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[PR #2215] [MERGED] feat(dingo): v0.5.0 - LLM semantic analysis for keyword matching #2331

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opened 2026-02-16 11:16:42 -05:00 by yindo · 0 comments
yindo commented 2026-02-16 11:16:42 -05:00
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📋 Pull Request Information

Original PR: https://github.com/langgenius/dify-official-plugins/pull/2215
Author: @Kylie-dot-s
Created: 12/9/2025
Status: ✅ Merged
Merged: 12/9/2025
Merged by: @crazywoola

Base: main ← Head: feat/dingo-v0.5.0-semantic-analysis-v2

📝 Commits (1)

  • 3d6fde7 feat(dingo): v0.5.0 - LLM semantic analysis for keyword matching

📊 Changes

6 files changed (+630 additions, -1469 deletions)

View changed files

📝 tools/dingo/manifest.yaml (+1 -1)
📝 tools/dingo/provider/dingo.yaml (+0 -1)
➖ tools/dingo/tools/keyword_extraction.py (+0 -670)
➖ tools/dingo/tools/keyword_extraction.yaml (+0 -46)
📝 tools/dingo/tools/keyword_matcher.py (+591 -677)
📝 tools/dingo/tools/keyword_matcher.yaml (+38 -74)

📄 Description

Features:

  • LLM-powered semantic analysis (not just string matching)
  • Negative Constraint Recognition ('No need for X' -> Excluded)
  • Evidence-based matching (quotes from resume)
  • Weighted scoring (Required x2, Nice-to-have x1)
  • Four match types: Exact, Substring, Semantic, Alias

Related Issues or Context

This PR contains Changes to Non-Plugin

  • Documentation
  • Other

This PR contains Changes to Non-LLM Models Plugin

  • I have Run Comprehensive Tests Relevant to My Changes

This PR contains Changes to LLM Models Plugin

  • My Changes Affect Message Flow Handling (System Messages and User→Assistant Turn-Taking)
  • My Changes Affect Tool Interaction Flow (Multi-Round Usage and Output Handling, for both Agent App and Agent Node)
  • My Changes Affect Multimodal Input Handling (Images, PDFs, Audio, Video, etc.)
  • My Changes Affect Multimodal Output Generation (Images, Audio, Video, etc.)
  • My Changes Affect Structured Output Format (JSON, XML, etc.)
  • My Changes Affect Token Consumption Metrics
  • My Changes Affect Other LLM Functionalities (Reasoning Process, Grounding, Prompt Caching, etc.)
  • Other Changes (Add New Models, Fix Model Parameters etc.)

Version Control (Any Changes to the Plugin Will Require Bumping the Version)

  • I have Bumped Up the Version in Manifest.yaml (Top-Level Version Field, Not in Meta Section)

Dify Plugin SDK Version

  • I have Ensured dify_plugin>=0.3.0,<0.6.0 is in requirements.txt (SDK docs)

Environment Verification (If Any Code Changes)

Local Deployment Environment

  • Dify Version is: , I have Tested My Changes on Local Deployment Dify with a Clean Environment That Matches the Production Configuration.

SaaS Environment

  • I have Tested My Changes on cloud.dify.ai with a Clean Environment That Matches the Production Configuration
image image

🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.

