# deepseek-ai/deepseek-recipe

> A collection of Rust libraries and Python bindings that convert API requests in different formats (Messages, Chat Completions, Responses) into the Conversation format, encode them into prompts for DeepSeek V4/V4.1 models, and convert model output back into responses. Inference, tool execution, and HTTP transport must be provided externally.

- Magnitude: 0.0 out of 10 — Quiet
- Stars: 348 total · +0 stars on 2026-09-27 (UTC), ≈ 0 by evening
- Star trust: star growth looks organic
- Category: Language models · Language: Rust · License: MIT · Created: 2026-09-10 · Last push: 2026-09-10
- GitHub: https://github.com/deepseek-ai/deepseek-recipe · Page: https://gitnova.dev/en/r/deepseek-ai/deepseek-recipe

## Useful for

- Convert a Chat Completions request into a DeepSeek V4.1 prompt in Python or Rust
- Build an API server supporting multiple request formats on top of your own inference backend
- Encode a conversation into token IDs or decode model output back into Chat Completions

## Why it’s here

- The repository is 17 days old and already has 348 stars.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 32
- Issues and pull requests: 20
- Watchers: 0
- Average over the last week: 1 per day
- Usual pace: 14 per day

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-30 … 2026-10-29: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 14 days

09-14 2.0, 09-15 1.9, 09-16 1.6, 09-17 1.7, 09-18 1.1, 09-19 1.4, 09-20 0.7, 09-21 1.1, 09-22 1.4, 09-23 0.7, 09-24 0.9, 09-25 1.0, 09-26 0.0, 09-27 0.0

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-09-27 00:15 UTC, updated every 30 minutes.