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Haystack Pipeline Skill

Haystack NLP pipeline configuration for document processing and QA

Installable skillMITBy a5c-aiUpdated Oct 28, 2026
INTENDED FORClaude CodeCodexOpenClawCursorInstall in a listed agent.

instructions.md

---
name: haystack-pipeline-16e7c5fcbe37
description: Haystack NLP pipeline configuration for document processing and QA
allowed-tools:
  - Read
  - Write
  - Edit
  - Bash
  - Glob
  - Grep
graph:
  domains: [domain:software-engineering]
  specializations: [specialization:ai-agents-conversational]
  skillAreas: [skill-area:retrieval-augmented-generation, skill-area:natural-language-processing]
  roles: [role:ml-engineer, role:backend-engineer]
  workflows: [workflow:ml-model-lifecycle, workflow:feature-development]

---

# Haystack Pipeline Skill

## Capabilities

- Configure Haystack pipeline components
- Set up document stores and retrievers
- Implement reader/generator models
- Design custom pipeline graphs
- Configure preprocessing pipelines
- Implement evaluation pipelines

## Target Processes

- rag-pipeline-implementation
- intent-classification-system

## Implementation Details

### Core Components

1. **DocumentStores**: Elasticsearch, Weaviate, FAISS, etc.
2. **Retrievers**: BM25, Dense, Hybrid
3. **Readers/Generators**: Extractive and generative QA
4. **Preprocessors**: Document cleaning and splitting

### Pipeline Types

- Retrieval pipelines
- RAG pipelines
- Evaluation pipelines
- Indexing pipelines

### Configuration Options

- Component selection
- Pipeline graph design
- Document store backend
- Model selection
- Preprocessing settings

### Best Practices

- Modular pipeline design
- Proper preprocessing
- Evaluation integration
- Component versioning

### Dependencies

- haystack-ai
- farm-haystack (legacy)

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Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.