self-consistency SKILL.md skillA
self-consistency from nguyenthienthanh/aura-frog is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nguyenthienthanh/aura-frog/self-consistency@git:20260515.6be9f59Pins git:20260515.6be9f59 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nguyenthienthanh/aura-frog
- Path
aura-frog/skills/self-consistency/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260515.6be9f59, committed May 15, 2026
- First version recorded
- Apr 21, 2026
- Size
- 4,357 bytes
- Repository stars
- 25
- License
- MIT
Generate N independent reasoning paths and vote on the answer. Use for architectural trade-offs, ambiguous design decisions, or when single-path reasoning risks locking onto the first plausible answer. Paper: Wang et al. 2022.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
> **AI-consumed reference.** Optimized for Claude to read during execution. > Human-readable explanation: see [docs/architecture/HIERARCHICAL_PLANNING.md](../../../docs/architecture/HIERARCHICAL_PLANNING.md) > or [docs/getting-started/](../../../docs/getting-started/) depending on topic. # Self-Consistency For ambiguous design decisions with multiple plausible answers. Generate multiple independent paths, take the majority. **Governed by:** `rules/workflow/self-consistency.md` (when / why) --- ## When NOT to Use - Single-answer tasks (file rename, typo) - Quick/Standard complexity — cost doesn't pay back - User said `must do:` / `just do:` / `no discussion` - Budget already >85% of session limit --- ## The Protocol ### Step 1 — Frame the decision Write the decision as a question with ≥2 possible answers: > "Should the API use REST or GraphQL?" > "Monolith, modular monolith, or microservices?" > "Redis for cache vs in-memory LRU?" If the question has only one sensible answer, skip SC. ### Step 2 — Generate N = 3 paths For each path, reason from scratch in an isolated context: ``` Path 1: - Consider user scale (est. 10K DAU for this product) …
Read the whole file at its exact version.
How to install
mdr add nguyenthienthanh/aura-frog/self-consistency@sha256:2e9886b08efec485The line at the top of this page pins the label git:20260515.6be9f59, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_spj3psoayl7gag23)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Apr 21, 2026 and May 15, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260515.6be9f59 latest | 2026-05-15 | 6be9f59 | 4,357 B | A | view · diff |
| git:20260428.3e00277 | 2026-04-28 | 3e00277 | 4,066 B | A | view · diff |
| git:20260421.3e1db83 | 2026-04-21 | 3e1db83 | 4,044 B | A | view · diff |
| git:20260421.1fdc0f3 | 2026-04-21 | 1fdc0f3 | 4,038 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (4357 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nguyenthienthanh/aura-frog · 25 stars · license MIT · pushed 2026-10-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_spj3psoayl7gag23 GET https://markdownregistry.com/api/v1/resolve?ref=nguyenthienthanh/aura-frog/self-consistency GET https://markdownregistry.com/api/v1/blob/2e9886b08efec4854313c7793de65886909868bd6897cec237752795ca0f17fd
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.