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BF agent-production-operations

Operate an evaluated agent with tools and authority in production through a runtime control plane covering versioning, staged rollout, fallback, cost and latency budgets, tool health, human escalation, disablement, and trace-to-eval feedback. Do not use for building agents, designing evals, or general release, SRE, security, or platform engineering — those methods stay with their specialist skills.

magnus919/agent-skills Agent Skills author: magnus919 MIT 12 files body ≈ 3 900 tokens Open the sourcegithub.com↗ analyzed 27 h ago

Operate an evaluated agent with tools and authority in production through a runtime control plane covering versioning, staged rollout, fallback, cost and…

As a process F 54/100 · Will not run — References files that are not bundled: ../agent-evals-and-observability/SKILL.md, ../release-engineering/SKILL.md, ../site-reliability-engineering/SKILL.md

AnalyzerAI and agentstype and topics are labelled automatically from the skill text
Runs in: 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) OpenClaw Goose OpenCode
JSON
Technical rating
B
91/100
safety, quality, tests
Safety 60%
100
Quality 40%
77
Run on models
none yet
Process rating
F
54/100
Will not run
References files that are not bundled: ../agent-evals-and-observability/SKILL.md, ../release-engineering/SKILL.md, ../site-reliability-engineering/SKILL.md
Tools and files w 18
0
Running it twice w 4
30
Result and completion w 14
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
  • 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: 11. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: ../agent-evals-and-observability/SKILL.md
  • warning missing-ref reference to a missing file: ../release-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../site-reliability-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../secure-software-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../platform-engineering/SKILL.md
  • warning missing-ref reference to a missing file: ../production-readiness/SKILL.md
  • warning missing-ref reference to a missing file: ../incident-learning/SKILL.md
  • warning missing-ref reference to a missing file: ../privacy-engineering/SKILL.md

Process rating: all ten parameters 54/100

Will not run. References files that are not bundled: ../agent-evals-and-observability/SKILL.md, ../release-engineering/SKILL.md, ../site-reliability-engineering/SKILL.md
  • 0Tools and files. 8 referenced file(s) missing: ../agent-evals-and-observability/SKILL.md, ../release-engineering/SKILL.md, ../site-reliability-engineering/SKILL.md
  • 30Running it twice. 3 mutating operations with no state check
  • 40Result and completion. Does not say what the result is
  • 50When it triggers. No condition that starts the skill
  • 50Failures and branches. 0 branches, has a failure section
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 85Steps. 73 steps, 1 vague phrases
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 3900 tokens
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

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
  • +3Output format is not stated: the model decides each time
  • +4No input/output examples
  • +2Single-language instructions
  • +4Description says when NOT to use the skill
  • +3Description length 401: enough signal without eating the budget
  • +4Structure: 16 headings
  • +3Step-by-step instructions: 73 items
  • +4Reference files are cited in the instructions (6 of 6)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 77.