bytedance/agentkit-samples is a collection of examples and tutorials for Volcengine AgentKit, an AI-agent development platform for building, deploying, and operating agent applications. Developers use the samples to learn agent creation, multi-agent collaboration, memory, retrieval, MCP integrations, media generation, customer service, and other workflows. The catalogue skills provide agent workflows based on these examples.
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 bytedance/agentkit-samples --skill byted-volcengine-vmpgit clone --depth 1 https://github.com/bytedance/agentkit-samplesWrote 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/bytedance/agentkit-samples/byted-volcengine-vmp)<a href="https://agentmods.dev/skills/bytedance/agentkit-samples/byted-volcengine-vmp"><img src="https://agentmods.dev/badge/skills/bytedance/agentkit-samples/byted-volcengine-vmp.svg" alt="Measured on agentmods" 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 | $0.00038 | $0.01281 |
| Opus 5 | $0.00019 | $0.00641 |
| Sonnet 5 | $0.00008 | $0.00256 |
| Haiku 4.5 | $0.00004 | $0.00128 |
Grade A, and why
byted-volcengine-vmp 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 3d 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 — 198 lines — stays where its author put it; the contents beside it link to each section on GitHub.
火山引擎托管 Prometheus (VMP) 管理 Skill
这个 Skill 用于查询和管理火山引擎的托管 Prometheus (VMP) 工作区，以及查询 Prometheus 指标数据。
何时使用此 Skill
当用户要求：
- 查询 VMP 工作区列表
- 查看工作区详细信息
- 查询 Prometheus 指标数据（PromQL 查询）
- 查询指标名称和标签
前置要求
需要安装火山引擎 Python SDK
pip install --upgrade "volcengine-python-sdk>=5.0.21"
认证配置
推荐在 ~/.openclaw/workspace/.env 中配置：
VOLCENGINE_AK=your_access_key
VOLCENGINE_SK=your_secret_key
VOLCENGINE_REGION=cn-beijing
也可以通过环境变量设置：
export VOLCENGINE_AK=your_access_key
export VOLCENGINE_SK=your_secret_key
export VOLCENGINE_REGION=cn-beijing
认证读取优先级如下：
- 进程环境变量
--env-path指定的.env- 默认
.env：~/.openclaw/workspace/.env
支持的主要功能
1. 工作区管理
- 查询工作区列表
2. Metrics 查询（新增）
- 即时查询 - 使用 PromQL 查询单个时间点的指标
- 范围查询 - 使用 PromQL 查询时间范围的指标
- 查询指标名称 - 查询工作区中的所有指标名称
- 查询指标标签 - 查询指定指标的所有标签
💡 提示: 常用的火山方舟 PromQL 告警查询可参考 references/README.md 文件，里面包含 15 个常用的监控告警查询语句！
使用示例
查询 VMP 工作区列表
python /root/.openclaw/workspace/skills/byted-volcengine-vmp/scripts/list_workspaces.py
即时查询 Metrics（PromQL）
# 查询当前时间的 CPU 使用率
python /root/.openclaw/workspace/skills/byted-volcengine-vmp/scripts/query_metrics.py \
--workspace-id <workspace-id> \
--query "sum(rate(container_cpu_usage_seconds_total[5m]))"
范围查询 Metrics（时间范围）
# 查询最近 1 小时的 CPU 使用率
python /root/.openclaw/workspace/skills/byted-volcengine-vmp/scripts/query_range_metrics.py \
--workspace-id <workspace-id> \
--query "sum(rate(container_cpu_usage_seconds_total[5m]))" \
--start "2026-04-06T20:00:00+08:00" \
--end "2026-04-06T21:00:00+08:00"
查询指标名称列表
# 查询工作区中的所有指标名称
python /root/.openclaw/workspace/skills/byted-volcengine-vmp/scripts/get_metric_names.py \
--workspace-id <workspace-id>
# 带匹配条件查询
python /root/.openclaw/workspace/skills/byted-volcengine-vmp/scripts/get_metric_names.py \
--workspace-id <workspace-id> \
--match '{job=~"kubelet"}'
查询指标标签列表
# 查询指定指标的所有标签
python /root/.openclaw/workspace/skills/byted-volcengine-vmp/scripts/get_metric_labels.py \
--workspace-id <workspace-id> \
--metric-name up
What ships with it
14 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/README.md 6.5 KB
- scripts/__init__.py 37 B runs code
- scripts/_bootstrap.py 799 B runs code
- scripts/cli_common.py 3.5 KB runs code
- scripts/config.py 2.8 KB runs code
- scripts/get_metric_labels.py 573 B runs code
- scripts/get_metric_names.py 563 B runs code
- scripts/list_workspaces.py 541 B runs code
- scripts/models.py 2.0 KB runs code
- scripts/query_metrics.py 580 B runs code
- scripts/query_range_metrics.py 618 B runs code
- scripts/sign.py 7.9 KB runs code
- scripts/utils.py 3.2 KB runs code
- scripts/vmp_client.py 14 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.
- 3d ago First seen · 198 lines · 38 tokens per session scan A e2c1208f511b
byted-volcengine-vmp is a skill published in the GitHub repository bytedance/agentkit-samples (449 stars, last pushed 2d ago), licensed Apache-2.0. It adds 38 tokens to every session and 1,281 once invoked, about $0.0002 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 2026-09-03.
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