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-source-customgit 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-source-custom)<a href="https://agentmods.dev/skills/aatirar/voc-claude-skills/voc-source-custom"><img src="https://agentmods.dev/badge/skills/aatirar/voc-claude-skills/voc-source-custom/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-source-custom"><img src="https://agentmods.dev/badge/skills/aatirar/voc-claude-skills/voc-source-custom.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 | $0.00083 | $0.01390 |
| Opus 5.5 | $0.00033 | $0.00556 |
| Sonnet 5.5 | $0.00017 | $0.00278 |
| Haiku 4.5 | $0.00008 | $0.00139 |
Grade A, and why
voc-source-custom 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 2mo 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 — 138 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/voc-source-custom — Bring Your Own Source
The pipeline does not care where a signal came from. It cares that the signal arrives in a known shape with honest metadata. This skill is the on-ramp for everything the dedicated source skills do not cover.
Common uses: NPS and survey open-text, support tickets, CRM email threads, community and forum posts, churn exit interviews, app store reviews, sales-lost reason fields, win/loss interviews.
Requires
| What | Value |
|---|---|
| Access | An MCP server, an API you can call from Bash, or an export file |
| Config | context/product-context.md → custom_sources |
| Cost | Depends on the source. Most are free. |
The contract
Every signal file written anywhere under outputs/voc/sources/ must have this shape. Get this
right and everything downstream works without modification.
{
"channel": "survey",
"verbatim": "exact text as the customer wrote or said it",
"fidelity": "verbatim",
"company": "Northwind Trading",
"speaker_role": "Operations Director",
"date": "2026-04-22",
"signal_type": "pain",
"source_link": "https://...",
"source_file": "outputs/voc/sources/survey/raw-2026-04-22.json",
"notes": "NPS detractor, score 4"
}
| Field | Rule |
|---|---|
channel |
A new, distinct name. This is what the confirmation rule counts. Do not reuse an existing channel name for a different source — and do not invent two names for the same source, which manufactures false corroboration. |
verbatim |
Exact. No cleanup. |
fidelity |
verbatim or summarized. Be honest; /voc-dispatch gates testimonial use on it. |
company |
null if unknown. Becomes tier U. That is fine. |
date |
When the customer said it, not when you exported it. |
signal_type |
pain | request | praise | objection | competitive | churn_reason |
Execution
Step 1 — Register the source
Add it to custom_sources in your context file:
custom_sources:
- name: nps
channel: survey
method: api # api | mcp | file
endpoint: "https://api.example.com/responses"
auth_env: SURVEY_API_KEY
text_field: comment
date_field: submitted_at
filter: "score <= 6"
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.
- 2mo ago First seen · 138 lines · 83 tokens per session scan A ea40105c843b
voc-source-custom is a skill published in the GitHub repository aatirar/voc-claude-skills (0 stars, last pushed 2mo ago), licensed MIT. It adds 83 tokens to every session and 1,390 once invoked, about $0.0003 per session on Opus 5.5. 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.
voc-source-custom compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| voc-source-customaatirar/voc-claude-skills | Skill | 0 | 2mo ago | MIT | A | 83 | Claude Code |
| bdr-enablement-generatorStallin-Sanamandra/b2b-saas-marketing-skills | Skill | 7 | 6mo ago | MIT | A | 131 | Claude Code, Codex |
| competitive-battlecard-generatorStallin-Sanamandra/b2b-saas-marketing-skills | Skill | 7 | 6mo ago | MIT | A | 153 | Claude Code, Codex |
| marketing-ops-sop-generatorStallin-Sanamandra/b2b-saas-marketing-skills | Skill | 7 | 6mo ago | MIT | A | 160 | Claude Code, Codex |
| abm-program-orchestratorStallin-Sanamandra/b2b-saas-marketing-skills | Skill | 7 | 6mo ago | MIT | A | 148 | Claude Code, Codex |
| ceo-monthly-revenue-report-generatorStallin-Sanamandra/b2b-saas-marketing-skills | Skill | 7 | 6mo ago | MIT | A | 121 | Claude Code, Codex |
| account-research-brief-generatorStallin-Sanamandra/b2b-saas-marketing-skills | Skill | 7 | 6mo ago | MIT | A | 122 | Claude Code, Codex |