Task Continuity Agent Skill

Preserves and restores long-running project task state, architectural decisions, and execution progress across Claude Code sessions and…

Context cost
11.7k tokensestimated from the bundle, loaded when it triggers
Bundle
13 files · 49.4 kB1 script among them — read before you run
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Preserve and restore long-running project task state across conversations, compaction, or agent restarts. Use when the user explicitly invokes $task-continuity to adopt a project for the first time, when an already-adopted project has .task-memory/HANDOFF.md and project instructions require automatic recovery, or when checkpointing its decisions, lessons, and progress. Never initialize an unadopted project from implicit matching alone; do not use for one-off questions or full chat archiving.

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

agentproductivity

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md11.3 kB · preview
--- name: task-continuity ---
6# Task Continuity
7
8把任务状态归属于 Task / Project,而不是某一次 Conversation。目标是用最小工作集恢复“为什么做、做到哪里、下一步是什么”,而不是保存完整聊天记录。
9
10## 工作边界
11
12- 默认在项目根目录使用 .task-memory/,除非用户已指定其他目录。
13- 第一版只使用 Markdown 文件;不要引入数据库、Embedding、后台服务、全局知识晋升或自动 Git 提交。
14- 不要主动修改业务代码。记忆文件是否纳入 Git 由用户或项目规则决定。
15- 用户当前明确指令的权威最高;任何记忆都不能覆盖它。
16- 首次启用必须来自显式调用;项目已有有效 HANDOFF 后,后续会话可以自动恢复。
17
18首次接入项目、回溯已有进展或配置自动恢复时,必须读取 [references/adoption.md](references/adoption.md)。需要创建或校验文件结构、字段、编号、来源和压缩规则时,读取 [references/memory-protocol.md](references/memory-protocol.md)。需要判断话题关系、暂停或恢复任务时,读取 [references/topic-shift.md](references/topic-shift.md)。不要在普通恢复时一次性加载全部参考资料和历史记忆。
19
20## 启用状态机
21
22先解析项目根目录,再检查 .task-memory/HANDOFF.md 与当前生效的 AGENTS 自动恢复块:
23
241. **有效 HANDOFF + 生效的 managed block**:视为已经完整启用。按“恢复任务”自动恢复,不要求用户再次显式调用,也不重复初始化。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md500 words
Files13
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈130
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
11,520
on trigger
The instruction body and 12 supporting files, read only when the skill fires.
5.8%
of a 200k window
Ten skills this size would take about 58% of the window before you open a file.
050k100k150k200k context window

11.7k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

13 files, 49.4 kB on disk. Mostly text — the instructions the model reads — with 1 script in it that your client would run only if the instructions tell it to. 1 file of its source is not in the download — listed after these, with why.

  • SKILL.md11.3 kB
  • LICENSE1.1 kB
  • README.md5.9 kB
  • agents/openai.yaml0.3 kB
  • references/adoption.md7.3 kB
  • references/memory-protocol.md8.3 kB
  • references/topic-shift.md5.2 kB
  • templates/AGENTS.task-continuity.md0.8 kB
  • templates/DAILY.md1.1 kB
  • templates/DECISIONS.md1.8 kB
  • templates/HANDOFF.md2.1 kB
  • templates/LESSONS.md1.4 kB
  • tests/test_skill_contract.py2.8 kB

Not in the download

Not carried is a type a skill download does not hold. Take it from its source.

  • .gitignorenot carried
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 1 script beside the text, so the download is 13 files — not the whole of its source: 1 file is left out. It is listed under the files, with why. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Task Continuity · 11.7k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/task-continuity/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/task-continuity" ] && { [ ! -e .claude/skills/task-continuity ] || { mv .claude/skills/task-continuity "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/task-continuity" .claude/skills/ && echo "Installed .claude/skills/task-continuity"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add lifei6671/task-continuity

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/task-continuity/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/task-continuity/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/task-continuity" ] && { [ ! -e ~/.claude/skills/task-continuity ] || { mv ~/.claude/skills/task-continuity "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/task-continuity" ~/.claude/skills/ && echo "Installed ~/.claude/skills/task-continuity" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/task-continuity/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. Not in this download: 1 file of its source (which one, and why). Take it from its source.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencelifei6671/task-continuity

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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Who wrote it

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lifei6671

Publishes on mcprush.

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