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seekdb

The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.

Last verification date: 2026-06-23 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Publication status · 2026-06-23

What is seekdb?

01

Quick decision

Use this section to decide whether the project is worth a deeper read.
Best forUsers who want source-backed project understanding before installing it.

Match the project to your task before installing it.

Capabilityskill, recipe, host_instruction, eval, preflight

The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.

Repositoryoceanbase/seekdb

2.8k stars · 253 forks

02

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.
1

Overview, Architecture & Build System

Related topics: Core SQL Engine, Storage & Log Service, Vector, Full-Text, Hybrid Search & AI Service

Source: https://github.com/oceanbase/seekdb / Human Manual
2

Core SQL Engine, Storage & Log Service

Related topics: Overview, Architecture & Build System, Vector, Full-Text, Hybrid Search & AI Service, FORK/MERGE Sandboxes & Embedded SDKs

Source: https://github.com/oceanbase/seekdb / Human Manual
3

Vector, Full-Text, Hybrid Search & AI Service

Related topics: Overview, Architecture & Build System, Core SQL Engine, Storage & Log Service, FORK/MERGE Sandboxes & Embedded SDKs

Source: https://github.com/oceanbase/seekdb / Human Manual
4

FORK/MERGE Sandboxes & Embedded SDKs

Related topics: Overview, Architecture & Build System, Core SQL Engine, Storage & Log Service, Vector, Full-Text, Hybrid Search & AI Service

Source: https://github.com/oceanbase/seekdb / Human Manual
5

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/oceanbase/seekdb, Human Manual, Project Pack evidence, and downstream validation signals.

03

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.
Stars2.8k stars
Forks253 forks
Contributors32 contributors
Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using seekdb with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

04

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.
1

Try the prompt first

Test the workflow without installing the upstream project.

preview
2

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual
3

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context
4

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify
pip install -U pyseekdb

Official start command · https://github.com/oceanbase/seekdb#readme · verified: yes

05

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

seekdb Manual

The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.

Open the full manual
  1. https://github.com/oceanbase/seekdb Project Manual
  2. Table of Contents
  3. Overview, Architecture & Build System
  4. Related Pages
  5. Project Purpose and Scope
  6. High-Level Architecture
  7. Build System
  8. Key build-time configuration knobs
1

Overview, Architecture & Build System

Related topics: Core SQL Engine, Storage & Log Service, Vector, Full-Text, Hybrid Search & AI Service

Source: https://github.com/oceanbase/seekdb / Human Manual
2

Core SQL Engine, Storage & Log Service

Related topics: Overview, Architecture & Build System, Vector, Full-Text, Hybrid Search & AI Service, FORK/MERGE Sandboxes & Embedded SDKs

Source: https://github.com/oceanbase/seekdb / Human Manual
3

Vector, Full-Text, Hybrid Search & AI Service

Related topics: Overview, Architecture & Build System, Core SQL Engine, Storage & Log Service, FORK/MERGE Sandboxes & Embedded SDKs

Source: https://github.com/oceanbase/seekdb / Human Manual
4

FORK/MERGE Sandboxes & Embedded SDKs

Related topics: Overview, Architecture & Build System, Core SQL Engine, Storage & Log Service, Vector, Full-Text, Hybrid Search & AI Service

Source: https://github.com/oceanbase/seekdb / Human Manual
5

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

06

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

07

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

08

Pitfall Log and verification risks

Doramagic surfaces high-risk items before users treat a candidate capability as verified.
high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

high

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

Developers may fail before the first successful local run: Query times out on new standby after switchover during dump on primary

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v1.3.0

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.