How do I install the Operation Tracker skill?

Run npx skillmds add majiayu000/operation-tracker in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Operation Tracker safe to use?

This skill has not completed SkillMD's automated safety review yet. Capability flags: docs only. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Operation Tracker?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Operation Tracker free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Operation Tracker?

majiayu000 (@majiayu000) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Operation Tracker by majiayu000 — Agent Skill

Name: Operation Tracker
Rating: 4.2 (5 reviews)
Author: majiayu000

Operation Tracker

Maintain awareness of operation counts across the conversation to prevent cumulative context exhaustion. Use when you notice multiple operations accumulating or when working on iterative tasks across turns.

majiayu000 b4d9ae7 2 files · 8.8 KB Updated Sep 9, 2026 567 repo stars

File contents

The per-turn threshold is a trap—it's the CONVERSATION-LEVEL accumulation that kills sessions. This skill helps Claude track operations and recognize when to delegate.

Reads since last Task: How many files have I read directly since my last Task delegation?
Edits since last Task: How many edits have I made since my last Task delegation?
Same-file turns: Am I iterating on the same file across multiple turns?
Continue loops: Is the user saying "continue" or similar repeatedly?

If any count exceeds threshold → delegate remaining work.

Then delegate via Task(general-purpose).

If yes to all three: you're regressing.

Task(general-purpose): "Complete the remaining [work description]"

You can mentally state operation counts at any point
Delegation happens BEFORE thresholds are exceeded
Iteration loops are recognized and addressed
Regression from delegation is caught and corrected
Long sessions maintain consistent context usage
User is informed when delegation decisions are made

delegate-first answers: "Should this be delegated?" operation-tracker answers: "Have I accumulated too much?"

Use together: delegate-first for new operations, operation-tracker for ongoing awareness.

