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.

[3.0.2] - 2025-10-10

  • Get website title for OpenAI agent
  • Bolding of message logs
  • Clarifying questions and research brief dependent on engine type

[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

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-3.0.2.tar.gz (45.1 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-3.0.2-py3-none-any.whl (53.5 kB view details)

Uploaded Python 3

File details

Details for the file unique_deep_research-3.0.2.tar.gz.

File metadata

  • Download URL: unique_deep_research-3.0.2.tar.gz
  • Upload date:
  • Size: 45.1 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-3.0.2.tar.gz
Algorithm Hash digest
SHA256 9945b9534621df28c35865fbfa9573ec68f18b260b1dce817f29f1f4e835dc0a
MD5 cf340f8d8a7ec045fc66067f672acdca
BLAKE2b-256 47536020a394d1c11ebd461f2d58cad30b4e626ddae8c61eca97b8ac49b384fe

See more details on using hashes here.

File details

Details for the file unique_deep_research-3.0.2-py3-none-any.whl.

File metadata

  • Download URL: unique_deep_research-3.0.2-py3-none-any.whl
  • Upload date:
  • Size: 53.5 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-3.0.2-py3-none-any.whl
Algorithm Hash digest
SHA256 f3e50b5b6fc2cc3532ba1208f3f592008d29dc3c3d80a474ff5e5dea81742cba
MD5 776b38c943dd8ac3e87e26cc0f592148
BLAKE2b-256 fa5f53cbc072c00c04192394b6c15a460071bc8ba85080d1d82f7311756c8eb6

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