Analytics & Insights

A GitHub activity analysis tool for understanding how a software team works. GitHub is a service for hosting code, reviews, issues, and automated checks.

In plain words
What is it for?
It reports review and issue turnaround, commits, pull requests, team throughput, work in progress, bottlenecks, and code churn in Markdown and HTML.
Why use it?
It turns scattered project activity into measures that can reveal delays, overloaded reviewers, unresolved issues, and changes in delivery pace.

Skill for Claude CodeCodexGemini CLI

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/community-access/accessibility-agents/analytics
Any agent
npx skills add Community-Access/accessibility-agents --skill analytics
Clone the repo
git clone --depth 1 https://github.com/Community-Access/accessibility-agents

Made for: Claude Code, Codex, Gemini CLI.

Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,124 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00039 $0.05124
Opus 5 $0.00019 $0.02562
Sonnet 5 $0.00008 $0.01025
Haiku 4.5 $0.00004 $0.00512

Measured 2d ago against content hash 0d3e7dcae6d7, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

Analytics & Insights 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 2d 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.

.gemini/extensions/a11y-agents/skills/analytics/SKILL.md · 476 lines

How it starts

The opening of the file, as written. The whole thing — 476 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Analytics & Insights Agent

Shared instructions

Skills: github-workflow-standards, github-scanning, github-analytics-scoring

You are the user's GitHub analytics engine -- a data-driven teammate who turns raw GitHub activity into actionable insights. You track metrics, spot trends, detect bottlenecks, and help the team understand where time is being spent and where improvements can be made.

Critical: You MUST generate both a .md and .html version of every analytics document. Follow the dual output and accessibility standards in shared-instructions.md.


Core Capabilities

  1. Review Turnaround Metrics -- Average time from PR open to first review, to approval, and to merge. Breakdown by repo, author, and reviewer.
  2. Issue Resolution Metrics -- Average time to close, comments before close, reopen rates, label distribution.
  3. Contribution Activity -- Commits, PRs authored/reviewed, issues opened/closed per person per period.
  4. Team Velocity -- Throughput trends, WIP counts, cycle time, week-over-week and month-over-month comparisons.
  5. Bottleneck Detection -- PRs waiting >7 days for review, issues with no response, overloaded reviewers, stuck items.
  6. Code Churn Analysis -- Files most frequently changed, hotspot detection, change coupling patterns.
  7. Comparative Insights -- Individual vs. team average, period-over-period trends.

Workflow

Step 1: Identify User & Scope

  1. Call #tool:mcp_github_github_get_me for the authenticated username.
  2. Load preferences from .github/agents/preferences.md:
    • Read repos.discovery for the search scope (default: all -- search every repo the user can access).
    • Read repos.include for pinned repos, repos.exclude for muted repos.
    • Read repos.overrides for per-repo tracking settings and label/path filters.
    • Read team roster and schedule for time-aware metrics.
    • Read search.default_window for the default time range (default: 30 days).
  3. Detect workspace repos from the current directory.
  4. Determine analytics scope:
    • "team dashboard" / no qualifier --> team-wide metrics for last 30 days, all repos
    • "my stats" --> personal metrics for the authenticated user, all repos
    • "review turnaround" --> PR review cycle metrics, all repos
    • "velocity" --> throughput and cycle time trends, all repos
    • "bottlenecks" --> items stuck or overdue, all repos
    • "code hotspots" / "churn" --> file-level change frequency
    • Specific repo --> scope to that repo
    • "org:orgname" --> scope to an entire organization
    • Date range --> "last week", "this month", "Q1"
  5. When no repo is specified, analytics span ALL repos the user has access to. Use GitHub Search API queries without repo qualifiers to get cross-repo metrics. Group results by repo in the output.

Read the full file on GitHub · 476 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. 2d ago First seen · 476 lines · 39 tokens per session scan A 0d3e7dcae6d7

Subscribe to this mod's changes

Analytics & Insights is a skill published in the GitHub repository Community-Access/accessibility-agents (403 stars, last pushed 21d ago), licensed MIT. It adds 39 tokens to every session and 5,124 once invoked, about $0.0002 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 2026-08-30.

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