rag-system-builder-streaming-responses
Sub-skill of rag-system-builder: Streaming Responses.
Best use case
rag-system-builder-streaming-responses is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Sub-skill of rag-system-builder: Streaming Responses.
Teams using rag-system-builder-streaming-responses should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/streaming-responses/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How rag-system-builder-streaming-responses Compares
| Feature / Agent | rag-system-builder-streaming-responses | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Sub-skill of rag-system-builder: Streaming Responses.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Streaming Responses
## Streaming Responses
For better UX with long answers:
```python
def query_streaming(self, question, top_k=5):
"""Stream RAG response for real-time display."""
context = self.get_context(question, top_k)
prompt = self.build_prompt(context, question)
# Anthropic streaming
with anthropic.Anthropic().messages.stream(
model="Codex-sonnet-4-6",
max_tokens=1024,
messages=[{"role": "user", "content": prompt}]
) as stream:
for text in stream.text_stream:
yield text
```Related Skills
repo-ecosystem-hygiene
Interpret the daily read-only repo ecosystem hygiene audit and route remediation through approved workflows.
provider-session-ecosystem-audit-and-exporters
Build and maintain cross-provider session-log audits for Codex, Codex, Hermes, and Gemini, including exporter design, normalization, and behavioral verification.
ecosystem-terminology
Canonical names, abbreviations, and relationship vocabulary for the workspace-hub ecosystem. Load this when naming repos, modules, machines, files, or expanding acronyms to ensure consistency across humans and agents. type: reference
llm-wiki-ecosystem-gap-to-issues
Review the workspace-hub LLM-wiki/document-intelligence ecosystem, identify high-leverage gaps, and create grounded GitHub feature issues without duplicating existing work.
hermes-ecosystem-integration
Wire Hermes into workspace-hub ecosystem — multi-repo skills, config sync, session export to learning pipeline, memory cross-pollination, skill patch tracking, and cross-machine health checks.
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior. 4-phase root cause investigation — NO fixes without understanding the problem first.
mcp-builder
Guide for building high-quality Model Context Protocol (MCP) servers that allow LLMs to interact with external services. Use when creating new MCP integrations, tools, or servers for Codex or other AI systems.
rag-system-builder
Build Retrieval-Augmented Generation (RAG) Q&A systems with Codex or OpenAI. Use for creating AI assistants that answer questions from document collections, technical libraries, or knowledge bases.
knowledge-base-builder
Build searchable knowledge bases from document collections (PDFs, Word, text files). Use for creating technical libraries, standards repositories, research databases, or any large document collection requiring full-text search.
interactive-dashboard-builder
Create self-contained HTML/JavaScript dashboards with Chart.js, filters, and professional styling
skill-ecosystem-curation
Class-level skill ecosystem curation: housekeeping, deduplication/collision reconciliation, archival, and consolidation governance.
provider-session-ecosystem-audit
Audit Codex/Codex/Hermes/Gemini session logs, normalize provider-specific quirks, and wire recurring exports/reporting for ongoing ecosystem health checks.