# ProfSynapse/Professor-Synapse

Repository: https://github.com/ProfSynapse/Professor-Synapse
Canonical: https://ross.abutalabs.com/products/professor-synapse
Language: Python
License Family: other
Last push: 2026-08-25T15:28:04+00:00

## Health v2 (maintenance only)
Score: 95/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 99, release rhythm 99, longevity 80
- inputs: {"age_days": 1123, "days_push": 8, "days_rel": 8, "gap_med": 4, "n_releases_24m": 12}
- flags: no_license
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 3441, forks 466 (observed 2026-08-28T04:08:05.120702+00:00)

## What it is
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
- artifact type: learning-resource
- maturity: active
- function: agent-framework, prompt-engineering, chatbot
- domain: artificial-intelligence, large-language-models, chatbots, developer-tools
- platform: cross-platform
- tags: system-prompt, multi-agent, claude-skill, ai-guide, persona, ai-agents, web-server

## Member repositories
- ProfSynapse/Professor-Synapse (main) score 95

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:08:05.120702+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-29T18:37:38.555792+00:00, confidence not recorded.
  - readme: https://github.com/ProfSynapse/Professor-Synapse (fetched 2026-08-28T04:08:05.120702+00:00, sha 36ee7cf25ea4)
- Data as of 2026-08-30T08:39:29.467469+00:00.