aide-orchestrator-awareness SKILL.md skillA
aide-orchestrator-awareness from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/aide-orchestrator-awareness@git:20260826.8da8b03Pins git:20260826.8da8b03 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-orchestrator-awareness/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260826.8da8b03, committed Aug 26, 2026
- Size
- 4,502 bytes
- Repository stars
- 53
- License
- Apache-2.0
Orchestrator awareness layer — the situation engine that knows THIS machine (hardware probe, backend capabilities), THIS model pool (benchmarks, quants, contexts), THIS task (family, size, risk), and turns that into model recommendations with expected tok/s, quant advice, and developer monitoring surfaces (speed, TTFT, context fill, RAM/VRAM, egress, ship outcomes). Also governs Training Room v2 UX upgrades. Use when building recommendation engines, monitoring dashboards, benchmark…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Orchestrator Awareness — The Situation Engine
Vision (operator, 2026-08-25): AIDE itself understands its own context —
hardware, models, tasks — and ADVISES: which model, which quant, what speed to
expect, what to monitor, how to fine-tune better. Funding thesis: the IDE that
can MEASURE and EXPLAIN its own AI assistance wins the trust the market lacks
(GitKraken: 84% feel productive, 20% can prove it).
## Situation Object (the orchestrator's senses)
Computed once per boot + refreshed on events; exposed at GET /api/orch/context:
```
{
hardware: { ramFree, ramTotal, vramTotal, vramFree, gpu, backendCaps },
engines: [{ id, name, backend, quant, ctxServed, tokPerSecBench, trusted }],
profiles: { delegation, formatOnSave, lastIntent },
activity: { egressLast24h, shipsCount, reworkCount, avgOutcomeLatencyMs },
battery: { lastRunAt, delta }
}
```
Sources already shipped: probeHardware (30s cache), --list-devices capability
cache, profile sidecars, served-ctx probe, egress.log, ships.log, battery
JSONs. NEW code = aggregation + scoring only.
## Recommendation Engine (model + quant + speed)
Scoring for "task T on machine M": candidate = installed OR catalog GGUF;
…Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-orchestrator-awareness@sha256:0e449c2f6d82af1dThe line at the top of this page pins the label git:20260826.8da8b03, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_e7wohws23au75zap)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 26, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4502 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_e7wohws23au75zap GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-orchestrator-awareness GET https://markdownregistry.com/api/v1/blob/0e449c2f6d82af1da3e44ab6bffb07b82a27ec3e1e2f5c21e507f93cb90fc8cd
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.