Ross ROSS = Recommend OSS · open-source software intelligence for agents

Tencent/WeSmartFlow

Every question can open a new path. WeSmartFlow turns learning into conversation, exploration, stories, and hands-on discovery. observed · 2026-09-01

github.com/Tencent/WeSmartFlow · homepage · Python · NOASSERTION (other) observed · 2026-09-01

Health v2 · maintenance only

59/100

  • Activity 100
  • Release rhythm 35
  • Longevity 7

Flags: no_releases young no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 110
  • days_rel: n/a
  • days_push: 2
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1020 stars · 7 forks observed · 2026-09-01

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

WeSmartFlow is an agent-native adaptive learning framework that models the full learning process with ReAct-based tutoring agents, graph memory knowledge tracking, and multi-agent courseware generation. It combines knowledge graph mastery modeling, SM-2 spaced repetition, and automated content pipelines (outlines, slides, quizzes, visuals, audio) into an education-focused agent engineering stack.

Use cases

  • build an AI tutor that tracks learner mastery over time
  • generate complete course packages from a single topic
  • maintain a personal knowledge graph with spaced repetition review
  • orchestrate multi-agent workflows for educational content creation
  • create interactive knowledge cards and visualizations for learning
  • run adaptive quizzes with automatic mastery updates

When to choose

  • you need an agent framework purpose-built for education and learning-state modeling
  • you want long-term learner memory via knowledge graphs rather than stateless chat
  • you need automated multi-agent generation of slides, quizzes, and audio lessons

When to avoid

  • you just need a simple chatbot or Q&A assistant without learning-state tracking
  • you need a production-grade LMS rather than an experimental agent framework
  • your project has no education or tutoring component

Facets

framework · maturity active

agent-framework rag llm-inference chatbot data-visualization search-engine tts prompt-engineering artificial-intelligence education large-language-models python cross-platform adaptive-learning knowledge-graph multi-agent react-agent spaced-repetition tutoring graph-memory courseware-generation fastapi vue3 ai-agents natural-language-processing web-server macos

1 source

Member repositories

RepositoryRoleHealth v2
Tencent/WeSmartFlowmain59

For agents

markdown · JSON · MCP: product_card(name="Tencent/WeSmartFlow")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem