adaptive-classifier SKILL.md skillA
adaptive-classifier from lambdasec/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lambdasec/skills/adaptive-classifier@git:20261023.06fd56dPins git:20261023.06fd56d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lambdasec/skills
- Path
skills/adaptive-classifier/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261023.06fd56d, committed Oct 23, 2026
- Size
- 9,626 bytes
- Repository stars
- 3
- License
- Apache-2.0
Build, update and honestly evaluate text classifiers with the open-source adaptive-classifier library, which learns new examples and new classes without retraining from scratch. Use for small labeled sets, label sets that change over time, and routing, intent or moderation tasks; not for large static datasets where standard fine-tuning is better.
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
Use this skill when the user wants a text classifier (https://github.com/codelion/adaptive-classifier) that starts from a few labeled examples and keeps learning. Everything runs locally. Do not call `push_to_hub` or any publish step unless the user explicitly asks. Ask before anything downloads model weights or datasets. Creating `AdaptiveClassifier(...)` with a model name, `from_pretrained(...)` and ONNX export all fetch or write model files. Say which model and roughly why, and wait for a yes. ## 1. Is it a fit? Good fit: - Small labeled sets (tens to a few hundred examples per class). - Labels that appear or change over time: new intents, new routing tiers, new policy categories. - Routing, intent detection, moderation triage, ticket tagging, where you want to add examples without a retraining job. Poor fit: - A large, static, well-labeled dataset. Standard fine-tuning of an encoder will usually do better and is simpler to reason about. - Tasks that need long-document understanding, generation, or labels that depend on subtle reasoning rather than text similarity. …
Read the whole file at its exact version.
How to install
mdr add lambdasec/skills/adaptive-classifier@sha256:33c82f6d62ca9959The line at the top of this page pins the label git:20261023.06fd56d, 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_evp7x6nwz6r7bipc)
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Versions
The registry has recorded 1 version of this file, committed on Oct 23, 2026.
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 (9626 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
lambdasec/skills · 3 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_evp7x6nwz6r7bipc GET https://markdownregistry.com/api/v1/resolve?ref=lambdasec/skills/adaptive-classifier GET https://markdownregistry.com/api/v1/blob/33c82f6d62ca9959b9817b56c225c8af24ee246a5f8850860d60f3de22588035
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.