Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Description

Koog is a Kotlin-based framework designed for developing and executing AI agents using idiomatic Kotlin, catering to both simple agents that handle individual inputs and more intricate workflow agents with tailored strategies and configurations. Its architecture is built entirely in Kotlin, ensuring a smooth integration of the Model Control Protocol (MCP) for improved management of models. The framework also utilizes vector embeddings to facilitate semantic search and offers a versatile system for creating and enhancing tools that can interact with external systems and APIs. Components that are ready for immediate use tackle prevalent challenges in AI engineering, while intelligent history compression techniques are employed to optimize token consumption and maintain context. Additionally, a robust streaming API supports real-time response processing and allows for simultaneous tool invocations. Agents benefit from persistent memory, which enables them to retain knowledge across different sessions and among various agents, and detailed tracing facilities enhance the debugging and monitoring process, ensuring developers have the insights needed for effective optimization. This combination of features positions Koog as a comprehensive solution for developers looking to harness the power of AI in their applications.

Description

VATES stores knowledge as plain structured text rather than as vectors. There is no embedding pipeline, no vector database and no re-ranking stage — a query is scored against the text directly and the top matches go to the model. Nothing is precomputed, so nothing needs rebuilding when the knowledge changes; editing a line takes effect on the next request. This removes an entire tier of infrastructure. No Pinecone, no Weaviate, no pgvector, no GPU, no per-call embedding API. Fewer moving parts, fewer failure points, lower cost. Deleted content is actually gone, verifiable by reading the file. Deployment is an embed snippet or a direct HTTP API with idempotency keys and per-tenant rate limiting. Authentication is WebAuthn/FIDO2 passkeys, TOTP or password. Console, docs and site ship in 23 languages across 9 writing systems; replies are not restricted to that set. Prepaid, usage-based, no seats, no subscription.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Apache Groovy Yes 
ChatGPT No 
Claude No 
Gradle Yes 
Kotlin Yes 
Maven Yes 
Mistral AI No 
Model Context Protocol (MCP) Yes 

Integrations

Apache Groovy No 
ChatGPT Yes 
Claude Yes 
Gradle No 
Kotlin No 
Maven No 
Mistral AI Yes 
Model Context Protocol (MCP) No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

$5 deposit, pay-as-you-go
Usage-based prepaid deposit. No subscription, no monthly minimum,
no cancellation fee. $5.00 minimum per top-up. Billed per request
from the balance. Current rates are listed on the pricing page.
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 Yes 
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) No 
In Person No 

Types of Training

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

Vendor Details

Company Name

JetBrains

Founded

2000

Country

United States

Website

docs.koog.ai/

Vendor Details

Company Name

STANDOUT Inc.

Founded

2024

Country

Japan

Website

vates.standout.jp/

Product Features

Alternatives

Alternatives

txtai Reviews

txtai

NeuML