Context Checkpoint Agent Skill

Refresh or inspect a structured task checkpoint for a long Codex task before handoff, phase change, resume, or repeated compaction.

Context cost
1.2k tokensestimated from the bundle, loaded when it triggers
Bundle
2 files · 4.8 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Refresh or inspect a structured task checkpoint for a long Codex task before handoff, phase change, resume, or repeated compaction. Use only when semantic state recovery is worth an extra model pass; routine compaction is handled by deterministic hooks and native compaction.

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.

productivity

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.md4.5 kB · preview
--- name: context-checkpoint ---
6# Context Checkpoint
7
8Use this skill only for a semantic refresh. The hooks already capture transcript deltas and workspace state without model tokens.
9
101. Resolve this skill directory, then set the runner to ../../hooks/context-checkpoint.cjs.
112. Run node <runner> sessions. Use its selector for the current root task or agent and pass --thread-id <selector> to every following command; if the current thread cannot be identified, stop rather than guessing.
123. Run node <runner> status --thread-id <selector>. Stop when it reports no complete checkpoint. If semantic_backlog_complete is false, stop for missing/corrupt history or delta evidence and report the reason. For delta_skipped-too-large only, report the explicit mechanical gap and continue only to establish a manual baseline from the live task; do not claim the missing bytes were reviewed.
134. Run node <runner> show --thread-id <selector>. When the backlog is complete and current semantics are insufficient, inspect only the unseen_delta_paths named by status; reset deltas supersede older paths, and retention preserves every generation newer than the current semantic_generation.
145. Reconcile the live task into this exact JSON shape:
15 - goal: one non-empty current goal, not an earlier formulation; maximum 200 characters.
16 - next_actions: one to three executable next actions; maximum 80 characters per item.
17 - acceptance_criteria, constraints, decisions, current_progress, negative_knowledge, and open_questions: zero to three concise strings each; maximum 80 characters per item. Leave constraints or acceptance criteria empty when none are known.
18 - Every stored string is single-line and contains non-whitespace text.
19 - Keep every field within the limits above; do not apply a separate aggregate byte limit.
20 - **Unknown stays unknown.** Preserve continuation-critical uncertainty in open_questions; never infer missing facts, requirements, results, paths, identifiers, thresholds, or acceptance criteria.
21 - **Literals stay literal.** Within the schema bounds, copy execution-critical paths, symbols, commands, IDs, versions, numeric thresholds, limits, hashes, error codes, and explicit negations verbatim.
22 - **Polarity stays intact.** Preserve the scope of negative_knowledge; keep do not, must not, failed, not run, not verified, not validated, and unsupported negative.
23 - Keep runtime completion separate from result validation. Record passed, accepted, or verified only when the live evidence establishes it.
24 - Preserve failed approaches only as negative_knowledge; drop raw logs and exact repetition. Omit a decision, error, plan, assumption, or question only when later evidence explicitly marks it superseded, obsolete, or resolved; never infer that from similar wording.
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md599 words
Files2
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.

≈80
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,120
on trigger
The instruction body and 1 supporting file, read only when the skill fires.
0.60%
of a 200k window
Ten skills this size would take about 6% of the window before you open a file.
050k100k150k200k context window

1.2k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

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

2 files, 4.8 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md4.5 kB
  • agents/openai.yaml0.3 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 2 files you can review in full before installing. 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.

# Context Checkpoint · 1.2k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/context-checkpoint/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/context-checkpoint" ] && { [ ! -e .claude/skills/context-checkpoint ] || { mv .claude/skills/context-checkpoint "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/context-checkpoint" .claude/skills/ && echo "Installed .claude/skills/context-checkpoint"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add wcf778/context-checkpoint

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/context-checkpoint/ 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/context-checkpoint/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/context-checkpoint" ] && { [ ! -e ~/.claude/skills/context-checkpoint ] || { mv ~/.claude/skills/context-checkpoint "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/context-checkpoint" ~/.claude/skills/ && echo "Installed ~/.claude/skills/context-checkpoint" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/context-checkpoint/ 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.

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
Referencewcf778/context-checkpoint

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

WC
wcf778

Publishes on mcprush.

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