smithery.ai

agent-context-isolation

Agent Context Isolation

First seen Mar 19, 2026

Installation

$ npx skills add https://smithery.ai

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

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Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,736 B
  • docs SUMMARY.md 54 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 2 installs

SKILL.md

Agent Context Isolation

Prevent agent output from polluting the main context window.

Rules

1. Use Background Agents with File-Based Coordination

# RIGHT - background agent writes to file, main reads file
Task(subagent_type="...", run_in_background=true, prompt="... Output to: /path/to/file.md")

# WRONG - foreground agent dumps full transcript into main context
Task(subagent_type="...", run_in_background=false)

Background agents with runinbackground=true isolate their context. Have them write results to files in .maestro/cache/agents/<agent-type>/.

2. Never Use TaskOutput to Retrieve Results

# WRONG - dumps entire transcript (70k+ tokens) into context
TaskOutput(task_id="<id>")
TaskOutput(task_id="<id>", block=true)

# RIGHT - check expected output files
Bash("ls -la .maestro/cache/agents/<agent-type>/")
Bash("bun test")  # verify with tests

TaskOutput returns the full agent transcript. Always use file-based coordination instead.

3. Monitor Agent Progress via System Reminders

# System reminders come automatically:
# "Agent a42a16e progress: 6 new tools used, 88914 new tokens"

# To detect completion:
# - Watch for progress reminders to stop arriving
# - Poll for expected output files: find .maestro/cache/agents -name "*.md" -mmin -5
# - Check task output file size growth: wc -c /tmp/claude/.../tasks/<id>.output

Stuck agent detection:

  1. Progress reminders stop arriving
  2. Task output file size stops growing
  3. Expected output file not created after reasonable time

4. Verify with Tests, Not Output

After agent work:

  1. Run the test suite directly: bun test
  2. Report pass/fail counts
  3. Only investigate failures if tests fail

5. File-Based Agent Pipeline Pattern

Research agent → .maestro/cache/agents/planner/output.md
                          ↓
Plan agent → .maestro/cache/agents/plan-agent/output.md (reads research)
                          ↓
Validate agent → .maestro/cache/agents/validate-agent/output.md (reads plan)
                          ↓
Implement agent → src/module.ts (reads validated plan)

Each agent reads the previous agent's file output, not TaskOutput.

Why This Matters

Agent context isolation preserves the main conversation's context budget. Reading agent outputs via TaskOutput floods context, causing:

  • Mid-conversation compaction
  • Lost context about user's original request
  • Repeated explanations needed

Source

  • Session where TaskOutput flooded 70k+ tokens into main context
  • Session 2026-01-01: Successfully used background agents with file-based coordination for SDK Phase 3