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/skills/development-task-understanding/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-understanding)<a href="https://agentmods.dev/skills/peiiii/nextclaw/development-task-understanding"><img src="https://agentmods.dev/badge/skills/peiiii/nextclaw/development-task-understanding/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-understanding"><img src="https://agentmods.dev/badge/skills/peiiii/nextclaw/development-task-understanding.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 | $0.00065 | $0.01582 |
| Opus 5.5 | $0.00026 | $0.00633 |
| Sonnet 5.5 | $0.00013 | $0.00316 |
| Haiku 4.5 | $0.00006 | $0.00158 |
Grade A, and why
development-task-understanding 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 29d 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 — 79 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Development Task Understanding
目标
回答“用户要解决什么,系统实际怎样”。沿用户指出的入口取证,不凭文件名、局部调用或截图外推,也不从愿景、使用信号或市场发明需求;相邻机会只记为范围外。
进入
标准开发任务轻量进入;明确要求调查、完整链路、复杂调试或根因,或局部证据不足时正式展开。
先冻结:
- 用户或系统可观察问题;
- 最小完整结果及其必要链路;
- 任务类型、flow 分类依据、Design/文档建议;
bugfix另含复现层级与修后判定; - 期望行为和成功条件;用户任务给出“角色/起点 → 当前操作 → 可见结果”的现状链路,标出断点与未知,不用技术调用链替代,也不在理解阶段设计新交互;
- 范围、非目标和约束;
- 当前已知事实、假设和未知项;保存用户预期与共识来源,区分明确要求、已确认选择与 AI 推断,沉默不作确认;
- 最近 owner、影响面和 L0-L4 风险。
- 技术决策状态:沿用、用户指定或待选型。新项目、技术栈替换及新增影响运行/部署的关键依赖须识别选型需求,记录目标环境、已有约束和未知项,交由设计解决;普通小改沿用现有栈并简述依据,不重选。
大型交付在依赖输入展开设计/实现前,将原始输入与约束整理到 docs/logs/ 的本任务日志:短内容用“原始输入与约束”章节,多材料或需独立引用时拆日期前缀文件并从日志链接。其它需留痕或跨轮复用的任务沿用此落点,小改动不强制建日志。记录原话/原型/附件的位置与版本、用户要求及材料用途,区分必须遵循、参考、AI 推断与待定;不能把功能原型自动降为样式参考。读取相关原件后提炼,不能仅凭 AI 摘要;原件缺失标明未知,只暂停依赖它的决策。
涉及框架、协议或通用抽象时,先用真实场景证明零改动闭环;能成立就不改。只有可复现、无法由业务或 adapter 承接且阻断当前结果的共同缺口才升级;未来可能和“更通用”不算证据。
调查顺序
- 明确判断对象和会改变的下一步决策。
- 读取对象本体,记录它实际产生、保存、转换或消费的事实。
- 查调用方、被调用方、同类入口和规范事实源,记录现有能力与复用依据;未检索不算不存在。
- 沿最近完整链路核对
producer -> owner/state -> boundary -> consumer。 - 扫同 owner 或责任链的同类问题,但不无界扩张到全仓库。
- 区分已确认事实、合理假设和仍需验证的未知项。
- 判断路径是否显然,或存在会改变结果、owner、复杂度或验证的真实设计空间。
使用可复用知识时核对来源、版本/环境和有效性;设计决定不等于已经实现,历史成功不证明当前状态。维护事实或出现资料冲突时读取事实知识合同。
Bug 复现门
bugfix 默认复现,必须选择 reproduce 或 skip-reproduction:
- 根因、违约边界或修后判定任一不确定时,选择
reproduce,用命中同一违约点的最低成本复现。 - 仅当直接证据锁定根因和边界且有贴近风险的修后验证时,才选择
skip-reproduction,并记录依据和替代验证。 - 时间、环境和 Token 只影响复现层级,不降低证明门槛。
reproduce 保留失败入口、输入和指标供 Validation 复验;skip-reproduction 披露没有修前基线。复现不新增 phase。
按失效机制选最低充分层级:纯逻辑用单元、协作边界用集成、时序/环境/用户状态用真实链路。偶发或无法安全重现时先收集现场日志、追踪和状态;根因未锁定保持调查,不能把环境受限写成复现成功。紧急缓解不等于根因修复。
每次新增调查必须改变一个设计、实现或验证决策;已确认且未变化的长文件、日志和命令输出不得重读。
外部协议按端点和操作取证,不从单个成功端点外推。有状态机制分别核对触发、输入、替换、持久化/恢复、重试和测试;registry/catalog 投影对照 canonical 来源。
条件方法
What ships with it
4 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.
- 29d ago Changed · +1 lines 12d5a70500a3
- 1mo ago Changed · +2 lines dfcbdb5050d1
- 1mo ago Changed 4c09fd71754d
- 1mo ago Changed 483f130a0e4c
- 1mo ago Changed · +1 lines 893148ae5b04
- 1mo ago Changed 64a5f92e5469
- 1mo ago Changed · +4 lines de330d9b72be
- 2mo ago First seen · 71 lines · 65 tokens per session scan A 7c2a383ff465
development-task-understanding is a skill published in the GitHub repository Peiiii/nextclaw (263 stars, last pushed yesterday), licensed MIT. It adds 65 tokens to every session and 1,582 once invoked, about $0.0003 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-understanding compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| development-task-understandingPeiiii/nextclaw | Skill | 263 | yesterday | MIT | A | 65 | 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 |