# genpark-dynamic-context-pruning-needle-retriever-skill

> genpark-dynamic-context-pruning-needle-retriever-skill — alphaparkinc-genpark-dynamic-context-pruning-needle-retriever-skill. Use this tool when you need to efficiently manage long contexts in large language models, as it solves the problem of information overload by dynamically pruning irrelevant context and retrieving specific information, accepting input contexts and outputting relevant, pruned data. This skill is particularly useful in applications where context length exceeds limitations, such as in git-based projects. It streamlines the interaction with large language models, making it ideal for use cases involving extensive contextual data.

Canonical page: https://skillsregistry.net/skills/alphaparkinc-genpark-dynamic-context-pruning-needle-retriever-skill  
JSON: https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-dynamic-context-pruning-needle-retriever-skill

## Description

Dynamic context pruning & needle retriever for long LLM contexts (LLMLingua)

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/alphaparkinc/genpark-dynamic-context-pruning-needle-retriever-skill)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "alphaparkinc-genpark-dynamic-context-pruning-needle-retriever-skill"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-dynamic-context-pruning-needle-retriever-skill` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-dynamic-context-pruning-needle-retriever-skill/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt