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 aatirar/voc-claude-skills --skill voc-profilergit clone --depth 1 https://github.com/aatirar/voc-claude-skillsWrote 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/aatirar/voc-claude-skills/voc-profiler)<a href="https://agentmods.dev/skills/aatirar/voc-claude-skills/voc-profiler"><img src="https://agentmods.dev/badge/skills/aatirar/voc-claude-skills/voc-profiler/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.
<a href="https://agentmods.dev/skills/aatirar/voc-claude-skills/voc-profiler"><img src="https://agentmods.dev/badge/skills/aatirar/voc-claude-skills/voc-profiler.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00087 | $0.01723 |
| Opus 5 | $0.00044 | $0.00861 |
| Sonnet 5 | $0.00017 | $0.00345 |
| Haiku 4.5 | $0.00009 | $0.00172 |
Grade A, and why
voc-profiler 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 11d 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 — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/voc-profiler — Attach Weight to a Signal
A passing complaint from a customer paying you $500K is not the same input as the same sentence from a free-tier trial that churned in week two. Most VoC tooling flattens that distinction and then produces a ranked list of "top customer pains" that is really a list of loudest pains.
This skill attaches the context that makes weighting possible, and refuses to guess when the context is missing.
Requires
| What | Value |
|---|---|
| CRM | Any CRM with an MCP server or API. HubSpot is the reference implementation; see "Other CRMs" below. |
| Config | config/thresholds.json (tiers, ICP rubric), context/product-context.md (your CRM property names) |
| Cost | CRM API calls only. Free on every major plan. |
Works without a CRM. Every signal comes back tier U (unattributed), the pipeline still
runs, and the synthesis step tells you honestly that nothing was weighted. That is a legitimate
way to start.
Input
One of:
- A quote plus its source (
"the export takes forever" — chat, #wins, 2026-04-22) - A path to a call transcript
- A path to a meeting note
- A review record from
outputs/voc/sources/reviews/ - A survey response or support ticket excerpt
If the source channel is missing, ask once. If the company is missing, set
attribution: anonymous and continue — do not stall the pipeline on one unattributable quote.
Execution
Step 1 — Extract, do not paraphrase
Pull from the source:
| Field | Rule |
|---|---|
verbatim |
Exact. No cleanup, no grammar fixes, no trimming for length. This is the artifact everything downstream depends on. |
company |
From file metadata, note title, participant domain, or an explicit mention |
speaker_role |
Title if available |
speaker_affiliation |
Must be external. If the speaker is internal or unlabelled, stop and flag it. |
date |
ISO |
channel |
call | chat | notes | review | crm_email | survey | ticket |
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.
- 11d ago First seen · 165 lines · 87 tokens per session scan A 61d38664d30e
voc-profiler is a skill published in the GitHub repository aatirar/voc-claude-skills (0 stars, last pushed 25d ago), licensed MIT. It adds 87 tokens to every session and 1,723 once invoked, about $0.0004 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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