Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add boshu2/agentops --skill using-flywheelgit clone --depth 1 https://github.com/boshu2/agentopsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/boshu2/agentops/using-flywheel)<a href="https://agentmods.dev/skills/boshu2/agentops/using-flywheel"><img src="https://agentmods.dev/badge/skills/boshu2/agentops/using-flywheel/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/boshu2/agentops/using-flywheel"><img src="https://agentmods.dev/badge/skills/boshu2/agentops/using-flywheel.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Agent Snooping · line 76 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00043 | $0.01212 |
| Opus 5 | $0.00022 | $0.00606 |
| Sonnet 5 | $0.00009 | $0.00242 |
| Haiku 4.5 | $0.00004 | $0.00121 |
Grade B, and why
using-flywheel scanned grade B with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Enumerates other installed skillsmediumAgent snooping
Other skills' SKILL.md files reveal prompts, capabilities and secrets that should be invisible to peers.
ls ~/.claude/skills/validate ~/.codex/skills/validate 2>/dev/null Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
final verification; a single-curl install on a dedicated Ubuntu VPS), then How it starts
The opening of the file, as written. The whole thing — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Using the Agentic Coding Flywheel
Use the Flywheel only when the caller explicitly selects it. Treat it as a replaceable execution adapter, not a correctness or completion boundary. The adapter cannot select AgentOps semantics, issue a binding verdict, or turn factory completion into delivery or validation proof.
Insight: a factory's own completion signals — closed beads, converged agents, a quiet swarm — measure that its machinery finished, not that the result is semantically correct. This skill exists to prevent the failure mode of reporting Flywheel convergence as an AgentOps PASS.
Choose the factory first
AgentOps supports two external software-factory runtimes: Gas City (using-gc) and the Agentic Coding Flywheel. Use this skill only for the Flywheel. AgentOps supplies skills and evidence contracts to either factory; it does not wrap one factory in the other, and it owns no formulas, roles, or orchestration inside either.
What the Flywheel is
Jeffrey Emanuel's free, open-source stack that turns a dedicated VPS into a supervised multi-agent factory: Claude Code, Codex CLI, and Antigravity CLI as worker runtimes, coordinated through NTM (orchestration), Agent Mail (coordination and file reservations), Beads/BV (task graph), and the wider Flywheel toolset. Its methodology is planning-first: decompose work into beads, run agent swarms against them, and detect convergence between agent outputs.
Not for: single-session local work (use the default one-agent loop), Gas City cities (use using-gc), or as a verdict source.
Inputs
- An explicit caller selection of the Flywheel as the factory.
- A provisioned Flywheel host, or authorization to provision one via the upstream wizard.
- The caller-owned work intent (beads or a decomposable goal).
Procedure
- Provision with the upstream wizard at
agent-flywheel.com (OS selection through
final verification; a single-curl install on a dedicated Ubuntu VPS), then
run its
onboardtutorial once. AgentOps does not fork, pin, or mirror the Flywheel stack; upstream owns its installer and versions. - Make AgentOps skills visible to each worker runtime the Flywheel drives (Claude Code, Codex CLI, Antigravity CLI), using the install paths in the repository README. Verify per runtime:
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago First seen · 116 lines · 43 tokens per session scan B 03c8e225f1f1
using-flywheel is a skill published in the GitHub repository boshu2/agentops (434 stars, last pushed today), licensed Apache-2.0. It adds 43 tokens to every session and 1,212 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it B with 2 findings (enumerates other installed skills, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
drift-detect
Use when the user says "plan drift", asks whether the roadmap, plans, or docs still match the code, or is deciding what to rebuild when restarting a stalled project. For doc-vs-code drift inside a specific diff, use sync-docs.
github-backlog-triage
Use when the user invokes backlog triage for a GitHub repo's open issues and PRs. Not for proactive triage, non-GitHub trackers, or single bug issues: use github-bug-report-triage.
setup-repo-skills
Use when the user wants one-time repository setup for tracker, triage labels, and domain conventions. Not for ongoing triage, issue creation, or multi-repo setup.
git-history-analysis
Use when the user asks about recent engineering work, what the team is working on, planning or roadmap material, or an explicitly requested Slack summary. Not for remote or irreversible changes.
atomic-issues-prs
Use when the user says "atomic PRs" or requests one issue or PR per logical change. Don't use for single-change pushes or uncommitted change-sets.
graph-backbone
Use when defining, revising, or gate-replanning the project structural backbone in project-root graph.yaml; produces a validated approved revision preserving immutable topology and additive metadata. Not for remote, credential, publish, deploy, or irreversible changes.