Borrowing it
Nothing to install: this file belongs to Peiiii/nextclaw. 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/Peiiii/nextclaw/master/.agents/wiki/skills/process/development-task-telemetry/SKILL.mdgit clone --depth 1 https://github.com/Peiiii/nextclawWrote 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/peiiii/nextclaw/development-task-telemetry)<a href="https://agentmods.dev/skills/peiiii/nextclaw/development-task-telemetry"><img src="https://agentmods.dev/badge/skills/peiiii/nextclaw/development-task-telemetry/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/peiiii/nextclaw/development-task-telemetry"><img src="https://agentmods.dev/badge/skills/peiiii/nextclaw/development-task-telemetry.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 | $0.00044 | $0.01451 |
| Opus 5.5 | $0.00018 | $0.00580 |
| Sonnet 5.5 | $0.00009 | $0.00290 |
| Haiku 4.5 | $0.00004 | $0.00145 |
Grade A, and why
development-task-telemetry 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 1mo 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 — 77 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Development Task Telemetry
定位
作为开发生命周期的只读 observer，声明可移植的任务/阶段边界。NextClaw 完整开发和授权发布默认启用；限定单阶段任务按需启用。只观察 lifecycle 已决定的状态，不改变阶段、返工、完成门或模型路由，不自报 Token 数值。
激活
- 根任务加载本 Skill 后，以
task=start激活；子 Agent 只有拿到父任务传入的 task-id 和当前 phase 后才能用task=join激活。 - marker 必须附着在原本就要发送的进度或最终消息第一物理行，位于
[我严格遵守规则]、[深思模式]等前缀之后；禁止为 marker 新增消息、模型调用或工具调用。 - 只在真实 task / phase 转换时输出；同一阶段的普通进度不重复输出。
- 加载失败时说明
telemetry unavailable并继续开发，不得阻塞任务。 - 触达 marker、解析或默认收尾汇报时，必须运行定向测试，并以真实 rollout 和同一 task-id 复验报告；静态规则检查不能替代。
固定合同
根任务开始：
[flow:<flow>][step:<phase>][nextclaw.dev/v1 task=start id=<task-id> name="<task-name>" type=<task-type> phase=<phase>]
子 Agent 加入：
[nextclaw.dev/v1 task=join id=<task-id> phase=<phase>]
当前线程切换阶段：
[step:<phase>]
子 Agent 离开：
[nextclaw.dev/v1 task=leave id=<task-id> status=<status>]
根任务结束：
[nextclaw.dev/v1 task=end id=<task-id> status=<status>]
字段顺序和拼写固定。flow 为 Lifecycle 已定的 standard、trivial、bugfix；task-type 只允许 feature、bugfix、small-change，不混用；phase 只允许 task-understanding、design、implementation、validation、review、delivery、retrospective；status 只允许 completed、blocked、cancelled、failed。进入新阶段时用原有进度回复首行的 [step:<phase>]，正常进度不重复；返回旧阶段再次标记。若任务启动时 flow 尚未冻结，先省略 [flow:<flow>]，在冻结后首次阶段切换时输出 [flow:<flow>][step:<phase>]。设计审查和实现审查都标 review，具体 mode 在正文说明。
根任务生成一次 dt- 加 8 位小写十六进制 task-id，并在 reopen 时复用。task-name 使用能让人直接识别目标的简短名称，建议 8–30 个字符，最多 64 个字符，不含 "、] 或换行；reopen 时保持原名称和类型。子 Agent 原样复用父任务 ID，禁止自行生成或重新分类。解析器继续兼容缺少 name 或 type 的历史 task=start marker，但新 marker 必须同时提供名称和类型；历史缺失值保持未知，不从自然语言猜测。
每条 assistant 消息首行最多一个机器 marker 和一组匹配的人类可读 flow/step 标记。新任务的 step 必须与机器 marker 阶段一致；后续阶段只需短 step，解析器仍兼容历史机器 phase marker。不要在首行示例、引用、用户内容、工具输出或总结中伪造 marker。
报告中的 current_phase 是根线程最后一次声明的阶段；retrospective_observation=entered 只证明消息宣告进入复盘，不能证明复盘质量或最终判断。已完成任务没有复盘阶段标记时显示 missing；旧任务缺 flow 时为 unknown，不追认其合规。Lifecycle 的完成门仍须核查显式复盘决定与证据。
What ships with it
13 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.
- agents/openai.yaml 244 B
- dashboard/index.html 6.0 KB
- dashboard/task-telemetry-dashboard.css 9.6 KB
- dashboard/task-telemetry-dashboard.js 14 KB runs code
- scripts/lib/codex-rollout-adapter.mjs 4.6 KB runs code
- scripts/lib/task-phase-analyzer.mjs 11 KB runs code
- scripts/lib/task-phase-protocol.mjs 5.3 KB runs code
- scripts/lib/task-phase-report.mjs 5.5 KB runs code
- scripts/lib/task-telemetry-dashboard-server.mjs 11 KB runs code
- scripts/report-task-phase-usage.mjs 6.3 KB runs code
- scripts/report-task-phase-usage.test.mjs 20 KB runs code
- scripts/serve-task-telemetry-dashboard.mjs 5.8 KB runs code
- scripts/serve-task-telemetry-dashboard.test.mjs 6.5 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.
- 1mo ago Changed · +2 lines 855724451c2c
- 1mo ago Changed d1ede21fd6e5
- 2mo ago First seen · 75 lines · 44 tokens per session scan A 2354557df4f5
development-task-telemetry is a skill published in the GitHub repository Peiiii/nextclaw (263 stars, last pushed yesterday), licensed MIT. It adds 44 tokens to every session and 1,451 once invoked, about $0.0002 per session on Opus 5.5. 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.
development-task-telemetry compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| development-task-telemetryPeiiii/nextclaw | Skill | 263 | yesterday | MIT | A | 44 | Codex |
| ha-skill-creatorshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 106 | Claude Code |
| ha-browsershiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 140 | Claude Code |
| ha-logsshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 183 | Claude Code, Codex |
| ha-pet-importshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 109 | Codex |
| ha-skill-installershiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 82 | Claude Code, Codex |
| email-draftshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 46 | Claude Code, Codex |