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 GuitarAlchemist/ga --skill aspire-orchestrationgit clone --depth 1 https://github.com/GuitarAlchemist/gaWrote 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/guitaralchemist/ga/aspire-orchestration)<a href="https://agentmods.dev/skills/guitaralchemist/ga/aspire-orchestration"><img src="https://agentmods.dev/badge/skills/guitaralchemist/ga/aspire-orchestration/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/guitaralchemist/ga/aspire-orchestration"><img src="https://agentmods.dev/badge/skills/guitaralchemist/ga/aspire-orchestration.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 | $0.00115 | $0.01918 |
| Opus 5 | $0.00057 | $0.00959 |
| Sonnet 5 | $0.00023 | $0.00384 |
| Haiku 4.5 | $0.00012 | $0.00192 |
Grade A, and why
aspire-orchestration 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 12d 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 — 119 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Aspire Orchestration
Use this skill when you need to add a service to the AppHost, debug why something fails to start, understand how connection strings flow, or explain the topology to someone new.
What Aspire owns in this repo
AllProjects.AppHost/Program.cs is the single source of truth for how the GA backend stack runs locally. Aspire builds a DistributedApplication that orchestrates every service Guitar Alchemist needs — infrastructure containers, .NET projects, the React frontend, the MCP server, and Python sidecars — and exposes the Aspire dashboard at https://localhost:15001 for live status, logs, traces, and resource URLs.
The dashboard is the canonical place to discover ports, follow logs, and trigger restarts. Don't hardcode service URLs in client code or skill docs — read them from the dashboard or the configuration injected at runtime.
Service inventory (current)
| Resource | Kind | Notes |
|---|---|---|
redis |
container | Redis + RedisCommander UI; data volume ga-redis-data |
falkordb |
container | Redis-compatible graph DB for Graphiti; port 6380 (avoids conflict with Docker/WSL Redis on 6379); volume ga-falkordb-data |
mongodb |
container | MongoDB + MongoExpress UI; volume ga-mongodb-data; database guitar-alchemist |
graphiti-service |
Python container | Temporal knowledge graph; port 8000; bound to mongoDatabase + falkordb |
hand-pose-service |
Python container | MediaPipe hand pose; port 8081 |
sound-bank-service |
Python container | MusicGen-based sound gen; port 8082; bound to redis + mongoDatabase; sample volume ga-sound-samples |
music-theory-service |
.NET project | Microservice (port 7001 in launchSettings) |
gaapi |
.NET project | YARP API gateway; references mongoDatabase, redis, musicTheoryService |
scenes-service |
.NET project | GLB scene builder; references mongoDatabase |
floor-manager |
.NET project | BSP dungeon floor viewer |
ga-mcp-server |
.NET project | MCP server; references mongoDatabase, redis |
ga-client |
NPM app | React/Vite frontend; HTTP port 5173 (PORT env) |
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.
- 12d ago First seen · 119 lines · 115 tokens per session scan A 1882d58c8414
aspire-orchestration is a skill published in the GitHub repository GuitarAlchemist/ga (2 stars, last pushed today), licensed MIT. It adds 115 tokens to every session and 1,918 once invoked, about $0.0006 per session on Opus 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 2026-08-31.
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