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 aiappsgbb/awesome-gbb --skill ghcp-hosted-agentsgit clone --depth 1 https://github.com/aiappsgbb/awesome-gbbWrote 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/aiappsgbb/awesome-gbb/ghcp-hosted-agents)<a href="https://agentmods.dev/skills/aiappsgbb/awesome-gbb/ghcp-hosted-agents"><img src="https://agentmods.dev/badge/skills/aiappsgbb/awesome-gbb/ghcp-hosted-agents/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/aiappsgbb/awesome-gbb/ghcp-hosted-agents"><img src="https://agentmods.dev/badge/skills/aiappsgbb/awesome-gbb/ghcp-hosted-agents.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, 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 Excessive Agency · line 119 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Excessive Agency · line 285 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 | $0.00166 | $0.10234 |
| Opus 5 | $0.00083 | $0.05117 |
| Sonnet 5 | $0.00033 | $0.02047 |
| Haiku 4.5 | $0.00017 | $0.01023 |
Grade A, and why
ghcp-hosted-agents scanned grade A with 1 finding 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 10d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
### Via curl or the reference script (advanced/optional) How it starts
The opening of the file, as written. The whole thing — 825 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GHCP SDK Hosted Agents on Foundry
Deploy Foundry hosted agents using the GitHub Copilot SDK with BYOK
(Bring Your Own Key) authentication. No GITHUB_TOKEN required. Uses the
Invocations protocol (GA, version 2.0.0) with SSE streaming for
unlimited tool-loop duration.
GA migration (v2.0.0). This skill now uses the unified single-file
azure.yamldeploy shape shared withfoundry-hosted-agents— the old two-fileagent.yaml+ separately-wiredazure.yamlcontract, the remote-build/manualservices:wiring, and the tenant-ID-env deploy hook are all retired. See § "azure.yaml (unified GA deployment)" and § "Identity & RBAC for hosted agents" below.RBAC correction (v2.0.9). Real model inference requires granting the hosted-agent instance identity the
Foundry Userrole at BOTH the Foundry account and project scopes before invoking. The earlier "no agent role assignment needed" claim was validated only against an upstream echo agent that never called a real model, so it silently returned HTTP 401 on live inference. See § "Identity & RBAC for hosted agents".
When to Use GHCP SDK Instead of MAF
| Consideration | MAF | GHCP SDK |
|---|---|---|
| Auth | DefaultAzureCredential → FoundryChatClient |
BYOK: DefaultAzureCredential → bearer token |
| Protocol | Responses API (request/response) | Invocations (SSE streaming) |
| Tool loop limit | ~120s (Foundry gateway timeout) | ♾️ (SSE keeps connection alive) |
| Per-query overhead | Low (1-3 internal turns) | High (20-34 internal tool calls per query) |
| Skill discovery | SkillsProvider.from_paths() (recommended) OR inline concat (legacy) |
SkillsProvider (default) |
| Custom tools | @tool decorator |
Not supported (use MCP servers instead) |
| Toolbox | MCPStreamableHTTPTool (was client.get_toolbox(), removed 1.3.0) |
Not directly available |
| Maturity | Production-proven | Validated (identical eval scores) |
What ships with it
7 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.
- 10d ago First seen · 825 lines · 166 tokens per session scan A 9d2f8136de76
ghcp-hosted-agents is a skill published in the GitHub repository aiappsgbb/awesome-gbb (5 stars, last pushed 3d ago), licensed MIT. It adds 166 tokens to every session and 10,234 once invoked, about $0.0008 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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