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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.

[3.0.12] - 2025-11-06

  • Include pytest test suite

[3.0.11] - 2025-11-05

  • Include chat_id and user_id in headers sent to openai proxy endpoint

[3.0.10] - 2025-10-31

  • Make agent aware of limitation in data access
  • Apply metadata filter to agent

[3.0.9] - 2025-10-31

  • Clear original response message when starting new run
  • Forced tool calls fix for setting research completed at max iterations
  • Reduce web search results returned to 10 to reduce api load

[3.0.8] - 2025-10-29

  • Include DeepResearch Bench results

[3.0.7] - 2025-10-28

  • Removing unused tool specific get_tool_call_result_for_loop_history function

[3.0.6] - 2025-10-20

  • Include find on website events in message log

[3.0.5] - 2025-10-17

  • Add all reviewed sources to message log

[3.0.4] - 2025-10-14

  • Fix ordering issue of messages in unique implementation with too early cleanup
  • Don't include the visited websites without a nice title in message log

[3.0.3] - 2025-10-13

  • Fix potential error in open website logic if response not defined
  • Better token limit handeling
  • Internal knowledge base page referencing

[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

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