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 msolecki/founder-os --skill audience-researchgit clone --depth 1 https://github.com/msolecki/founder-osWrote 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/msolecki/founder-os/audience-research)<a href="https://agentmods.dev/skills/msolecki/founder-os/audience-research"><img src="https://agentmods.dev/badge/skills/msolecki/founder-os/audience-research.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 | $0.00041 | $0.01802 |
| Opus 5 | $0.00020 | $0.00901 |
| Sonnet 5 | $0.00008 | $0.00360 |
| Haiku 4.5 | $0.00004 | $0.00180 |
Grade A, and why
audience-research 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 8d 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 — 156 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Audience Research
Research that produces topics is useless. "They care about scalability" is a topic; it cannot be written from, argued with, or headlined. "We rewrote it twice and I'm not doing that again" is a sentence a real person said, and it is the piece.
So this skill collects sentences, verbatim, with a source and a date. A paraphrase is the founder's words wearing the audience's clothes — and the founder's words are the problem, since they are the reason prospects say "I didn't really understand what you do".
When to use
Before content-plan, and whenever the plan starts filling with topics. Also
when the founder is about to open a keyword tool, which is a distant fourth
source and the only one that never argues back.
Inputs
Read first, in order — house rule 1. The ranking is the method:
pipeline.md— what prospects actually asked on calls, and the objection the founder answers every single time. This is the best data in the company and it is already in the workspace, unread.clients/— what buyers said before they bought, and what they complained about after- Public writing by ICP-fitting people — their posts, their forum threads, and their job ads. Job ads are the most underrated source in existence: the ICP describes their own pain, publicly, in their own words, with a budget attached, in a document written to be read.
- Keyword tools — last, and only to check volume on a phrase you already heard a human say.
offer.md— the ICP. A quote from someone outside it is noise, and it is attractive noise, because there is much more of it.ingestion-gate— every line this skill writes is a sentence a person said, so the gate is not an extra step here, it is the ranking above restated as a rule. Source 3 is where it bites: a public post is the ICP describing their own situation, which is FACT, right up until it is a vendor describing a market, which is paid speech and does not enter.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 8d ago First seen · 156 lines · 41 tokens per session scan A b8d32855dba5
audience-research is a skill published in the GitHub repository msolecki/founder-os (4 stars, last pushed 5d ago), licensed MIT. It adds 41 tokens to every session and 1,802 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 2026-08-31.
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