Borrowing it
Nothing to install: this file belongs to tweakoz/orkid. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/tweakoz/orkid/develop/.claude/skills/orkcore-subsystem/SKILL.mdgit clone --depth 1 https://github.com/tweakoz/orkidWrote 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/tweakoz/orkid/orkcore-subsystem)<a href="https://agentmods.dev/skills/tweakoz/orkid/orkcore-subsystem"><img src="https://agentmods.dev/badge/skills/tweakoz/orkid/orkcore-subsystem/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/tweakoz/orkid/orkcore-subsystem"><img src="https://agentmods.dev/badge/skills/tweakoz/orkid/orkcore-subsystem.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00053 | $0.00995 |
| Opus 5.5 | $0.00021 | $0.00398 |
| Sonnet 5.5 | $0.00011 | $0.00199 |
| Haiku 4.5 | $0.00005 | $0.00100 |
Grade A, and why
orkcore-subsystem 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 2mo 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.
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 — 115 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Orkid Subsystem Framework Reference
When answering questions about subsystem management in orkid, consult these files.
Key Files
| Component | Location |
|---|---|
| Subsystem Base | ork.core/inc/ork/application/subsystem.h |
| Subsystem Impl | ork.core/src/application/subsystem.cpp |
| OPQ Subsystem | ork.core/inc/ork/application/subsystem_opq.h |
| Core Subsystem | ork.core/inc/ork/application/subsystem_core.h |
| Catalog Subsystem | ork.core/inc/ork/application/subsystem_catalog.h |
| GPU Subsystem | ork.lev2/inc/ork/lev2/subsystem_gpu.h |
| Audio Subsystem | ork.lev2/inc/ork/lev2/subsystem_audio.h |
| Lev2 Subsystem | ork.lev2/inc/ork/lev2/subsystem_lev2.h |
| Application (registry) | ork.core/inc/ork/application/application.h |
| Python Bindings | ork.core/pyext/pyext_application.cpp |
| Tests | ork.core/pyext/tests/test_subsystem.py |
| Ordering Tests | ork.core/tests/test_subsystem_ordering.py |
Architecture Overview
Subsystem Lifecycle (FSM-Based)
UNINITIALIZED → INITIALIZING → READY
↓ (error)
ERROR
READY → SHUTTING_DOWN → TERMINATED
Each state is an FSM LambdaState — subsystem factories override _onenter callbacks.
Factory Functions
createOpqSubsystem() — OPQ task queue lifecycle
createCoreSubsystem() — Core orkid runtime (depends on OPQ)
createCatalogSubsystem() — Asset catalog (depends on OPQ)
createGpuSubsystem() — GPU context (depends on CORE)
createAudioSubsystem() — Audio device (depends on GPU)
createLev2Subsystem() — Meta-service: signals when GPU+Audio ready
Dependency Graph
OPQ (no deps)
├── CATALOG (depends on OPQ)
└── CORE (depends on OPQ, optionally CATALOG)
└── GPU (depends on CORE, requires "main" thread)
└── AUDIO (depends on GPU)
└── LEV2 (depends on GPU, optionally AUDIO)
Wave-Based Initialization
- Build waves via topological sort of dependencies
- Each wave: subsystems with all deps satisfied
- Within a wave: respect thread affinity
requires_thread = "main"→ serialize on caller threadrequires_thread = ""→ parallel threads
- Wait for wave completion before next wave
- Circular dependency detection (asserts)
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.
- 2mo ago First seen · 115 lines · 53 tokens per session scan A f9deca43c298
orkcore-subsystem is a skill published in the GitHub repository tweakoz/orkid (35 stars, last pushed 2mo ago), licensed MIT. It adds 53 tokens to every session and 995 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 2026-09-01.
orkcore-subsystem compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| orkcore-subsystemtweakoz/orkid | Skill | 35 | 2mo ago | MIT | A | 53 | Claude Code |
| unity-pipelineAlex-Rachel/TEngine | Skill | 2.4k | 16d ago | MIT | A | 97 | Claude Code |
| dart-verify-simdartsim/dart | Skill | 1.2k | yesterday | BSD-2-Clause | A | 32 | Claude Code, Codex |
| metasoundskevinpbuckley/VibeUE | Skill | 812 | 2d ago | MIT | A | 63 | Claude Code, Codex |
| dart-model-upgradedartsim/dart | Skill | 1.2k | yesterday | BSD-2-Clause | A | 42 | Claude Code |
| html-to-uguiAlex-Rachel/TEngine | Skill | 2.4k | 16d ago | MIT | A | 75 | Codex |
| luban-devAlex-Rachel/TEngine | Skill | 2.4k | 16d ago | MIT | A | 62 | Codex |