skill-cost-projections
SkillAI & modelsProject remaining workflow cost from per-phase averages, warns on budget ceiling overruns
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Details
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What this skill tells your AI
The instructions your AI receives, as published by nyldn/claude-octopus in skills/skill-cost-projections/SKILL.md and read by ahel’s review.
Host: Codex CLI — This skill was designed for Claude Code and adapted for Codex. Cross-reference commands use installed skill names in Codex rather than
/octo:*slash commands. Use the active Codex shell and subagent tools. Do not claim a provider, model, or host subagent is available until the current session exposes it. For host tool equivalents, seeskills/blocks/codex-host-adapter.md.
Cost Projections Skill
Overview
Projects remaining workflow cost based on per-phase averages from completed work. Displays cost data in the HUD/statusline and warns when projected totals exceed a configured budget ceiling.
Minimum data requirement: Needs 2+ completed steps before projecting. With fewer than 2 data points, the average is unreliable — display actual spend only and skip projection.
Step 1: Collect Completed Phase Costs
Read cost data from ~/.claude-octopus/metrics/ or from metrics-tracker.sh output. Each completed phase/step should have an associated cost entry.
# Read metrics from the session metrics directory
METRICS_DIR="$HOME/.claude-octopus/metrics"
SESSION_METRICS="$METRICS_DIR/session-$(date +%Y%m%d).jsonl"
# Each line contains: {"phase": "discover", "cost": 0.42, "tokens_in": 12000, "tokens_out": 3400, "timestamp": "..."}
# Sum costs from completed steps
completed_costs=$(jq -s '[.[].cost]' "$SESSION_METRICS")
completed_count=$(jq -s 'length' "$SESSION_METRICS")
total_spent=$(jq -s '[.[].cost] | add' "$SESSION_METRICS")
Data sources (in priority order):
~/.claude-octopus/metrics/session-*.jsonl— structured per-phase cost entriesmetrics-tracker.shoutput — fallback for legacy sessions- HUD accumulated cost counters — last resort
If fewer than 2 completed steps are available, display only actual spend:
💰 Spent: 0.42 USD (1 step complete — need 2+ for projection)
Step 2: Compute Average Cost Per Step
Calculate the mean cost across all completed steps.
avg_cost=$(echo "$total_spent / $completed_count" | bc -l)
Formula:
avg_cost = total_cost / completed_steps
Example: If 3 steps cost 0.30 USD, 0.50 USD, 0.40 USD → avg = 1.20 USD / 3 = 0.40 USD/step
Step 3: Project Remaining Cost
Multiply the average cost per step by the number of remaining steps.
remaining_steps=$((total_steps - completed_count))
projected_remaining=$(echo "$avg_cost * $remaining_steps" | bc -l)
projected_total=$(echo "$total_spent + $projected_remaining" | bc -l)
Formula:
projected_remaining = avg_cost × remaining_steps
projected_total = total_spent + projected_remaining
Step counts by workflow type:
| Workflow | Total Steps | Example Phases |
|---|---|---|
| embrace | 4 | Discover, Define, Develop, Deliver |
| research | 3-7 | Per-agent probe count |
| review | 3 | Fleet, Verifier, Synthesis |
| debate | 3 | Opening, Rebuttal, Synthesis |
Step 4: Display in HUD
Format the cost projection for the HUD/statusline display.
Standard display:
💰 Spent: 2.40 USD | Est. remaining: 3.60 USD | Total: ~6.00 USD
Format rules:
- All dollar amounts to 2 decimal places
- Projected total prefixed with
~to indicate estimate - Use
💰prefix for the cost line - Show in a single compact line for statusline integration
When insufficient data (< 2 steps):
💰 Spent: 0.42 USD (need 2+ steps for projection)
Integration: This display line is emitted by the octopus-hud hook and rendered in the statusline alongside phase progress and provider status.
Step 5: Budget Ceiling Warning
If the OCTO_BUDGET_CEILING environment variable is set, compare the projected total against it and warn on overrun.
if [[ -n "${OCTO_BUDGET_CEILING:-}" ]]; then
ceiling="$OCTO_BUDGET_CEILING"
if (( $(echo "$projected_total > $ceiling" | bc -l) )); then
overage=$(echo "$projected_total - $ceiling" | bc -l)
echo "⚠️ Budget ceiling: ${ceiling} USD — projected to exceed by ${overage} USD"
fi
fi
Display when over budget:
💰 Spent: 2.40 USD | Est. remaining: 3.60 USD | Total: ~6.00 USD
⚠️ Budget ceiling: 5.00 USD — projected to exceed by 1.00 USD
Display when within budget:
💰 Spent: 2.40 USD | Est. remaining: 3.60 USD | Total: ~6.00 USD
✅ Within budget ceiling: 10.00 USD
Note: OCTO_BUDGET_CEILING is optional. When unset, no ceiling check is performed.
Step 6: Profile Suggestion
If the projected total is high relative to the task, suggest switching to the budget profile to reduce costs.
# Suggest budget profile when projected total exceeds 5.00 USD (configurable)
COST_THRESHOLD="${OCTO_COST_THRESHOLD:-5.00}"
if (( $(echo "$projected_total > $COST_THRESHOLD" | bc -l) )); then
echo "💡 Tip: Switch to OCTO_PROFILE=budget to reduce costs"
fi
Display:
💰 Spent: 2.40 USD | Est. remaining: 3.60 USD | Total: ~6.00 USD
💡 Tip: Switch to OCTO_PROFILE=budget to reduce costs
The budget profile (OCTO_PROFILE=budget) routes to cheaper models and reduces agent count to minimize spend.
Complete Display Examples
Normal — within budget, moderate cost:
💰 Spent: 2.40 USD | Est. remaining: 3.60 USD | Total: ~6.00 USD
Over budget ceiling:
💰 Spent: 2.40 USD | Est. remaining: 3.60 USD | Total: ~6.00 USD
⚠️ Budget ceiling: 5.00 USD — projected to exceed by 1.00 USD
💡 Tip: Switch to OCTO_PROFILE=budget to reduce costs
Early in workflow (insufficient data):
💰 Spent: 0.42 USD (need 2+ steps for projection)
Low cost — no warnings:
💰 Spent: 0.80 USD | Est. remaining: 0.80 USD | Total: ~1.60 USD
Integration
With octopus-hud hook
The cost projection line is rendered as part of the HUD statusline output, updated after each phase completes.
With metrics-tracker.sh
Reads per-phase cost data written by the metrics tracker. Each completed phase logs cost, token counts, and provider details.
With OCTO_PROFILE
When OCTO_PROFILE=budget is active, the projection accounts for reduced per-step costs from cheaper model routing.
Error Handling
No metrics directory:
💰 Cost projection unavailable — no metrics data found
Corrupted metrics data: Skip malformed entries and project from valid data only. If no valid entries remain, show unavailable message.
Zero remaining steps: When all steps are complete, show final total only:
💰 Final cost: 4.80 USD (4 steps)
Signals
- GitHub stars
- 4k
- Forks
- 390
- Last commit
- Sep 2026
Others that do the same job
Advanced
- Item type
- skill
- Key
skill-cost-projections-nyldn- Source
- github.com/nyldn/claude-octopus
github.com/nyldn/claude-octopus
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