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 agentmods add agents/zanel1u/cloud-cli-proxy/gsd-debug-session-managergit clone --depth 1 https://github.com/ZaneL1u/cloud-cli-proxyWhat 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 | $0.00061 | $0.02332 |
| Opus 5 | $0.00030 | $0.01166 |
| Sonnet 5 | $0.00012 | $0.00466 |
| Haiku 4.5 | $0.00006 | $0.00233 |
Grade A, and why
gsd-debug-session-manager 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 yesterday.
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.
The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
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.
- yesterday First seen · 315 lines · 61 tokens per session scan A 5c05d0e946a3
gsd-debug-session-manager is an agent published in the GitHub repository ZaneL1u/cloud-cli-proxy (57 stars, last pushed 1mo ago), with no licence file. It adds 61 tokens to every session and 2,332 once invoked, about $0.0003 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 2026-08-30.
Other agents, from other repositories
NOTICE
Agent "NOTICE" from binaricat/Netcatty, covering agent icons, originally authored for netcatty, from lobehub/lobe-icons (mit), from factory vs code extension and from opencode.
PROJECT_MAP
Agent "PROJECT_MAP" from zyqzyq/Unfour, covering projectmap.md, top-level directory structure, frontend packages, @unfour/ui (packages/ui) and @unfour/command-client (packages/command-client).
EXECUTION_PROTOCOL
Default execution workflow for AI coding agents working on implementation or documentation tasks in this repository.
CHECKPOINT_REFRESH
Use this procedure to refresh repository progress documents after several completed task batches or after significant cross-layer changes.
START_HERE
This is the stable repository onboarding entrypoint for AI coding tools working in Unfour. Use it to choose the smallest useful context set before touching files.
NEXT_STEPS
Agent "NEXT_STEPS" from zyqzyq/Unfour, covering next steps, recommended: release gate and preparation and completed.