few-shot-example-gen SKILL.md skillA
few-shot-example-gen from a5c-ai/babysitter is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add a5c-ai/babysitter/few-shot-example-gen@git:20260601.da7723aPins git:20260601.da7723a in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- a5c-ai/babysitter
- Path
library/specializations/ai-agents-conversational/skills/few-shot-example-gen/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260601.da7723a, committed Jun 1, 2026
- First version recorded
- Mar 25, 2026
- Size
- 1,577 bytes
- Repository stars
- 1,896
- License
- MIT
Few-shot example generation and optimization for improved LLM performance.
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
# Few-Shot Example Generation Skill ## Capabilities - Generate diverse few-shot examples - Implement example selection strategies - Optimize example ordering for performance - Create dynamic example retrieval - Design example formats for specific tasks - Implement example quality validation ## Target Processes - prompt-engineering-workflow - intent-classification-system ## Implementation Details ### Example Selection Strategies 1. **Semantic Similarity**: Select similar examples 2. **MMR Selection**: Diverse example selection 3. **N-Gram Overlap**: Lexical similarity 4. **Random Sampling**: Baseline selection 5. **Length-Based**: Control example sizes ### Configuration Options - Number of examples - Selection algorithm - Example format (input/output structure) - Max token limits - Example store backend ### Best Practices - Cover edge cases in examples - Balance example diversity - Optimize example ordering - Test with varied inputs - Monitor token usage ### Dependencies - langchain - sentence-transformers (for semantic selection)
Read the whole file at its exact version.
How to install
mdr add a5c-ai/babysitter/few-shot-example-gen@sha256:ca54685a69d7f77aThe line at the top of this page pins the label git:20260601.da7723a, 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_ndxmsccc5pvpr6ge)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Mar 25, 2026 and Jun 1, 2026, about one every 17 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260601.da7723a latest | 2026-06-01 | da7723a | 1,577 B | A | view · diff |
| git:20260507.44b06c0 | 2026-05-07 | 44b06c0 | 1,642 B | A | view · diff |
| git:20260507.50823d8 | 2026-05-07 | 50823d8 | 1,606 B | A | view · diff |
| git:20260507.313363d | 2026-05-07 | 313363d | 1,362 B | A | view · diff |
| git:20260325.a6b3a88 | 2026-03-25 | a6b3a88 | 1,252 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 (1577 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
a5c-ai/babysitter · 1,896 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ndxmsccc5pvpr6ge GET https://markdownregistry.com/api/v1/resolve?ref=a5c-ai/babysitter/few-shot-example-gen GET https://markdownregistry.com/api/v1/blob/ca54685a69d7f77a7d7045fd1d35378232efec42efc71abbf6fe7ec2f64041ee
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.