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Description

DeltaForce is a robust application analytics platform that offers in-depth insights into enterprise applications and databases. By utilizing automated knowledge bases for intricate applications built on various languages and technologies, DeltaForce helps organizations enhance development and maintenance efficiency. The tool leverages patented technology to automatically import and scrutinize both source files and database schemas, effectively identifying the detailed object-level dependencies that exist between them. Furthermore, DeltaForce operates based on fundamental user input configurations, eliminating the need for users to manually track dependency information. This functionality allows for seamless imports and analyses of both source files and database schemas, facilitating the mapping of relationships within a program. With DeltaForce, organizations can streamline their application management processes and enhance overall productivity.

Description

Kimi K3 is a large-scale AI model from Moonshot AI designed for advanced reasoning, software engineering, visual understanding, agentic workflows, and knowledge work. The model is built with 2.8 trillion parameters and uses Kimi Delta Attention, a hybrid linear attention design created to support long-context intelligence. It also includes Attention Residuals and a native 1 million token context window, giving developers room to work with large files, repositories, documentation sets, transcripts, and enterprise knowledge bases. Kimi K3 always runs with thinking mode enabled and currently supports maximum reasoning effort by default. Developers can access the model through Moonshot’s OpenAI-compatible API using Python, cURL, and the OpenAI SDK. The API supports standard chat completions, streaming output, structured JSON Schema responses, partial continuation from a prefix, custom tool calling, required tool choice, and dynamic tool loading. Kimi K3 also supports vision inputs, including local images encoded as base64 and video files uploaded through the file API. Automatic context caching helps repeated long-prefix workflows become more efficient without requiring manual cache IDs or extra cache parameters. By combining long context, visual understanding, tool use, structured output, and advanced reasoning, Kimi K3 is built for developers creating sophisticated AI agents, coding systems, research tools, and enterprise applications.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Bash No 
CSS No 
Cloudflare No 
CoreWeave No 
Factory Droid No 
Fireworks AI No 
Kotlin No 
Okara No 
OpenCode No 
OpenCode Zen No 
OpenTag No 
Python No 
R No 
Ruby No 
Shiori No 
Tabbit Browser No 
Tailwind CSS No 
Together AI No 
Visual Studio Code No 
YAML No 

Integrations

Bash Yes 
CSS Yes 
Cloudflare Yes 
CoreWeave Yes 
Factory Droid Yes 
Fireworks AI Yes 
Kotlin Yes 
Okara Yes 
OpenCode Yes 
OpenCode Zen Yes 
OpenTag Yes 
Python Yes 
R Yes 
Ruby Yes 
Shiori Yes 
Tabbit Browser Yes 
Tailwind CSS Yes 
Together AI Yes 
Visual Studio Code Yes 
YAML Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

$3 per 1M tokens (input)
Kimi K3 is priced per 1 million tokens:

Cached input: $0.30
Uncached input: $3.00
Output: $15.00
Context window: 1,048,576 tokens

Cached inputs cost 90% less than uncached inputs, while generated output is the most expensive token category. Prices exclude applicable taxes, which are calculated based on the customer’s jurisdiction.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

We-Bridge

Founded

2020

Country

United States

Website

we-bridge.com/products/deltaforce/

Vendor Details

Company Name

Moonshot AI

Founded

2023

Country

China

Website

kimi.ai

Product Features

Application Performance Monitoring (APM)

Baseline Manager No 
Diagnostic Tools No 
Full Transaction Diagnostics No 
Performance Control No 
Resource Management No 
Root-Cause Diagnosis No 
Server Performance No 
Trace Individual Transactions No 

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