AI Dev Impact Lab JA
← Rankings · AI-RELATED REPO

ahmada3mar/Context-Aware-AI-Agent-for-Tier-1

Python GitHub ↗
★ 0
stars
50
AI relevance
50
solo dev
0
tool sigs

SUMMARY AI summary by gpt-5-mini

RAG Support Assistant is an AI-powered Tier‑1 support tool for payment-processing agents. It pairs a FastAPI backend (Google Gemini + ChromaDB) with a Nuxt.js/Tailwind chat UI to help agents diagnose and resolve payment issues quickly. Who uses it: customer support and operations agents handling payment errors, declines, settlements, 3DS, chargebacks, and similar cases. Key features: document ingestion (MD/JSON/TXT) with chunking and Gemini embeddings into ChromaDB; semantic retrieval (top‑k) with configurable similarity and confidence thresholds; streamed SSE chat with structured responses (Diagnosis, Root Cause, Resolution Steps, Verification); confidence score and color bar; source citations with similarity; automated Tier‑2 handoff when confidence is low; session history; CLI/API reindexing; health and status endpoints. Requires Python 3.11+, Node 18+, and a Gemini API key.

DETECTED Detected AI stack

AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.

🧠 LLM providers (1)
Gemini
🗄️ Vector DBs (1)
Chroma
🤖 LLM models (1)
Gemini
🌐 Web frameworks (2)
FastAPI Nuxt

Language breakdown (by bytes)

Vue
36.3%
Python
51.5%
TypeScript
12.1%

Why this is classified AI-related

The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology

Repository name no match
Description no match
GitHub topics no match
README head +20 (derived from the score — README text is not stored)

Total AI relevance score: 50 / 100

Position among AI repos in the same language

We track 12,475 Python repos, of which 9,636 score 40 or above on AI relevance. 2,088 have more stars than this one (top 16.7%), and 4,271 score higher (top 34.2%).

Owner

Account
ahmada3mar
Type
User
Followers
65
Company
HyperPay

Full stack Dev.

Dates

Created on GitHub 2026-05-09
Last push 2026-05-09
First seen here 2026-05-09
Last fetched 2026-08-17 16:19

Similar repos (same language)

WenyuChiou/awesome-agentic-ai-zh

A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

Python 5,291 AI 100
Sophomoresty/gemini-web2api

Convert Google Gemini web into OpenAI-compatible API. Zero auth, cross-platform, single file.

Python 2,824 AI 55
AminBlg/SimpleEnglish

Agent skill: make LLMs write docs in ASD-STE100 Simplified Technical English — no AI slop

Python 1,364 AI 45
ray-r-ren/agent-apprenticeship

The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.

Python 1,337 AI 100
Intuition-Lab/personal-model

Build your HUMAN.md.

Python 1,310 AI 45
Alisa0808/vox-director

Turn one topic into a finished Vox-style paper-collage explainer/ad video — automated end to end on Atlas Cloud + ffmpeg. An agent skill.

Python 1,310 AI 70
beizhu-1209/AIHelms

企业级 AI 资源纳管平台,提供统一 AI网关、Token调度能力,纳管 OpenAI、Azure、Claude、DeepSeek 等主流模型,并支持 MCP 工具与 Skill 的集中注册分发。具备内外双轨定价、成本归因、统一身份认证、安全审计与效能报表,帮助企业精准控制成本、量化 ROI,高效治理 AI 资产。

Python 1,001 AI 90
lonr-6/cc-desktop-switch

Lightweight desktop tool for configuring DeepSeek, Kimi, Zhipu GLM and Bailian providers in Claude Desktop.

Python 789 AI 45