073_DSPy_Local_Model_Deployment

073_DSPy_Local_Model_Deployment is a cursor rule for Cursor from AIFlowML/cursor_rules. It costs 25 tokens per session (7,838 once invoked), scanned A, original, no licence file.

Guidance for running DSPy applications with language models on local infrastructure. It mentions SGLang, Ollama, and vLLM, which are tools for serving models locally.

In plain words
What is it for?
Deploying and operating local language models with SGLang, Ollama, or vLLM in DSPy systems.
Why use it?
It helps teams use local model servers instead of relying only on remote model services.

Cursor rule for Cursor

Written for Cursor: installed under .cursor/.

Good fit Deploying and operating local language models with SGLang, Ollama, or vLLM in…

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/aiflowml/cursor_rules/073_dspy_local_model_deployment
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/AIFlowML/cursor_rules

Made for: Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for 073_DSPy_Local_Model_Deployment

README.md
[![agentmods](https://agentmods.dev/badge/rules/aiflowml/cursor_rules/073_dspy_local_model_deployment.svg)](https://agentmods.dev/rules/aiflowml/cursor_rules/073_dspy_local_model_deployment)
Your own site
<a href="https://agentmods.dev/rules/aiflowml/cursor_rules/073_dspy_local_model_deployment"><img src="https://agentmods.dev/badge/rules/aiflowml/cursor_rules/073_dspy_local_model_deployment.svg" alt="Measured on agentmods" height="20"></a>
Per session 25 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 7,838 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 2 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00025 $0.07838
Opus 5 $0.00013 $0.03919
Sonnet 5 $0.00005 $0.01568
Haiku 4.5 $0.00003 $0.00784

Measured 3d ago against content hash 83dba0f3a0c2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

073_DSPy_Local_Model_Deployment scanned grade A with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

response = requests.get("http://localhost:11434/api/tags")

Runs shell commandslowCapability

Expected in a hook, worth knowing in a rule or an instructions file.

subprocess.Popen(["ollama", "serve"])
.cursor/rules/DSPy_3/073_DSPy_Local_Model_Deployment.mdc · 1,085 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 3d ago First seen · 1,085 lines · 25 tokens per session scan A 83dba0f3a0c2

Subscribe to this mod's changes

073_DSPy_Local_Model_Deployment is a cursor rule published in the GitHub repository AIFlowML/cursor_rules (25 stars, last pushed 1y ago), with no licence file. It adds 25 tokens to every session and 7,838 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 2 findings (makes network calls, runs shell commands). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.