sei-analytics

sei-analytics is a skill for Claude Code, Codex from harness/harness-ai. It costs 115 tokens per session (1,369 once invoked), scanned A, a copy of sei-analytics, Apache-2.0.

A tool for analyzing engineering work in Harness Software Engineering Insights, including sprint results, team capacity, investment, and release readiness.

In plain words
What is it for?
It supports sprint velocity and estimation analysis, engineering investment breakdowns, capacity forecasts, and release go/no-go assessments.
Why use it?
It turns development records into measures that help teams understand delivery performance and prepare upcoming work.

Skill for Claude CodeCodex

Part of the harness plugin — 55 skills, 1 MCP server shipped together

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.

agentmods
npx agentmods add skills/harness/harness-ai/sei-analytics
Any agent
npx skills add harness/harness-ai --skill sei-analytics
Clone the repo
git clone --depth 1 https://github.com/harness/harness-ai

Made for: Claude Code, Codex.

Or install harness, the plugin that ships this one along with the rest of its 55 skills, 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 sei-analytics

README.md
[![agentmods](https://agentmods.dev/badge/skills/harness/harness-ai/sei-analytics.svg)](https://agentmods.dev/skills/harness/harness-ai/sei-analytics)
Your own site
<a href="https://agentmods.dev/skills/harness/harness-ai/sei-analytics"><img src="https://agentmods.dev/badge/skills/harness/harness-ai/sei-analytics.svg" alt="Measured on agentmods" height="20"></a>
Per session 115 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,369 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin 100% copy Near-identical to another mod 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 $0.00115 $0.01369
Opus 5 $0.00057 $0.00685
Sonnet 5 $0.00023 $0.00274
Haiku 4.5 $0.00012 $0.00137

Measured 4d ago against content hash dff42ec54011, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

sei-analytics 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 4d 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.

Origin

This is a copy

100% identical to sei-analytics — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

plugins/claude/skills/sei-analytics/SKILL.md · 182 lines

How it starts

The opening of the file, as written. The whole thing — 182 lines — stays where its author put it; the contents beside it link to each section on GitHub.

SEI Analytics

Configure sprint analytics, investment allocation, capacity forecasting, and release readiness assessments in Harness Software Engineering Insights.

Instructions

Step 1: Establish Scope

Confirm the user's org, team, and tracking period.

Call MCP tool: harness_list
Parameters:
  resource_type: "project"
  org_id: "<organization>"

Step 2: Identify the SEI Task

Determine which analytics the user needs:

  1. Sprint Analytics -- Velocity, estimation accuracy, scope change tracking
  2. Investment Allocation -- Engineering time breakdown by category
  3. Sprint Planning and Capacity Forecast -- Data-driven sprint planning
  4. Release Readiness Assessment -- Checklist for release go/no-go

Step 3: Configure Sprint Analytics

Gather from the user:

  • Team name and sprint length (weeks)
  • Tracking period (last N sprints)
  • Issue tracker integration (Jira, Azure DevOps, Linear)

Analyze sprint metrics:

Velocity:

  • Story points committed vs. completed per sprint
  • Velocity trend over the tracking period
  • Carryover rate (% of stories that spill into next sprint)

Estimation Accuracy:

  • Actual vs. estimated story points across sprints
  • Which issue types are consistently underestimated
  • Estimation accuracy trend (improving or degrading)

Scope Change:

  • Stories added mid-sprint (scope creep %)
  • Stories removed mid-sprint
  • Net scope change and its impact on completion rate

Delivery Composition:

  • Breakdown by issue type: features, bugs, tech debt, maintenance
  • Breakdown by priority: P0/P1 vs. lower priority
  • Team-level vs. individual-level trends

Step 4: Analyze Investment Allocation

Gather from the user:

  • Teams to analyze
  • Time period for analysis
  • Investment categories (features, bugs, tech debt, maintenance, ops)

Calculate allocation:

  • % of engineering time per category
  • Compare against target allocation (e.g., 70% features, 15% tech debt, 10% bugs, 5% ops)
  • Trend over time: is tech debt growing or shrinking?
  • Per-team breakdowns to identify teams disproportionately spending on bugs or ops

Read the full file on GitHub · 182 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. 4d ago First seen · 182 lines · 115 tokens per session scan A dff42ec54011

Subscribe to this mod's changes

sei-analytics is a skill published in the GitHub repository harness/harness-ai (19 stars, last pushed 13d ago), licensed Apache-2.0. It adds 115 tokens to every session and 1,369 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to sei-analytics, differing in 0 lines, and is treated as a copy.

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