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

ProfSynapse/Professor-Synapse resource

None observed · 2026-08-28

github.com/ProfSynapse/Professor-Synapse · Python observed · 2026-08-28

Health v2 · maintenance only

95/100

  • Activity 99
  • Release rhythm 99
  • Longevity 80

Flags: 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: 4
  • age_days: 1123
  • days_rel: 8
  • days_push: 8
  • n_releases_24m: 12

Full methodology

Adoption not part of the score

3441 stars · 466 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Professor Synapse is a structured system prompt and self-building skill that turns any LLM chat assistant into a wise guide which summons specialized expert agents for user tasks. It ships as a universal prompt plus Claude Desktop and portable skill versions with persistent memory and an agent library.

Use cases

  • get step-by-step expert guidance from an AI tutor
  • summon specialized AI agents for different tasks
  • set up a persistent multi-agent assistant in Claude Desktop
  • use a reusable system prompt across ChatGPT, Claude, and Gemini
  • build a self-growing library of expert agents with memory

When to choose

  • you want a ready-made agent orchestration prompt without writing code
  • you use Claude Desktop or a skills-aware assistant and want persistent memory and reusable experts
  • you need guided, task-focused conversations across any LLM

When to avoid

  • you need a programmable agent framework with real tool APIs and code execution
  • you want a production multi-agent backend service rather than a prompt/skill
  • you require guaranteed licensing terms, since the repo has no license

Facets

learning-resource · maturity active

agent-framework prompt-engineering chatbot artificial-intelligence large-language-models chatbots developer-tools cross-platform system-prompt multi-agent claude-skill ai-guide persona ai-agents web-server

1 source

Member repositories

RepositoryRoleHealth v2
ProfSynapse/Professor-Synapsemain95

For agents

markdown · JSON · MCP: product_card(name="ProfSynapse/Professor-Synapse")

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