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 pioneerdotai/pioneer --skill runtime-diagnosticsgit clone --depth 1 https://github.com/pioneerdotai/pioneerWrote 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/pioneerdotai/pioneer/runtime-diagnostics)<a href="https://agentmods.dev/skills/pioneerdotai/pioneer/runtime-diagnostics"><img src="https://agentmods.dev/badge/skills/pioneerdotai/pioneer/runtime-diagnostics/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/pioneerdotai/pioneer/runtime-diagnostics"><img src="https://agentmods.dev/badge/skills/pioneerdotai/pioneer/runtime-diagnostics.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00049 | $0.01227 |
| Opus 5.5 | $0.00020 | $0.00491 |
| Sonnet 5.5 | $0.00010 | $0.00245 |
| Haiku 4.5 | $0.00005 | $0.00123 |
Grade A, and why
runtime-diagnostics scanned grade A with 0 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 today.
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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 97 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Pioneer Runtime Diagnostics
Find which process consumes resources, what work initiated it, where it waits,
and which functions run during the problem. Use the existing pioneer diagnostics
commands and telemetry before proposing new instrumentation or changing code.
Protect the session that is doing the investigation
The investigating agent may run inside the Gateway, desktop, or a child of the
process it is investigating. Treat that dependency as present unless verified
otherwise. Never stop, restart, replace, upgrade, or relaunch those processes
from the agent's tools. Do not run pioneer stop, pioneer start,
gateway-service, launch-memory, service-manager mutations, quit commands, or
signals against them. Do not stop their containers, remote hosts, or supervisors.
A detached shell, background task, or subagent does not make a restart safe.
Snapshot, bundle, symbol download/validation, and a bounded native attach capture can usually run autonomously under an authorized diagnostic request. Preserve the user's telemetry preference and OS attach permissions. If a restart is required, prepare the complete user handoff in references/restart-memory.md: exact paths and commands, what to reproduce, when to stop, how to restore ordinary launch, and how to continue this investigation. The user executes that handoff from a terminal outside Pioneer. Do not execute its restart blocks yourself.
Four capabilities
- Process resources and identity: one run/build identity; CPU and OS memory/IO snapshots for the target and registered children, with freshness and coverage.
- Native CPU and memory captures: bounded on-demand profiles, manifests, private artifacts, and exact Mach-O UUID / ELF build ID / PE GUID+age symbols.
- Work ownership: parent/linked work, trigger, attempt, executor and available trace/span context carried across instrumented execution boundaries.
- Live diagnosis: active work and waits, queue accounting, database pool state, runtime/foreground responsiveness, export health and bounded prehistory.
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- today First seen · 97 lines · 49 tokens per session scan A fa57a69645b7
runtime-diagnostics is a skill published in the GitHub repository pioneerdotai/pioneer (22 stars, last pushed today), licensed MIT. It adds 49 tokens to every session and 1,227 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-23.
Other skills, from other repositories
post-rollback-diagnose
On-demand diagnózis egy sikertelen frissítés + auto-rollback után. A dashboard "Frissítés diagnózisa" gombja indítja (opt-in). NEM cron-vezérelt.
log-troubleshooting
Investigate and troubleshoot daemon logs at /.comis/logs/. Covers NDJSON log format, Pino level codes, field dictionary, and staged analysis strategies for efficient troubleshooting of large log files. Use this skill whenever the user asks about logs, errors, warnings, daemon issues, slow operations, debugging daemon…
channel-plugin-duplicate-socket
Marveen flottában új channel plugin (slack-channel, telegram, stb.) telepítésekor a user-szintű /.claude/settings.json enabledPlugins minden agent-nek loadolja a plugin server-t, és ha az egy Socket Mode connection-t nyit (Slack), akkor TÖBB agent egyszerre nyit ugyanazon a workspace-en kapcsolatot. Akkor használd, ha…
coolify-diagnose
Investigate Coolify application, server, or fleet-wide issues. Use when triaging errors, health checks, or scan results.
coolify-incident
Triage and respond to Coolify incidents with diagnose, logs, restart, and emergency actions. Use when production is down or degraded.
cortex-snippets
Use when installing, running, or adapting reusable Labby Code Mode snippets for Cortex incidents, session search, topology, reports, troubleshooting, service diagnostics, or assessment evidence. Use using-cortex for an ordinary single Cortex tool call.