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 assumption-auditgit 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/assumption-audit)<a href="https://agentmods.dev/skills/msolecki/founder-os/assumption-audit"><img src="https://agentmods.dev/badge/skills/msolecki/founder-os/assumption-audit.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 | $0.00037 | $0.01602 |
| Opus 5 | $0.00018 | $0.00801 |
| Sonnet 5 | $0.00007 | $0.00320 |
| Haiku 4.5 | $0.00004 | $0.00160 |
Grade A, and why
assumption-audit 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 4d 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 — 134 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Assumption Audit
Every plan is a stack of beliefs the founder has stopped noticing they hold. This skill writes them down as statements that can be proved false, throws out the ones that do not matter, and orders what remains by hours to test.
The ordering is the whole trick. Ranked by importance, the biggest assumption goes first, it costs six weeks to test, and the founder therefore tests nothing and launches. Ranked by cost, something gets tested on Tuesday.
When to use
Early — while the plan is still cheap to change. Before bet-sizing commits a
cap, and ideally before quarterly-planning writes the bet into goals.md.
Also when a plan has been described three times and the description keeps changing shape while the conclusion stays fixed. That is a plan built downward from a conclusion, and its assumptions were never examined.
Inputs
Read first — house rule 1:
- The plan, in whatever form exists
metrics.md— the recorded numbers, which decide what is evidence and what is beliefclients/andpipeline.md— the same, for anything the plan assumes about demanddecisions/— assumptions the founder has already tested and forgotten they tested
Beliefs
- The assumptions that kill a plan are the ones the founder does not experience as assumptions. Anything they can state as a belief has already been examined once. The load-bearing ones are stated as facts, in passing, in the first paragraph — and they never appear on a list the founder writes unaided.
- If striking what is already recorded does not remove at least half the list, the list is not assumptions, it is the plan retyped one sentence at a time. Twenty items is a transcript. What survives is usually three, and the collapse from twenty to three is the audit.
- A statement that cannot be false is not a modest assumption; it is not an assumption at all. "The market wants this" survives every possible world, which is exactly why it feels solid and exactly why it is worth nothing.
- Reluctance is the ranking. Whichever assumption the founder is least willing to test is load-bearing, whatever they marked it — and the reasons the test would be unfair, unrepresentative, or premature are a more reliable signal than the mark, because they took effort to produce.
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.
- 4d ago Changed · +20 lines 5902590d51a0
- 7d ago First seen · 114 lines · 37 tokens per session scan A a1c997bb7710
assumption-audit is a skill published in the GitHub repository msolecki/founder-os (4 stars, last pushed 4d ago), licensed MIT. It adds 37 tokens to every session and 1,602 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.
Other skills, from other repositories
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
local-ai-agents
Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…
next-cache-components-adoption
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…
next-partial-prefetching-adoption
Turn on Partial Prefetching in a Next.js app and work through the insights it surfaces. Use when the user wants to enable or adopt Partial Prefetching, flip the partialPrefetching flag, opt routes in with export const prefetch = 'partial', audit Link prefetch={true} behavior, preserve existing prefetched UI with…
chronicle
Analyze Copilot session history for standup reports, usage tips, session search, and session reindexing. Use when the user asks for a standup, daily summary, usage tips, workflow recommendations, wants to search or find past sessions by keyword/file/PR, wants to reindex their session store, or asks about deleting…
babysit-pr
Babysit a GitHub pull request after creation by continuously polling review comments, CI checks/workflow runs, and mergeability state until the PR is merged/closed or user help is required. Diagnose failures, retry likely flaky failures up to 3 times, auto-fix/push branch-related issues when appropriate, and keep…