Kimi K2.7 Code

Kimi K2.7 Code

Moonshot AI
RankLLM

RankLLM

Castorini
+
+

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About

Kimi K2.7 Code is an open-source, coding-focused agentic AI model developed by Moonshot AI for long-horizon software engineering tasks. It is designed to improve coding performance, agent workflows, and real-world development assistance compared with earlier Kimi K2 versions. The model supports a 256K context window, making it useful for working with large codebases, long technical documents, and complex multi-step programming tasks. Kimi K2.7 Code is available through Kimi Code and API access, with OpenAI- and Anthropic-compatible options for easier integration into developer workflows. It is also listed on Hugging Face and supports deployment through inference engines such as vLLM, SGLang, and KTransformers. With improved agentic capabilities, long-context support, and reduced thinking-token usage compared with K2.6, Kimi K2.7 Code gives developers a flexible open-source option for AI-assisted coding.

About

RankLLM is a Python toolkit for reproducible information retrieval research using rerankers, with a focus on listwise reranking. It offers a suite of rerankers, pointwise models like MonoT5, pairwise models like DuoT5, and listwise models compatible with vLLM, SGLang, or TensorRT-LLM. Additionally, it supports RankGPT and RankGemini variants, which are proprietary listwise rerankers. It includes modules for retrieval, reranking, evaluation, and response analysis, facilitating end-to-end workflows. RankLLM integrates with Pyserini for retrieval and provides integrated evaluation for multi-stage pipelines. It also includes a module for detailed analysis of input prompts and LLM responses, addressing reliability concerns with LLM APIs and non-deterministic behavior in Mixture-of-Experts (MoE) models. The toolkit supports various backends, including SGLang and TensorRT-LLM, and is compatible with a wide range of LLMs.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Kimi K2.7 Code is best suited for software developers, engineering teams, AI coding tool builders, open-source model users, DevOps teams, and organizations that need long-context code generation, debugging, repository analysis, and agentic software engineering support

Audience

Academic researchers and developers seeking a solution offering tools for implementing and evaluating listwise reranking with large language models

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Moonshot AI
Founded: 2023
China
www.kimi.com

Company Information

Castorini
Canada
github.com/castorini/rank_llm/

Alternatives

Big Pickle

Big Pickle

OpenCode Zen

Alternatives

RankGPT

RankGPT

Weiwei Sun
Bonsai 27B

Bonsai 27B

PrismML
ColBERT

ColBERT

Future Data Systems
Claude Fable 5

Claude Fable 5

Anthropic
Kimi K3

Kimi K3

Moonshot AI
Kimi K2.5

Kimi K2.5

Moonshot AI

Categories

Categories

Integrations

NVIDIA TensorRT
Python
Bash
CSS
Cherry Studio
Claw Code
ClinePass
Fireworks AI
HTML
Hermes Agent
Java
Kubernetes
Mistral AI
Objective-C
Okara
OpenAI Codex
Rust
Together AI
Vercel AI Gateway
YAML

Integrations

NVIDIA TensorRT
Python
Bash
CSS
Cherry Studio
Claw Code
ClinePass
Fireworks AI
HTML
Hermes Agent
Java
Kubernetes
Mistral AI
Objective-C
Okara
OpenAI Codex
Rust
Together AI
Vercel AI Gateway
YAML
Claim Kimi K2.7 Code and update features and information
Claim Kimi K2.7 Code and update features and information
Claim RankLLM and update features and information
Claim RankLLM and update features and information