Borrowing it
Nothing to install: this file belongs to maoxx241/vllm-ascend-workspace. 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/maoxx241/vllm-ascend-workspace/main/.agents/skills/session-management/SKILL.mdgit clone --depth 1 https://github.com/maoxx241/vllm-ascend-workspaceWrote 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/maoxx241/vllm-ascend-workspace/session-management)<a href="https://agentmods.dev/skills/maoxx241/vllm-ascend-workspace/session-management"><img src="https://agentmods.dev/badge/skills/maoxx241/vllm-ascend-workspace/session-management/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/maoxx241/vllm-ascend-workspace/session-management"><img src="https://agentmods.dev/badge/skills/maoxx241/vllm-ascend-workspace/session-management.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 | $0.00062 | $0.02982 |
| Opus 5 | $0.00031 | $0.01491 |
| Sonnet 5 | $0.00012 | $0.00596 |
| Haiku 4.5 | $0.00006 | $0.00298 |
Grade A, and why
session-management 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 6d 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 — 193 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Session Management
Local task identity and native clients
For the task-facing mode, use remote-dev's vaws_session, vaws_run,
vaws_execution and vaws_finish tools. The native adapter supplies
context_file; the user should not have to manage it. Configure once using
.agents/scripts/vaws_client_setup.py --client <client> --project <actual-repo>
(preview, then --apply after reviewing the changes). This does not grant
client trust or authentication. See lifecycle and client setup.
- A new user-created native session creates a new VAWS task, even in the same cwd.
- Native resume continues the same native attachment and VAWS task.
- Spawned children inherit through a native parent id or explicit
VAWS_PARENT_CONTEXT; a user-authorized new peer usesVAWS_ATTACH_CONTEXT. Never infer association from cwd, branch, chat text, or newest transcript. - Bind the actual repository worktrees with
vaws_session(sources=...). Create repository worktrees with native Git tools only when code isolation is needed; never make another scaffold/submodule copy just to get a task id. - With no remote configuration, identity/source binding/native local tools
remain available.
vaws_runis the first operation that contacts the fleet. vaws_runmaterializes a pinned source snapshot into an exclusive prepared runtime, then queues/activates a host lease and starts a supervised job. It does not create containers, install dependencies or compile on a cache miss.- Closing a native session only detaches it. Explicit task finish stops owned jobs, waits for process/device release, and preserves local worktrees.
The native hook and managed-job additions require separate regression and real-client acceptance; the earlier two-card pool probe is not their evidence.
Legacy container-bound sessions
When .vaws-local/workspace-identity.json contains a unified alias, new
session container names inherit the base machine namespace. Session records
also snapshot agent_id and alias for cooperative attribution. Existing
session/container names are never rewritten after an alias change.
What ships with it
19 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.
- references/acceptance.md 11 KB
- references/behavior.md 12 KB
- references/command-recipes.md 7.3 KB
- scripts/npu_coordination.py 15 KB runs code
- scripts/session_create.py 33 KB runs code
- scripts/session_diff.py 5.7 KB runs code
- scripts/session_gc.py 9.0 KB runs code
- scripts/session_group.py 17 KB runs code
- scripts/session_list.py 2.2 KB runs code
- scripts/session_remove.py 10 KB runs code
- scripts/session_status.py 5.7 KB runs code
- tests/test_agent_sessions.py 18 KB runs code
- tests/test_npu_coordination.py 17 KB runs code
- tests/test_session_create_probes.py 4.8 KB runs code
- tests/test_session_group.py 11 KB runs code
- tests/test_session_lookup.py 2.0 KB runs code
- tests/test_session_remove.py 9.5 KB runs code
- tests/test_session_reuse.py 7.3 KB runs code
- tests/test_session_visibility.py 5.3 KB runs code
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.
- 6d ago Changed · +66 lines · -35 tokens per session f8eb6572171f
- 10d ago First seen · 127 lines · 97 tokens per session scan A db5b21e620dc
session-management is a skill published in the GitHub repository maoxx241/vllm-ascend-workspace (36 stars, last pushed 6d ago), licensed MIT. It adds 62 tokens to every session and 2,982 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.
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