SKILLEMALL.ai

AF portable-context-os

Buildable Bring Your Own Context system for AI agents. Use for: creating user-owned or org-owned context vaults, scaffolding typed memory systems, generating MCP-native context layers, building portable bundle workflows, migrating context across runtimes, and auditing long-running agent memory systems.

ClawHub Agent Skills author: Daniel Foo Jun Wei v1.0.2 MIT-0 13 files body ≈ 2 412 tokens Open the sourceclawhub.ai analyzed 4 d ago

As a process F 54/100 · Will not run — References files that are not bundled: templates/context_manifest.yaml, scripts/build_context_bundle.py, scripts/init_context_os.py

ProcedureAI and agentstype and topics are labelled automatically from the skill text
JSON
Technical rating
A
90/100
safety, quality, tests
Safety 60%
100
Quality 40%
75
Run on models
none yet
Process rating
F
54/100
Will not run
References files that are not bundled: templates/context_manifest.yaml, scripts/build_context_bundle.py, scripts/init_context_os.py
Tools and files w 18
0
Inputs and preconditions w 11
0
Consistency w 8
40
the three weakest of ten parameters · all ten

How to improve

  1. 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: 13. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: templates/context_manifest.yaml
  • warning missing-ref reference to a missing file: scripts/build_context_bundle.py
  • warning missing-ref reference to a missing file: scripts/init_context_os.py

Process rating: all ten parameters 54/100

Will not run. References files that are not bundled: templates/context_manifest.yaml, scripts/build_context_bundle.py, scripts/init_context_os.py
  • 0Tools and files. 3 referenced file(s) missing: templates/context_manifest.yaml, scripts/build_context_bundle.py, scripts/init_context_os.py
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 40Consistency. Frontmatter name (portable-context-os) differs from the folder (hot-swap-context)
  • 60Result and completion. Output format stated, no completion criterion
  • 65Failures and branches. 3 branches
  • 70When it triggers. States when to use, but not when not to
  • 100Steps. 68 steps
  • 100Execution cost. Instruction body is 2412 tokens
  • 100Running it twice. Mutating operations check current state
  • 100Progress reporting. Reports progress
  • low 11 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)
  • -4Absolute local paths (C:\Users, /home/…): not portable
  • +1No license
  • +2Single-language instructions
  • +3Description length 303: enough signal without eating the budget
  • +4Structure: 19 headings
  • +3Step-by-step instructions: 68 items
  • +3Output format is stated explicitly
  • +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: 75.

External checks

ClawHub: clean
This is a coherent text-only scaffold for a user-owned context vault and MCP memory server, with disclosed local file creation and memory mutation risks.
LLM: benign (high) · VirusTotal: · 29 May 2026