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Average Ratings 0 Ratings

Total
ease
features
design
support

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Write a Review

Description

Coral is a developer-focused data access platform that lets teams query different tools and systems with SQL instead of writing custom connectors. It converts APIs, databases, files, and software platforms into readonly schemas that agents and humans can inspect, join, and analyze. Users can connect sources such as GitHub, GitLab, Slack, Linear, Datadog, Sentry, OpenTelemetry, Intercom, Stripe, and incident management tools. Once connected, Coral makes those sources available as tables, allowing cross-system questions to be answered through standard SQL. The platform is designed for AI agent workloads, giving coding agents and operational assistants access to structured context without unsafe write access. Coral works through the command line and over MCP, so multiple agents can share one runtime. It includes query pushdown, caching, pagination handling, schema hints, recommended joins, and relationship learning based on usage patterns. These capabilities help reduce expensive tool loops and improve the quality of agent-generated answers. Coral gives teams a practical way to make scattered operational data accessible, queryable, and useful for engineering, SRE, security, support, and internal operations.

Description

Qdrant serves as a sophisticated vector similarity engine and database, functioning as an API service that enables the search for the closest high-dimensional vectors. By utilizing Qdrant, users can transform embeddings or neural network encoders into comprehensive applications designed for matching, searching, recommending, and far more. It also offers an OpenAPI v3 specification, which facilitates the generation of client libraries in virtually any programming language, along with pre-built clients for Python and other languages that come with enhanced features. One of its standout features is a distinct custom adaptation of the HNSW algorithm used for Approximate Nearest Neighbor Search, which allows for lightning-fast searches while enabling the application of search filters without diminishing the quality of the results. Furthermore, Qdrant supports additional payload data tied to vectors, enabling not only the storage of this payload but also the ability to filter search outcomes based on the values contained within that payload. This capability enhances the overall versatility of search operations, making it an invaluable tool for developers and data scientists alike.

API Access

Has API Yes 

API Access

Has API No 

Screenshots View All

Screenshots View All

Integrations

Activepieces No 
Database Mart No 
Datadog Yes 
Dropstone No 
Elestio No 
GitHub Yes 
Knolli No 
Kong AI Gateway No 
LLMWare.ai No 
Mazaal AI No 
Mimasa AI No 
NLWeb No 
OpenAI Codex Yes 
OpenLIT No 
PagerDuty Yes 
Prem AI No 
Sentry Yes 
Skott No 
Stripe Yes 
Workers by Delos No 

Integrations

Activepieces Yes 
Database Mart Yes 
Datadog No 
Dropstone Yes 
Elestio Yes 
GitHub No 
Knolli Yes 
Kong AI Gateway Yes 
LLMWare.ai Yes 
Mazaal AI Yes 
Mimasa AI Yes 
NLWeb Yes 
OpenAI Codex No 
OpenLIT Yes 
PagerDuty No 
Prem AI Yes 
Sentry No 
Skott Yes 
Stripe No 
Workers by Delos Yes 

Pricing Details

$249/month
Free Trial No 
Free Version No 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
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 Yes 
Live Training (Online) No 
In Person Yes 

Vendor Details

Company Name

Coral

Founded

2024

Country

United Kingdom

Website

withcoral.com

Vendor Details

Company Name

Qdrant

Founded

2021

Country

Germany

Website

qdrant.tech/

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