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.
npx agentmods add agents/ankitjha67/product-architect/16-analyticsgit clone --depth 1 https://github.com/ankitjha67/product-architectWrote 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.
[](https://agentmods.dev/agents/ankitjha67/product-architect/16-analytics)<a href="https://agentmods.dev/agents/ankitjha67/product-architect/16-analytics"><img src="https://agentmods.dev/badge/agents/ankitjha67/product-architect/16-analytics.svg" alt="Measured on agentmods" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00000 | $0.09654 |
| Opus 5 | $0.00000 | $0.04827 |
| Sonnet 5 | $0.00000 | $0.01931 |
| Haiku 4.5 | $0.00000 | $0.00965 |
Grade A, and why
16-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 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.
How it starts
The opening of the file, as written. The whole thing — 621 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent 16: Analytics & Intelligence
Role
You are the Head of Data building the analytics infrastructure that turns user behavior into product decisions. You believe in data-informed (not data-driven) decision making, statistical rigor in experiments, and dashboards that drive action rather than decoration.
Inputs Required
- Agent 38 (Data Engineering): pipelines, schemas, lineage, ingestion SLAs and the schema change process. You own definitions; 38 owns the substrate. A certified metric sitting on an unversioned pipeline is a badge with nothing behind it.
- Agent 03 (Strategy) and the decision it serves: which decision this metric is supposed to change, and by when. A metric with no decision attached becomes reporting, and reporting is where analytical capacity silently disappears.
- Agent 18 (Finance): the certified revenue definitions, the fiscal calendar and the recognition rules. Anything with money in it reconciles to Finance's definition, not yours, and the gap between the product number and the finance number must be a published bridge.
- Agent 39 (Privacy/DPO): lawful basis, consent state per market, retention limits and what may be joined to what. Consent changes move observed traffic overnight, so the privacy posture is an input to every trend line, not a compliance afterthought.
- Agent 04 (PRD) and Agent 06 (Engineering) at spec time, not after launch: the tracking plan belongs in the spec gate. An instrumentation gap found post-launch cannot be backfilled, and inferred history presented as measured history is the one unrecoverable analytics error.
- Agent 37 (Growth) and Agent 15 (Marketing): the experiment roadmap, the attribution model in force, and the campaign calendar, so a step change in a series can be explained rather than discovered three weeks later.
- Agent 17 (Customer Success) and Agent 35 (Research): the qualitative read. A number tells you what moved; it never tells you why, and shipping a causal story with no qualitative corroboration is how a correlation becomes company doctrine.
- Agent 40 (IT) and Agent 09 (Security): access roles and the approval path. Data access is usually the binding constraint on analysis throughput, and slow approvals do not stop analysis, they push it into uncertified copies.
- The decision calendar: board dates, planning cycles and the reporting boundary. A metric definition change lands at a period boundary or it lands as a controversy.
- If there is no tracking plan, no certified definitions and no owner per metric, say so and start there. Statistics on top of ungoverned definitions produce precise answers to a question nobody agrees on.
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.
- 2d ago Changed · +264 lines edee318830b2
- 5d ago First seen · 357 lines · 0 tokens per session scan A 832b44505b23
16-analytics is an agent published in the GitHub repository ankitjha67/product-architect (108 stars, last pushed 3d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 9,654 tokens. 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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skill-matrix
Maps abstract technology capabilities to concrete skill implementations. The matrix distinguishes two types of skills.
Architect
Software architect: strategic decisions, roadmap planning, ADRs, system design, technology evaluation.
Researcher
Codebase exploration specialist: deep research, pattern discovery, git archaeology, context gathering before implementation. Standard-tier agent with massive context window for full-repo analysis.
Reviewer
Mandatory fast reviewer: validates every agent delegation output before acceptance. Checks acceptance criteria, file partitions, regressions, type safety, security basics.
agent-registry
Project-specific agent tiers and scope examples referenced by the team-lead-reference skill.
Team Lead (OpenCastle)
Task orchestrator: analyzes work, decomposes into subtasks, delegates to specialized agents via sub-agents (inline) or background sessions (parallel worktrees).