Borrowing it
Nothing to install: this file belongs to iamadi11/mcp-ui-poc. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/iamadi11/mcp-ui-poc/main/.claude/skills/autonomous-company-product-gap/SKILL.mdgit clone --depth 1 https://github.com/iamadi11/mcp-ui-pocWrote 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/iamadi11/mcp-ui-poc/autonomous-company-product-gap)<a href="https://agentmods.dev/skills/iamadi11/mcp-ui-poc/autonomous-company-product-gap"><img src="https://agentmods.dev/badge/skills/iamadi11/mcp-ui-poc/autonomous-company-product-gap/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/iamadi11/mcp-ui-poc/autonomous-company-product-gap"><img src="https://agentmods.dev/badge/skills/iamadi11/mcp-ui-poc/autonomous-company-product-gap.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 | $0.00065 | $0.00665 |
| Opus 5.5 | $0.00026 | $0.00266 |
| Sonnet 5.5 | $0.00013 | $0.00133 |
| Haiku 4.5 | $0.00006 | $0.00067 |
Grade A, and why
autonomous-company-product-gap 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 1mo 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 — 53 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Autonomous Company — product gap
When the company idles with no engineering READY work while the engineering roadmap still has Selected / must implement rows, the gap is in discovery → triage, not “nothing left to build.”
Do not invent customers, metrics, or side-quest features to stay busy.
Diagnose
- Run
npm run company -- status(orstart). - Note
stopReason:NO_ACTIONABLE_HIGH_VALUE_TASKorONLY_SPECULATIVE_OR_DEFERRED. - Open
docs/engineering-roadmap.md. - Check whether Selected / must implement still lists unimplemented
EE-###(or similar) IDs. - Inspect the work pool: are candidates only cadence/test-gap/deferred/docs?
| Symptom | Likely cause |
|---|---|
| Idle + Selected rows remain | Roadmap discovery off, parse failed, or Selected rows rejected as low score |
| Only Deferred / hypothesis items | Correct idle after product-gap check; do not promote Deferred without new evidence |
READY department=engineering / roadmap:EE-* present |
Not a product gap — execute as Cursor LLM engineering work |
| BLOCKED “Requires Cursor agent…” | Expected host honesty — Cursor worker must implement |
Remediation checklist
- Confirm Selected table rows in
docs/engineering-roadmap.md(evidence column required). - Ensure config
discovery.scanEngineeringRoadmap: true(default). npm run company -- start --freshortickso discovery re-runs.- Expect pool entries
problemKey: roadmap:EE-###with confidence ≥ 0.8 → READY or BLOCKED-for-Cursor. - As Cursor
/autonomous-companyworker: claim/implement Selected engineering items (Mattimplement/ projectimplement-feature/ one TDD skill). completewith real validation →tick→ repeat until Selected empty or honestly idle.
Anti-slop
- No invented customers, revenue, or engagement metrics.
- Do not promote Deferred rows to READY without new verified evidence or an ADR.
- Do not flip locked product decisions in the roadmap without a new ADR.
- Do not mark Selected feature/fix complete via fake compile on hosts without the toolchain — leave BLOCKED for Cursor.
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.
- 1mo ago First seen · 53 lines · 65 tokens per session scan A 3d26ead412a6
autonomous-company-product-gap is a skill published in the GitHub repository iamadi11/mcp-ui-poc (8 stars, last pushed 29d ago), licensed MIT. It adds 65 tokens to every session and 665 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 2026-09-22.
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