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AF virtual-intelligent-dev-team

Bounded work-loop router for complex software tasks. Routes to the smallest defensible workflow with one semantic lead from 8 specialists (Java Virtuoso, Sentinel Architect, Technical Trinity, Code Audit Council, Git Workflow Guardian, World-Class Product Architect, Data Pipeline Guardian, API Contract Sentinel), attaches copilots only when useful, asks intent-confirmation for fuzzy ideas, and closes with verifiable evidence.

ClawHub Agent Skills author: 大痴小乙 v0.1.2 MIT-0 80 files body ≈ 4 582 tokens Open the sourceclawhub.ai↗ analyzed 2 d ago

Bounded work-loop router for complex software tasks.

As a process F 60/100 · Will not run — References files that are not bundled: references/mode-selection-protocol.md, references/subagent-exec-guide.md, references/playbook-index.md

ProcedureSoftware developmenttype 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
A
92/100
safety, quality, tests
Safety 60%
100
Quality 40%
79
Run on models
none yet
Process rating
F
60/100
Will not run
References files that are not bundled: references/mode-selection-protocol.md, references/subagent-exec-guide.md, references/playbook-index.md
Tools and files w 18
0
Inputs and preconditions w 11
0
When it triggers w 12
20
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
  • 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: 66. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: references/mode-selection-protocol.md
  • warning missing-ref reference to a missing file: references/subagent-exec-guide.md
  • warning missing-ref reference to a missing file: references/playbook-index.md
  • warning missing-ref reference to a missing file: references/tooling-command-index.md
  • warning missing-ref reference to a missing file: references/observability-protocol.md
  • warning missing-ref reference to a missing file: references/runtime-routing-rules.md
  • warning missing-ref reference to a missing file: references/workflow-bundles.md
  • warning missing-ref reference to a missing file: references/team-engine-lite-protocol.md
  • warning missing-ref reference to a missing file: references/verifier-extraction-guide.md
  • warning missing-ref reference to a missing file: references/decision-log.schema.json
  • warning missing-ref reference to a missing file: references/routing-rules.json
  • warning missing-ref reference to a missing file: scripts/check_harness_health.py
  • warning missing-ref reference to a missing file: scripts/inspect_decision_log.py
  • warning missing-ref reference to a missing file: scripts/emit_telemetry.py
  • warning missing-ref reference to a missing file: scripts/run_stress_scenarios.py
  • warning missing-ref reference to a missing file: references/language-profiles.yaml
  • note frontmatter-key unknown frontmatter key "archetype"

Process rating: all ten parameters 60/100

Will not run. References files that are not bundled: references/mode-selection-protocol.md, references/subagent-exec-guide.md, references/playbook-index.md
  • 0Tools and files. 16 referenced file(s) missing: references/mode-selection-protocol.md, references/subagent-exec-guide.md, references/playbook-index.md
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 20When it triggers. No condition that starts the skill
  • 70Execution cost. Instruction body is 4582 tokens
  • 100Steps. 113 steps
  • 100Result and completion. Output format and completion criterion are stated
  • 100Failures and branches. 7 branches, has a failure section
  • 100Consistency. Name and required fields are in place
  • 100Running it twice. Mutating operations check current state
  • 100Progress reporting. Reports progress
  • low 14 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)
  • +2Single-language instructions
  • +3Description length 429: enough signal without eating the budget
  • +4Structure: 19 headings
  • +3Step-by-step instructions: 113 items
  • +3Output format is stated explicitly
  • +4Has examples (2 code blocks)
  • +4Reference files are cited in the instructions (3 of 11)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 79.

External checks

ClawHub: suspicious
This skill is a disclosed software workflow router, but it also includes automation paths that can run shell commands and mutate repository files, so it should be reviewed before installation.
LLM: suspicious (high) · 8 Aug 2026