Skip to main content

Deep Research Tool for complex research tasks

Project description

Deep Research Tool

Deep Research Tool for complex research tasks that require in-depth investigation across multiple sources.

Changelog

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

[3.0.1] - 2025-10-08

  • Improved citation logic supporting internal search documents
  • Fixed bug in referencing of internal sources not giving the correct title of sources
  • OpenAI engine converted to async processing to not be blocking
  • Prompt improvements
  • Small changes to message logs
  • Improve success rate of website title extraction
  • Web_fetch tool improvements on error handeling for llm

[3.0.0] - 2025-10-07

  • Simplification and better descriptions of configuration
  • Dynamic tool descriptions and improved prompts
  • Reduce OpenAI engine logging

[2.1.3] - 2025-10-06

  • Error handeling on context window limits

[2.1.2] - 2025-10-02

  • Remove temperature param to allow for more models used in unique custom
  • Research prompt improvements
  • Citation rendering improvements with extra llm call
  • Additional logging for openai and custom agent

[2.1.1] - 2025-10-01

  • bugfix of langgraph state issue
  • more logging

[2.1.0] - 2025-10-01

Prompt improvements

  • Pushing agent for deeper analysis and including tool descriptions

[2.0.0] - 2025-09-26

Simplification, bugfixes, and performance improvements

  • Improve lead and research agent prompts
  • Simplify configuration of tool
  • root try-catch for error handeling
  • Prompt engineering on report writer prompt to ensure inline citations
  • Simplify thinking messages
  • Include url title for web_fetch

[1.1.1] - 2025-09-23

Minor bugfixes:

  • Message log entry at the completion of the report
  • Improved instruction on followup questions to use numbered list instead of bullets
  • Bugfix of internalsearch and internalfetch due to breaking change in toolkit
  • Stronger citation requirements in prompt

[1.1.0] - 2025-09-23

  • Use streaming for followup questions and only a single iteration allowed
  • Set default models to GPT 4o for followup and GPT 4.1 for research brief

[1.0.0] - 2025-09-18

  • Bump toolkit version to allow for both patch and minor updates

[0.0.11] - 2025-09-17

  • Updated to latest toolkit

[0.0.10] - 2025-09-12

  • Upgrade web search version

[0.0.9] - 2025-09-11

  • Bugfixes of statemanagement
  • missing tool call handlers
  • small performance improvements

[0.0.8] - 2025-09-09

  • Implement custom deep research logic using langgraph

[0.0.7] - 2025-09-05

  • Set message execution to completed
  • Better error protection
  • Formatting of final output report

[0.0.6] - 2025-09-04

  • Fix null pointer issue in web search action query handling

[0.0.5] - 2025-09-04

  • Additional messages in message log and add formatted messages in details

[0.0.4] - 2025-09-02

  • Introducing handover capability.

[0.0.3] - 2025-09-03

  • Bump toolkit version to get bugfix and small cleanup of getting client

[0.0.2] - 2025-09-02

  • Update standard config to use existing LMI objects

[0.0.1] - 2025-09-01

  • Initial release of deep_research

Project details


Release history Release notifications | RSS feed

This version

3.0.1

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

unique_deep_research-3.0.1.tar.gz (44.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

unique_deep_research-3.0.1-py3-none-any.whl (53.1 kB view details)

Uploaded Python 3

File details

Details for the file unique_deep_research-3.0.1.tar.gz.

File metadata

  • Download URL: unique_deep_research-3.0.1.tar.gz
  • Upload date:
  • Size: 44.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.3 CPython/3.12.3 Linux/6.11.0-1018-azure

File hashes

Hashes for unique_deep_research-3.0.1.tar.gz
Algorithm Hash digest
SHA256 81ecc482a9e3e282695711388e4a382743243df5821bbf7fb741609ad7b67f65
MD5 fc8155b3e930ef4b8dd4333db509b3b8
BLAKE2b-256 d2377909f048652542c36c0ac0ef155547c1a57b8df4ae8d4ce7994d5a7aae4c

See more details on using hashes here.

File details

Details for the file unique_deep_research-3.0.1-py3-none-any.whl.

File metadata

  • Download URL: unique_deep_research-3.0.1-py3-none-any.whl
  • Upload date:
  • Size: 53.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: poetry/1.8.3 CPython/3.12.3 Linux/6.11.0-1018-azure

File hashes

Hashes for unique_deep_research-3.0.1-py3-none-any.whl
Algorithm Hash digest
SHA256 87fa67b0ef4cac35e10521ab525bff6ab71199de4b44e05827edf00a108c7631
MD5 4b9741e0e169e2d4394c0c266c7fabd5
BLAKE2b-256 26551e2ec84e8faa82a4f1a73dd8e4f6bdb09f6f46eba485fe3d91787632e78e

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page