Skip to content
Automation
Skill

/skill-cost-projections

Project remaining workflow cost from per-phase averages — warns on budget ceiling overruns

From plugin
octo
4.3k70 skills49 agents53 commands18 hooks

Claude Code

$ npx -y skills add nyldn/claude-octopus --skill skill-cost-projections --agent claude-code

SKILL.md

skill-cost-projections.SKILL.md
name: skill-cost-projections
description: "Project remaining workflow cost from per-phase averages — warns on budget ceiling overruns"
disable-model-invocation: true

> **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, see `skills/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):** 1. `~/.claude-octopus/metrics/session-*.jsonl` — structured per-phase cost entries 2. `metrics-tracker.sh` output — fallback for legacy sessions 3. 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 HU

Read more
@nyldn
Ships withocto

Every AI model has blind spots. Claude Octopus supports twelve external provider integrations — Codex, Antigravity CLI, Copilot, Qwen, Ollama, Perplexity, OpenRouter, OrcaRouter, OpenCode, Cursor CLI, Grok, and Kimi Code — alongside the built-in Claude Code

4.3k70 skills49 agents
Get the whole plugin

Stars on GitHub

Momentum

stars in total
4.3k
Star history of nyldn/claude-octopus on GitHub, a chart by star-history.com

Other skills on octo.

extract-skill

extract-skill

Reverse-engineer design systems, tokens, and components from live products or screenshots

@nyldn@nyldnInstall Skill
flow-define

flow-define

Multi-AI requirements scoping using available external providers (Double Diamond Define phase). Priority triggers: octo define,…

@nyldn@nyldnInstall Skill
flow-deliver

flow-deliver

Multi-AI validation, scoring, and review using available external providers (Double Diamond Deliver phase)

@nyldn@nyldnInstall Skill
flow-develop

flow-develop

Multi-AI implementation using available external providers (Double Diamond Develop phase). DO NOT use for simple code edits,…

@nyldn@nyldnInstall Skill
flow-discover

flow-discover

Multi-AI research using available external providers (Double Diamond Discover phase)

@nyldn@nyldnInstall Skill
flow-parallel

flow-parallel

Decompose and execute large changes, migrations, or multi-issue fixes in parallel with quality gates

@nyldn@nyldnInstall Skill

More skills from other plugins.

agent-builder

agent-builder

Load immediately after an Agent intent, before the first agent_builder_* call. Governs how you create, configure, test, and…

n8n11d209k
@n8n-io@n8n-ioInstall Skill
browser-use

browser-use

Direct browser control via CDP for web interaction: automation, scraping, testing, screenshots, and site/app work. Also covers…

@browser-use@browser-useInstall Skill
agent-browser

agent-browser

Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling…

@vercel-labs-2@vercel-labs-2Install Skill
add-anydoc

add-anydoc

Add local office-document-to-Markdown conversion to NanoClaw agent containers with the pinned Firecrawl AnyDoc CLI. Use when…

@nanocoai@nanocoaiInstall Skill

Questions about skill-cost-projections.

Which coding agents can use skill-cost-projections?
skill-cost-projections installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.