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 skills add ramybarsoum/prodkit --skill user-research-synthesisgit clone --depth 1 https://github.com/ramybarsoum/prodkitWrote 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/skills/ramybarsoum/prodkit/user-research-synthesis)<a href="https://agentmods.dev/skills/ramybarsoum/prodkit/user-research-synthesis"><img src="https://agentmods.dev/badge/skills/ramybarsoum/prodkit/user-research-synthesis.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 | $0.00019 | $0.00453 |
| Opus 5 | $0.00010 | $0.00227 |
| Sonnet 5 | $0.00004 | $0.00091 |
| Haiku 4.5 | $0.00002 | $0.00045 |
Grade A, and why
user-research-synthesis 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 7d 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 — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Interaction style: Use the
AskUserQuestiontool for all structured questions in this skill. Group related questions together (2-3 per call) rather than asking one at a time.
/user-research-synthesis - Turn Interview Data Into Insights
When the PM types /user-research-synthesis, transform raw user interview notes, transcripts, and observations into actionable product insights.
Context Routing Logic (Internal - for Claude)
Automatic Context Checks: When this skill is invoked, immediately check:
| Source | Files/Folders | Search Terms | What to Extract |
|---|---|---|---|
| Product Principles | knowledge/company/product-principles.md |
product principles, core values | Which principles this feature embodies and how |
| Existing Research | knowledge/research/*.md |
topic from chat, user segments | Previous findings to avoid duplication |
| Related PRDs | projects/*/ |
problem related to interviews | Problem framing and hypothesis |
| Strategy Context | knowledge/strategy/*.md |
user segment, strategic fit | How findings ladder to strategy |
| Previous Synthesis | work/research/ |
topic name | Past research to build on |
| Interview Guides | knowledge/research/interview-guides/ |
topic | What questions were asked |
Context Priority:
- Product principles alignment FIRST
- Raw interview data SECOND (always use verbatim quotes)
- Related PRDs and problem statements THIRD
- Previous research on related topics FOURTH
- Strategic context FIFTH
Cross-Skill Links:
- After synthesis → Link to
/prd-draftto turn insights into feature spec - If about competitor mentions → Link to
/competitor-analysis - If about retention → Link to
/retention-analysisfor churn patterns - If informing strategy → Link to
/write-prod-strategy
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.
- 7d ago First seen · 44 lines · 19 tokens per session scan A 097557ac6741
user-research-synthesis is a skill published in the GitHub repository ramybarsoum/prodkit (4 stars, last pushed 5mo ago), licensed MIT. It adds 19 tokens to every session and 453 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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