agentic-uncertainty-quantifier SKILL.md skillA
agentic-uncertainty-quantifier from stijnman/grok-custom-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add stijnman/grok-custom-skills/agentic-uncertainty-quantifier@v1.2.0Pins v1.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- stijnman/grok-custom-skills
- Path
.grok/skills/agentic-uncertainty-quantifier/SKILL.md- Versions recorded
- 4
- Latest version
- v1.2.0, committed Aug 14, 2026
- First version recorded
- May 19, 2026
- Size
- 1,562 bytes
- Repository stars
- 13
- License
- MIT
Scores task uncertainty to calibrate memory depth and iteration count. Use for: quantify uncertainty, fast slow think, uncertainty score, how sure.
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
# Agentic Uncertainty Quantifier ## When to Use - User says **quantify uncertainty** or task matches this capability - User says **fast slow think** or task matches this capability - User says **uncertainty score** or task matches this capability - User says **how sure** or task matches this capability ## Workflow 1. Score epistemic uncertainty 0-10 (how much is unknown). 2. Score procedural uncertainty 0-10 (how clear are the steps). 3. High epistemic (>6): retrieve more context, run self-refine-loop. 4. Low procedural (<4): ask clarifying questions before acting. 5. Report scores and recommended depth to user. ## Integrations - `self-refine-loop` - `semantic-memory-manager` - `deep-search-enabler` ## Error Handling | Failure | Response | |---------|----------| | False confidence | Bias toward caution on destructive tasks. | ## Gotchas - Uncertainty > 7 on financial/deploy actions triggers hitl-approver. ## Example **Input:** User request matching triggers above. **Output:** Structured result per workflow with integrations invoked as needed.
Read the whole file at its exact version.
How to install
mdr add stijnman/grok-custom-skills/agentic-uncertainty-quantifier@sha256:b2bab7a1cff0df61The line at the top of this page pins the label v1.2.0, 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_wfd4jbuk6xat7mye)
6 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between May 19, 2026 and Aug 14, 2026, about one every 29 days. Its first recorded version is graded C and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.2.0 latest | 2026-08-14 | abe185a | 1,562 B | A | view · diff |
| v1.1.0 | 2026-06-24 | 5c9866b | 1,690 B | A | view · diff |
| v1.0.0 | 2026-06-11 | 5771a0a | 602 B | A | view · diff |
| git:20260519.e01a4dd | 2026-05-19 | e01a4dd | 256 B | C | 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 (1562 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
stijnman/grok-custom-skills · 13 stars · license MIT · pushed 2026-09-28 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wfd4jbuk6xat7mye GET https://markdownregistry.com/api/v1/resolve?ref=stijnman/grok-custom-skills/agentic-uncertainty-quantifier GET https://markdownregistry.com/api/v1/blob/b2bab7a1cff0df61f4b986febee00ed74ac6c3aa2f84119303388c574dd6f93a
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.