AutoContext: Context Operator

Not just a health check — a full operator over everything that shapes context. Three layers by action sensitivity:

Layer	Examples	Behavior
Auto-execute	write project memory, update MEMORY.md index	Do it, report path
Confirm-first	edit ~/.claude/CLAUDE.md, edit project CLAUDE.md, overwrite/delete existing memory	Show diff, wait for "yes"
Suggest-only	/fork, /compact, /btw, new session	Print the exact command to paste

The harness owns /fork and /compact; this skill cannot invoke them. But it can do everything else and will.

Auto Mode (via Plugin Hook)

When the lovstudio plugin is enabled, a UserPromptSubmit hook monitors transcript size. Above threshold (40+ entries or 150KB+), it injects a lightweight <auto-context> reminder.

When you see <auto-context>:

Context State	Action
Mostly relevant	Continue, say nothing
Some stale noise	Mentally deprioritize, proceed
Mostly irrelevant	Suggest /fork or /btw with exact command
Near capacity	Suggest /compact or /fork with exact command

Rules:

• 1 sentence max unless acting.
• If context is fine, say nothing.
• Never auto-fork/auto-compact (can't anyway — harness-only).
• Don't mention "AutoContext" unless asked.

Manual Mode (/lovstudio-auto-context [args])

Two call shapes:

A. Bare call — health report + opportunistic memory write

/lovstudio-auto-context

1. Measure — estimate turns, tool calls, distinct topics
2. Assess — healthy / getting noisy / polluted / critical
3. Scan recent turns for unpersisted feedback/preferences — if the user stated a rule or preference earlier in the session that should persist to future conversations (typical trigger phrases: "从今以后", "以后都", "所有 X 应该 Y", "别再", "记住"), and no memory was written, auto-execute: write the memory file + update MEMORY.md. Report the path.
4. Recommend harness actions if needed (/fork, /compact, /btw) with the exact command to paste.

Keep to 3-5 lines unless taking confirm-first actions.

B. With arguments — targeted context operation

/lovstudio-auto-context <free-form instruction>

Parse the instruction and route to the right action class:

Instruction pattern	Action	Sensitivity
"记到全局 / write to global / 加到 ~/.claude/CLAUDE.md"	edit ~/.claude/CLAUDE.md	Confirm-first
"记到项目 / 加到项目 CLAUDE.md"	edit project CLAUDE.md	Confirm-first
"记住 X / 记到 memory"	write project memory	Auto-execute
"忘掉 X / forget X"	remove relevant memory file + index entry	Confirm-first
"该分叉了吗 / should I fork"	evaluate + suggest command	Suggest-only
"压缩一下 / compact"	suggest /compact with exact syntax	Suggest-only

Action: Write Project Memory (auto-execute)

Directory: ~/.claude/projects/<project-slug>/memory/ (already exists; do not mkdir).

Procedure:

1. Pick filename: <type>_<topic>.md (e.g. feedback_output_paths.md).
2. Write with the required frontmatter (name, description, type).
3. For feedback / project types, include **Why:** and **How to apply:** lines.
4. Update MEMORY.md with one-line pointer under 150 chars.
5. Report the absolute + relative path.

Action: Edit Global CLAUDE.md (confirm-first)

Target: ~/.claude/CLAUDE.md.

Procedure:

1. Read the file.
2. Locate the best section for the addition (match existing heading like "输出规范", "网络 / 代理", "Debugging Discipline"; or create a new section if none fits).
3. Show the proposed diff as a fenced block with -/+ lines.
4. Ask: "执行这个修改？(yes/no)"
5. On "yes" → apply via Edit. On anything else → abort, optionally offer to save as project memory instead.

Never skip the diff step. CLAUDE.md is user-authored authoritative config; silent edits erode trust.

Action: Edit Project CLAUDE.md (confirm-first)

Same flow as global, but target is <cwd>/CLAUDE.md (walk up if not at root). Same diff-then-confirm requirement.

Action: Suggest Harness Commands (suggest-only)

Produce the exact string the user should paste, not a description:

context polluted — paste this to fork:
/fork

or

approaching capacity — compact first, then continue:
/compact

Do not wrap in explanations. The command is the deliverable.

What this skill cannot do (be honest about it)

• Invoke /fork, /compact, /btw, /clear, new session — harness-only.
• Edit another agent's transcript.
• Auto-install hooks — use /update-config for that.

If the user asks for one of these, say so and give them the command to paste.

Output convention

Every action that writes a file must echo its absolute + relative path (per project-wide output-paths rule). Applies to memory files, CLAUDE.md edits (show final path), and any derived artifacts.