## 📋 Pull Request Information **Original PR:** https://github.com/langgenius/dify-official-plugins/pull/2215 **Author:** [@Kylie-dot-s](https://github.com/Kylie-dot-s) **Created:** 12/9/2025 **Status:** ✅ Merged **Merged:** 12/9/2025 **Merged by:** [@crazywoola](https://github.com/crazywoola) **Base:** `main` ← **Head:** `feat/dingo-v0.5.0-semantic-analysis-v2` --- ### 📝 Commits (1) - [`3d6fde7`](https://github.com/langgenius/dify-official-plugins/commit/3d6fde7b188508ff3ff9ac5f29cd5d32d0ba6bc6) feat(dingo): v0.5.0 - LLM semantic analysis for keyword matching ### 📊 Changes **6 files changed** (+630 additions, -1469 deletions) <details> <summary>View changed files</summary> 📝 `tools/dingo/manifest.yaml` (+1 -1) 📝 `tools/dingo/provider/dingo.yaml` (+0 -1) ➖ `tools/dingo/tools/keyword_extraction.py` (+0 -670) ➖ `tools/dingo/tools/keyword_extraction.yaml` (+0 -46) 📝 `tools/dingo/tools/keyword_matcher.py` (+591 -677) 📝 `tools/dingo/tools/keyword_matcher.yaml` (+38 -74) </details> ### 📄 Description Features: - LLM-powered semantic analysis (not just string matching) - Negative Constraint Recognition ('No need for X' -> Excluded) - Evidence-based matching (quotes from resume) - Weighted scoring (Required x2, Nice-to-have x1) - Four match types: Exact, Substring, Semantic, Alias ## Related Issues or Context <!-- ⚠️ NOTE: This repository is for Dify Official Plugins only. For community contributions, please submit to https://github.com/langgenius/dify-plugins instead. - Link Related Issues if Applicable: #issue_number - Or Provide Context about Why this Change is Needed --> ## This PR contains Changes to *Non-Plugin* <!-- Put an `x` in all the boxes that apply by replacing [ ] with [x] For example: - [x] Documentation --> - [ ] Documentation - [ ] Other ## This PR contains Changes to *Non-LLM Models Plugin* - [ ] I have Run Comprehensive Tests Relevant to My Changes <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> ## This PR contains Changes to *LLM Models Plugin* <!-- LLM Models Test Example: --> <!-- https://github.com/langgenius/dify-official-plugins/blob/main/.assets/test-examples/llm-plugin-tests/llm_test_example.md --> - [ ] My Changes Affect Message Flow Handling (System Messages and User→Assistant Turn-Taking) <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> - [ ] My Changes Affect Tool Interaction Flow (Multi-Round Usage and Output Handling, for both Agent App and Agent Node) <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> - [ ] My Changes Affect Multimodal Input Handling (Images, PDFs, Audio, Video, etc.) <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> - [ ] My Changes Affect Multimodal Output Generation (Images, Audio, Video, etc.) <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> - [ ] My Changes Affect Structured Output Format (JSON, XML, etc.) <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> - [ ] My Changes Affect Token Consumption Metrics <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> - [ ] My Changes Affect Other LLM Functionalities (Reasoning Process, Grounding, Prompt Caching, etc.) <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> - [ ] Other Changes (Add New Models, Fix Model Parameters etc.) <!-- 📷 Include Screenshots/Videos Demonstrating the Fix, New Feature, or the Behavior Before/After Breaking Changes. --> ## Version Control (Any Changes to the Plugin Will Require Bumping the Version) - [ ] I have Bumped Up the Version in Manifest.yaml (Top-Level `Version` Field, Not in Meta Section) <!-- ⚠️ NOTE: Version Format: MAJOR.MINOR.PATCH - MAJOR (0.x.x): Reserved for Significant architectural changes or incompatible API modifications - MINOR (x.0.x): For New feature additions while maintaining backward compatibility - PATCH (x.x.0): For Backward-compatible bug fixes and minor improvements - Note: Each Version Component (MAJOR, MINOR, PATCH) Can Be 2 Digits, e.g., 10.11.22 --> ## Dify Plugin SDK Version - [ ] I have Ensured `dify_plugin>=0.3.0,<0.6.0` is in requirements.txt ([SDK docs](https://github.com/langgenius/dify-plugin-sdks/blob/main/python/README.md)) ## Environment Verification (If Any Code Changes) <!-- ⚠️ NOTE: At Least One Environment Must Be Tested. --> ### Local Deployment Environment - [ ] Dify Version is: <!-- Specify Your Version (e.g., 1.2.0) -->, I have Tested My Changes on Local Deployment Dify with a Clean Environment That Matches the Production Configuration. <!-- - Python Virtual Env Matching Manifest.yaml & requirements.txt - No Breaking Changes in Dify That May Affect the Testing Result --> ### SaaS Environment - [ ] I have Tested My Changes on cloud.dify.ai with a Clean Environment That Matches the Production Configuration <!-- - Python Virtual Env Matching Manifest.yaml & requirements.txt --> <img width="1280" height="954" alt="image" src="https://github.com/user-attachments/assets/10ba5fe8-45e9-4858-9bdb-d087850edb95" /> <img width="1280" height="491" alt="image" src="https://github.com/user-attachments/assets/fe2ff07e-825e-400a-b5bb-9b4f83c24187" /> --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>
yindo added the pull-request label 2026-02-16 11:16:42 -05:00
yindo closed this issue 2026-02-16 11:16:42 -05:00
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Reference: langgenius/dify-official-plugins#2331
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