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 frankxai/claude-skills-library --skill doubt-driven-developmentgit clone --depth 1 https://github.com/frankxai/claude-skills-libraryWrote 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/frankxai/claude-skills-library/doubt-driven-development)<a href="https://agentmods.dev/skills/frankxai/claude-skills-library/doubt-driven-development"><img src="https://agentmods.dev/badge/skills/frankxai/claude-skills-library/doubt-driven-development/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/frankxai/claude-skills-library/doubt-driven-development"><img src="https://agentmods.dev/badge/skills/frankxai/claude-skills-library/doubt-driven-development.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 | $0.00077 | $0.01133 |
| Opus 5.5 | $0.00031 | $0.00453 |
| Sonnet 5.5 | $0.00015 | $0.00227 |
| Haiku 4.5 | $0.00008 | $0.00113 |
Grade A, and why
doubt-driven-development 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 yesterday.
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 — 62 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Doubt-driven development
Long sessions turn assumptions into facts without anyone noticing. This skill puts a reviewer in front of each non-trivial decision while it is still cheap to change, and points that reviewer at disproving it. It complements the merge gate: pr-gate judges the finished PR; doubt-driven checks the decisions on the way there.
Non-trivial means at least one of
- new or changed branching logic;
- a module, service or repository boundary is crossed;
- a property the compiler cannot check (thread safety, idempotence, ordering, "this is safe", "this scales");
- correctness depends on context a future reader will not see;
- the step is hard to undo (deploy, data migration, merge to main, public claim, money path).
Skip it for renames, formatting, moves, reading code, running tests, and clear instructions with obvious correctness.
The cycle
-
Claim. Write the decision and why it matters in two or three lines. If you cannot, you have a vibe; settle it first.
-
Extract. Isolate the smallest reviewable unit: the diff or function, or the proposal in three to five sentences plus its constraints. Strip your reasoning, keep the evidence, including any caller, guard or test that contradicts you. Over about 300 lines, split it.
-
Doubt. Send only the artifact and the contract, never the claim, with an adversarial prompt:
Adversarial review. Find what is wrong. Assume the author is overconfident. Look for unstated assumptions, unhandled edge cases, hidden coupling or shared state, ways the contract breaks, estate conventions it violates, and failure under unexpected input. Do not validate or summarise. List issues, or state that you found none after a thorough check.
-
Reconcile. You stay the decision owner. Re-read the artifact against each finding and classify, first match wins: contract unclear (fix the contract), valid and actionable (change the artifact, loop), valid trade-off (document it where the user sees it), noise (note what context would have prevented it).
-
Stop. When findings turn trivial, after three cycles (then escalate to Frank), or when he says ship. If three cycles still produce substantive findings, the artifact is not ready; say so.
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.
- yesterday First seen · 62 lines · 77 tokens per session scan A f3716b108740
doubt-driven-development is a skill published in the GitHub repository frankxai/claude-skills-library (47 stars, last pushed yesterday), licensed MIT. It adds 77 tokens to every session and 1,133 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 2026-11-13.
doubt-driven-development compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| doubt-driven-developmentfrankxai/claude-skills-library | Skill | 47 | yesterday | MIT | A | 77 | Claude Code, Codex |
| triagevinvcn/mattpocock-skills-zh-CN | Skill | 5.8k | 4d ago | MIT | A | 34 | Claude Code, Codex |
| prvinvcn/mattpocock-skills-zh-CN | Skill | 5.8k | 4d ago | MIT | A | 36 | Claude Code, Codex |
| code-reviewvinvcn/mattpocock-skills-zh-CN | Skill | 5.8k | 4d ago | MIT | A | 94 | Claude Code, Codex |
| improve-codebase-architecturevinvcn/mattpocock-skills-zh-CN | Skill | 5.8k | 4d ago | MIT | A | 35 | Claude Code, Codex |
| anti-sloproedyrustam/vibes-plug | Skill | 126 | 3d ago | MIT | A | 41 | Cursor |
| andrej-karpathylingxling/awesome-skills-cn | Skill | 334 | 1mo ago | MIT | A | 46 | Claude Code |