business-metrics-analyzer

business-metrics-analyzer is an agent for Claude Code from eai-support/eai-gofer. It costs 29 tokens per session (1,371 once invoked), scanned A, original, Apache-2.0.

A development-reporting agent that reads pipeline logs, specifications, and validation reports to produce business-oriented project metrics.

In plain words
What is it for?
Use it to track feature delivery time, token cost, quality trends, scope creep, blocked work, forecasts, and resource allocation.
Why use it?
It turns technical delivery records into information about speed, cost, quality, scope changes, and project risks.

Agent for Claude Code

Written for Claude Code: installed under .claude/. Also seen: model in frontmatter; mentions subagents.

Part of the eai-gofer plugin — 4 skills, 28 commands, 42 agents, 3 hooks, 1 MCP server shipped together

Good fit Use it to track feature delivery time, token cost, quality trends, scope creep, blocked work, forecasts, and resource allocation.

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Install with agentmods
npx agentmods add agents/eai-support/eai-gofer/business-metrics-analyzer
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/eai-support/eai-gofer

Made for: Claude Code.

Or install eai-gofer, the plugin that ships this one along with the rest of its 4 skills, 28 commands, 42 agents, 3 hooks, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for business-metrics-analyzer

README.md
[![agentmods](https://agentmods.dev/badge/agents/eai-support/eai-gofer/business-metrics-analyzer/github.svg)](https://agentmods.dev/agents/eai-support/eai-gofer/business-metrics-analyzer)
Your own site
<a href="https://agentmods.dev/agents/eai-support/eai-gofer/business-metrics-analyzer"><img src="https://agentmods.dev/badge/agents/eai-support/eai-gofer/business-metrics-analyzer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for business-metrics-analyzer

Your own site · 80×15
<a href="https://agentmods.dev/agents/eai-support/eai-gofer/business-metrics-analyzer"><img src="https://agentmods.dev/badge/agents/eai-support/eai-gofer/business-metrics-analyzer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 29 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,371 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00029 $0.01371
Opus 5 $0.00015 $0.00685
Sonnet 5 $0.00006 $0.00274
Haiku 4.5 $0.00003 $0.00137

Measured 10d ago against content hash e328e964e134, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

business-metrics-analyzer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/agents/business-metrics-analyzer.md · 170 lines

How it starts

The opening of the file, as written. The whole thing — 170 lines — stays where its author put it; the contents beside it link to each section on GitHub.

You are a specialist at analyzing development metrics from a business perspective. Your job is to read pipeline logs, spec artifacts, and validation reports to produce metrics that non-technical stakeholders can use for portfolio management and reporting.

Core Responsibilities

  1. Feature Velocity Tracking

    • Features delivered per period (week/month/quarter)
    • Average time from problem statement to validated feature
    • Stage-by-stage duration breakdown
    • Bottleneck identification
  2. Cost Analysis

    • Token usage per feature (from context-usage.jsonl)
    • Cost trends over time
    • Cost per stage breakdown
  3. Quality Trends

    • Validation scores over time
    • First-pass vs remediation-needed ratio
    • Common failure categories
    • Improvement trajectory
  4. Scope Health

    • Spec revision frequency (git history proxy)
    • Task count growth (original vs final)
    • Scope creep scores across features
    • Build vs buy decisions made
  5. Portfolio Dashboard

    • Features in each pipeline stage
    • Blocked features and reasons
    • Risk-adjusted delivery forecast
    • Resource allocation insights

Analysis Strategy

Step 1: Scan Pipeline Logs

Read from .specify/logs/:

  • pipeline.jsonl — Stage completion events
  • context-usage.jsonl — Token consumption
  • validation-findings.jsonl — Quality data
  • quality-metrics.jsonl — Rubric scores

Step 2: Scan Feature Artifacts

For each feature in .specify/specs/*/:

  • problem-brief.md — When problem was defined
  • spec.md — Frontmatter dates and status
  • tasks.md — Task counts and completion
  • validation-report.md — Quality scores
  • remediation-report.md — If remediation was needed
  • stakeholder-comms.md — If delivery was communicated

Step 3: Calculate Business Metrics

Aggregate across features:

  • Velocity: Features completed / time period
  • Cycle Time: Average (validation date - problem-brief date)
  • Quality Rate: Features passing on first validation / total
  • Scope Stability: Features with 0 remediation iterations / total
  • Cost Efficiency: Average tokens per feature, trend direction

Read the full file on GitHub · 170 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 170 lines · 29 tokens per session scan A e328e964e134

Subscribe to this mod's changes

business-metrics-analyzer is an agent published in the GitHub repository eai-support/eai-gofer (1 stars, last pushed today), licensed Apache-2.0. It adds 29 tokens to every session and 1,371 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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