Meshtastic-Android/.github/agents/speckit.optimize.tokens.agent.md

description, handoffs

description	handoffs
Track and report token usage across extensions and governance files.	label agent prompt Optimize governance speckit.optimize.run Run a full governance audit to reduce token overhead label agent prompt Amend constitution speckit.constitution Apply approved token-reduction changes to the constitution

User Input

$ARGUMENTS

You MUST consider the user input before proceeding (if not empty). Arguments: --diff to compare against the previous report, --extensions-only to skip governance files.

Goal

Measure the token footprint of every governance document and extension command that AI agents load during sessions. Produce a token usage report with per-file costs, per-extension rankings, session load estimates, and historical trends. Suggest optimizations but apply nothing without user consent.

This command answers: "How much of my AI context window is consumed by governance and tooling overhead before any actual work begins?"

Operating Constraints

• Suggest-only: NEVER modify any file without explicit user consent. This command is read-only by default.
• Spec-kit standard paths: Start from .specify/ as the source of truth. Discover tool-specific files (CLAUDE.md, AGENTS.md, .github/copilot-instructions.md) by checking if they exist.
• Reproducible estimates: Token estimation uses chars ÷ chars_per_token (default: 4.0, configurable). Note this is approximate — actual tokenizer counts vary by model. Lower ratios (3.0–3.5) give more conservative estimates for code-heavy files.

Execution Steps

1. Discover Governance Files

Scan for all files that AI agents may load on session start or command invocation:

Always-loaded files (loaded on every AI session):

• CLAUDE.md (if present — Claude Code sessions)
• AGENTS.md (if present — generic agent sessions)
• .github/copilot-instructions.md (if present — Copilot sessions)

Constitution chain:

• .specify/memory/constitution.md — read to check if it is a redirect or contains content
• If redirect, follow to the actual file (e.g., .ai/rules/constitution.md)
• Record both the pointer and the target

Supplementary governance files:

• Glob .ai/rules/*.md (if directory exists)
• Glob .specify/memory/*.md (beyond constitution)
• Any other files referenced from the always-loaded files (parse for markdown links and "Read and follow" patterns)

For each file: record path, exists (bool), size in bytes, size in characters, estimated tokens (chars ÷ chars_per_token).

2. Inventory Extension Commands

For each extension listed in .specify/extensions.yml → installed::

1. Read .specify/extensions/<ext-id>/extension.yml
2. For each command in provides.commands[]:
   • Locate the command file (the file: field points to the source)
   • Measure its character count and estimated tokens
3. Sum total tokens per extension

Produce a ranked list of extensions by total token footprint.

3. Calculate Per-Session Load Estimates

Estimate what gets loaded for different session types:

Baseline session (always loaded):

• Sum tokens of always-loaded governance files
• This is the minimum overhead before any work begins

Constitution-aware session (baseline + constitution):

• Add constitution chain tokens
• Add supplementary governance file tokens

Command invocation (per command):

• For each extension command, the cost is: baseline + command file tokens + any files the command references (parse "Read" / "Load" instructions in the command file)

Present estimates for each context window size in context_window_sizes config (default: 8K, 32K, 128K, 200K, 1M).

### Per-Session Token Budget

| Session Type | Tokens | % of 8K | % of 32K | % of 128K | % of 200K | % of 1M |
|---|---|---|---|---|---|---|
| Baseline (governance only) | X | X% | X% | X% | X% | X% |
| + Constitution | X | X% | X% | X% | X% | X% |
| + Largest command | X | X% | X% | X% | X% | X% |

4. Historical Trend Analysis

Check for a previous report at .specify/optimize/token-report.md.

If found:

• Parse the previous report's per-file token counts
• Compare each file: current vs previous
• Calculate per-file growth/reduction
• Flag files growing faster than file_growth_percent threshold (default: 20%)
• Show overall governance token trend (growing / stable / shrinking)

If not found:

• Note this is the first run — no trend data available
• Recommend running periodically to track trends

5. Generate Token Usage Report

Present the full report to the user:

## Token Usage Report

**Date**: <ISO date>
**Target Context Window**: <from config> tokens

### Governance Files

| File | Exists | Chars | Est. Tokens | Load Timing | Notes |
|---|---|---|---|---|---|
| CLAUDE.md | Yes/No | X | X | Always | — |
| .specify/memory/constitution.md | Yes/No | X | X | Always | Redirect to <path> |
| <actual constitution path> | Yes | X | X | Always | Actual content |
| AGENTS.md | Yes/No | X | X | Always | — |
| .github/copilot-instructions.md | Yes/No | X | X | Always | — |
| .ai/rules/<file>.md | Yes | X | X | On reference | — |

**Total governance tokens**: X (~Y% of <context_window>)

### Extension Commands (ranked by token cost)

| Extension | Commands | Total Tokens | Largest Command | Largest Tokens |
|---|---|---|---|---|
| <ext-id> | X | X | <cmd> | X |
| ... | ... | ... | ... | ... |

**Total extension tokens**: X (loaded per invocation, not per session)

### Per-Session Estimates

[Table from Step 3]

### Historical Trend

| File | Previous | Current | Change | Growth % | Flag |
|---|---|---|---|---|---|
| <path> | X | X | +/-X | X% | [!] if > threshold |

**Overall governance trend**: Growing / Stable / Shrinking (X% change)

### Optimization Suggestions

[Ranked by projected token savings — suggest only, do not apply]

1. **<suggestion>**: <description> — saves ~X tokens
2. ...

6. Save Report

Ask the user: "Save this report to .specify/optimize/token-report.md for trend tracking?"

If approved:

• Write the report to .specify/optimize/token-report.md (create directory if needed)
• This enables historical trend comparison on future runs

If declined:

• Report is displayed in conversation only, not persisted

7. Suggest Next Steps

Based on findings:

### Recommended Actions

- If governance budget exceeds threshold → suggest `/speckit.optimize.run` for full audit
- If specific extensions are oversized → suggest reviewing those command files for compression
- If CLAUDE.md duplicates constitution → suggest consolidation
- If growth trend is upward → suggest scheduling periodic token audits

Operating Principles

Read-Only Default

This command reads and measures — it does not modify. The only write action is saving the report file, and only with explicit consent.

Consistent Estimation

Token counts use chars ÷ chars_per_token (configurable, default: 4.0) throughout. This is an approximation — actual counts vary by tokenizer. Use 3.0–3.5 for code-heavy projects, 4.0 for prose-heavy. The approximation is consistent across runs, making trend analysis valid even if absolute numbers are approximate.

Actionable Output

Every metric in the report is paired with a concrete action: "X tokens in version history → remove via /speckit.optimize.run". Raw numbers without actions are noise.

Trend Over Snapshots

A single run provides a snapshot. Repeated runs provide a trend. The historical comparison is the most valuable output — it tells you whether your governance is growing, stable, or shrinking over time.