---name: operation-trackerdescription: Maintain awareness of operation counts across the conversation to prevent cumulative context exhaustion. Use when you notice multiple operations accumulating or when working on iterative tasks across turns.--- <objective> Maintain awareness of operation patterns across the conversation to prevent cumulative context exhaustion. The per-turn threshold is a trap—it's the CONVERSATION-LEVEL accumulation that kills sessions. This skill helps Claude track operations and recognize when to delegate. </objective> <quick_start> <mental_tracking> Before each operation, mentally note: 1. **Reads since last Task**: How many files have I read directly since my last Task delegation? 2. **Edits since last Task**: How many edits have I made since my last Task delegation? 3. **Same-file turns**: Am I iterating on the same file across multiple turns? 4. **Continue loops**: Is the user saying "continue" or similar repeatedly? If any count exceeds threshold → delegate remaining work. </mental_tracking> <thresholds> | Metric | Threshold | Action | |--------|-----------|--------| | Reads since last Task | ≥2 | Task(Explore) for remaining reads | | Edits since last Task | ≥3 | Task(general-purpose) for remaining edits | | Consecutive same-file turns | ≥3 | Suggest delegation to user | | "Continue" cycles | ≥3 | Delegate remaining refinements | | Context usage | >50% | All remaining work to subagents | </thresholds> </quick_start> <iteration_patterns> <pattern name="Continue Loop"> <description> User keeps saying "continue", "keep going", "more", etc. Each turn adds context without triggering delegation consideration. </description> <recognition> - User message is short (1-3 words) - Last response included edits/implementation - Pattern repeating for 3+ turns </recognition> <response> After 3 continue cycles: "I've been iterating directly for [N] turns. To preserve context for the rest of our session, I'll delegate remaining refinements to a subagent." Then delegate via Task(general-purpose). </response> </pattern> <pattern name="Edit Accumulation"> <description> Each turn has 1-2 edits (under per-turn threshold), but conversation accumulates many. </description> <recognition> - Count edits since last Task delegation - Each turn passes individual check - Cumulative count exceeds threshold </recognition> <tracking_method> Mental checklist at start of each turn: - "Since my last Task delegation, I've done [N] edits" - If N ≥ 3: "I should delegate remaining edits" </tracking_method> </pattern> <pattern name="Read Chain"> <description> Sequential file reads to understand a feature/bug, loading each file into context. </description> <recognition> - Reading file A to understand something - Then reading file B because A referenced it - Then reading file C because B imported it - Each read seemed necessary individually </recognition> <reality> This is EXPLORATION. Should have been Task(Explore) from the start. After 2 reads: delegate remaining exploration. </reality> </pattern> <pattern name="Same-File Iteration"> <description> Making repeated changes to the same file across multiple turns. </description> <recognition> - Turn 1: Edit file X - Turn 2: User feedback, edit file X again - Turn 3: More feedback, edit file X again - Each edit is small, but cumulative context grows </recognition> <response> After 3 turns on same file: "We've been iterating on [file] for several turns. Would you like me to delegate remaining refinements to preserve main context?" </response> </pattern> </iteration_patterns> <regression_detection> <description> Notice when you start a task with proper delegation but gradually revert to direct execution. </description> <pattern> 1. Task starts: "I'll use Task(Explore) to find..." ✓ 2. Explore returns results 3. Next step: "Let me just quickly read..." ✗ 4. Then: "I'll make this small edit..." ✗ 5. Then: "One more fix..." ✗ 6. Result: Main context exhausted </pattern> <recognition> Ask yourself: - Did I start this task with Task delegation? - Am I now doing direct tool calls? - Is this "cleanup" or "verification" or "quick fix"? If yes to all three: you're regressing. </recognition> <correction> Return to delegation mode: "I started with delegation but have been doing direct operations. Let me delegate the remaining work." Task(general-purpose): "Complete the remaining [work description]" </correction> </regression_detection> <context_checkpoints> <checkpoint name="After Exploration"> After any exploration phase (Grep, Glob, multiple Reads): - Check: Did I load significant content into context? - If yes: Delegate action phase to preserve context </checkpoint> <checkpoint name="After Task Returns"> When a Task returns results: - Check: Do I need to do follow-up work? - If yes: Is it debug/fix work? → New Task - Don't slip into direct execution for "just cleaning up" </checkpoint> <checkpoint name="After User Feedback"> When user provides feedback/correction: - Check: How many iterations have we done on this file/feature? - If ≥3: Suggest delegation </checkpoint> <checkpoint name="Mid-Session"> Periodically during long sessions: - Check: How much context have I used? - If approaching 50%: Shift to all-subagent mode - Use /context command to verify </checkpoint> </context_checkpoints> <communication_templates> <template name="Threshold Reached"> "I've done [N] [operations] since my last delegation. To preserve context for the rest of our session, I'll delegate the remaining [work type]." </template> <template name="Iteration Suggestion"> "We've been iterating on [target] for [N] turns. Would you like me to delegate remaining refinements to a subagent? This will help preserve context for other work." </template> <template name="Regression Correction"> "I notice I've been doing direct operations after initially delegating. Let me return to delegation mode for the remaining work." </template> <template name="Context Warning"> "Context usage is approaching [X]%. I'll delegate all remaining work to subagents to ensure we can complete the session." </template> </communication_templates> <anti_patterns> <pattern name="Per-Turn Tunnel Vision"> **Wrong**: Checking thresholds only within current turn **Right**: Track cumulative operations since last Task delegation </pattern> <pattern name="Silent Accumulation"> **Wrong**: Doing 10 operations without mentioning delegation consideration **Right**: Acknowledge when approaching thresholds, delegate proactively </pattern> <pattern name="Threshold Forgetting"> **Wrong**: Starting fresh count each turn **Right**: Maintain mental count across the conversation </pattern> <pattern name="Continue Compliance"> **Wrong**: Infinitely complying with "continue" requests via direct execution **Right**: After 3 cycles, delegate remaining work </pattern> <pattern name="Regression Blindness"> **Wrong**: Not noticing shift from delegation to direct execution **Right**: Periodically check if you've regressed from initial delegation </pattern> </anti_patterns> <success_criteria> The tracking is working when: - You can mentally state operation counts at any point - Delegation happens BEFORE thresholds are exceeded - Iteration loops are recognized and addressed - Regression from delegation is caught and corrected - Long sessions maintain consistent context usage - User is informed when delegation decisions are made </success_criteria> <integration> <with_delegate_first> `delegate-first` provides the DECISION framework. `operation-tracker` provides the AWARENESS mechanism. delegate-first answers: "Should this be delegated?" operation-tracker answers: "Have I accumulated too much?" Use together: delegate-first for new operations, operation-tracker for ongoing awareness. </with_delegate_first> </integration>

Frequently asked questions