and can add persistent agent auto-triggers to always-loaded config files.
LLM: suspicious (high) · VirusTotal: suspicious · 28 May 2026