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๐Ÿ”ฅ Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation ๐Ÿ”ฅ. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techniques, 24+ state-of-the-art Reranking models, and multiple RAG methods.

active 2025-05-08 โ†’ 2025-08-28 (UTC)

Complete coverage26,505 / 26,505 hourly files (100%) ยท 2 absent upstream2023-08-15 โ†’ 2026-08-23 (UTC)
Events
114
Pushes
52
Pull requests
0
Issues
48
Stars
0
Forks
0

Activity over time

Daily event counts in the loaded window

Line chart, 113 days from 2025-05-08 to 2025-08-28. Pushes: 52 total, peak 7 in a day. Pull requests: 0 total, peak 0 in a day. Issues: 48 total, peak 13 in a day. Comments: 7 total, peak 2 in a day. Stars: 0 total, peak 0 in a day.

  • Pushes
  • Pull requests
  • Issues
  • Comments
  • Stars

Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 โ€” โˆ’95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.

Top contributors

Pushes, PRs, issues, reviews and comments โ€” stars and forks excluded, so this is contribution rather than popularity

ContributorContributionsPushesPRsComments
aherzinger1065107

Recent activity

Latest issues, pull requests and releases

  • Issue comment#29aherzinger2025-08-20 16:20
    Write documentation
  • Issue comment#8aherzinger2025-08-16 19:54
    Implement Prompt Compression (Simple Version)
  • Issue#8aherzinger2025-08-16 19:54
    Implement Prompt Compression (Simple Version)
  • Issue#30aherzinger2025-08-16 19:53
    Test out React prompting
  • Issue#31aherzinger2025-08-15 16:07
    Evaluate RAG methods
  • Issue#30aherzinger2025-08-15 16:06
    Test out React prompting
  • Issue#29aherzinger2025-08-15 16:05
    Write documentation
  • Issue#27aherzinger2025-07-15 13:23
    Fix Self-consistency only returning lowercase answer in majority vote
  • Issue comment#12aherzinger2025-07-15 13:14
    Consider which other metrics could be useful for given Method
  • Issue#12aherzinger2025-07-15 13:14
    Consider which other metrics could be useful for given Method
  • Issue#26aherzinger2025-07-10 11:12
    Fix Broken/not optimally working RAG methods
  • Issue comment#14aherzinger2025-07-10 07:16
    Research about more prompting techniques which could be included
  • Issue#14aherzinger2025-07-10 07:16
    Research about more prompting techniques which could be included
  • Issue#25aherzinger2025-06-16 18:44
    Look into implementing ReACT
  • Issue#17aherzinger2025-06-14 14:44
    Include mutliple examples for different kinds of RAG-methods with different models
  • Issue#9aherzinger2025-06-14 14:42
    Implement Self-Consistency Sampling
  • Issue#5aherzinger2025-06-14 11:44
    Implement Zero-Shot RAG
  • Issue#6aherzinger2025-06-14 11:44
    Implement Naive RAG
  • Issue#24aherzinger2025-06-13 11:01
    Enable user to use custom_prompts instead of template
  • Issue#23aherzinger2025-06-13 09:34
    Flexible & Solid Prompt Templates for Different Model Types
  • Issue#22aherzinger2025-06-10 12:11
    Create Setup for testing different prompts
  • Issue#21aherzinger2025-05-28 12:35
    Update Readme
  • Issue#21aherzinger2025-05-21 20:10
    Update Readme
  • Issue#20aherzinger2025-05-17 13:31
    Include VLLM as a Backend
  • Issue comment#19aherzinger2025-05-17 13:31
    Include liteLLM as a backend

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals โ€” 0 stars here means stars gained during the window, not the repo's star count.