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deep-searcher

zilliztech/deep-searcher

Open Source Deep Research Alternative to Reason and Search on Private Data.

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

152views this month

8.1k stars775 forksLast push Nov 19, 2025 Python Apache-2.0

Decision brief

DeepSearcher is an open-source tool for reasoning and searching on private data, using vector databases and LLM integrations in Python under Apache-2.0 license.

Good fit when

  • When you require custom search and reasoning capabilities on your private datasets with integration of multiple LLMs like Claude or Qwen3.
  • If your project needs rapid development support through an installation method via UV, enhancing dependency management.

Avoid when

  • Avoid if your project demands proprietary solutions, as DeepSearcher is open-source and may not be suitable for closed systems.
  • Not ideal when a single vector database suffices; DeepSearcher supports multiple databases which might be overkill and complicate setup unnecessarily.

Observed Jul 12, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Slowing (272d since push)
As of Aug 18, 2026
Provenance
Not a fork · Organization account
As of Aug 18, 2026
Security (OSV)
No lockfile
As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Backing

Company context for Zilliz. Display-only - separate from trust and ranking.

Company
Zilliz·GitHub org profile·Jul 11, 2026
Funding
$60,000,000 (2022-08)·GraphCanon curated seed (public press)·Jul 11, 2026
Commercial model
Open core·GraphCanon curated seed·Jul 11, 2026

Install

pip install deep-searcher
PyPI

How it fits your stack(23)

Typed graph edges - alternatives, integrations, successors, and dependencies. Ranked by relationship type, not raw GitHub stars.

Alternative

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Similar tools

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

An AI tool for reasoning and searching on private data, leveraging multiple vector databases and LLM integrations.

Capability facts

Deploy
Self-host

Source: dockerfile:Dockerfile · Aug 18, 2026

Docker
Dockerfile present

Source: dockerfile:Dockerfile · Aug 18, 2026

CLI
CLI entrypoint

Source: pyproject.toml:[project.scripts] · Aug 18, 2026

Languages
python

Source: github.language+pyproject.toml · Aug 18, 2026

Categories

Graph entities

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Aug 18, 2026)

Create and activate a virtual environment(Python 3.10 version is recommended).
Source link

Tags

README

Installation Install DeepSearcher using one of the following methods: Option 1: Using pip Create and activate a virtual environment(Python 3.10 version is recommended). Install DeepSearcher For optional dependencies, e.g., ollama: Option 2: Install in Development Mode We recommen...

For agents

This page has a .md twin and JSON over the API.

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