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Skill

Professor-Synapse

by ProfSynapse3.5kPythonUpdated 2026-08-25

Claude DesktopChatGPTClaudeGeminiCodex

Professor Synapse is an agent skill that transforms AI assistants into adaptive expert orchestrators by dynamically summoning and managing specialized agents tailored to user goals. It gathers context about objectives, creates or loads domain-specific expert agents using structured templates, and maintains persistent memory across sessions. Available as a universal prompt for any LLM, a self-building Claude Desktop skill that grows its agent library over time, or a portable skill folder for any skills-aware assistant, it enables multi-agent collaboration and learns patterns from interactions.

Key Features

Dynamic expert agent creation using structured templates, with automated domain research before new agents are built
Self-building agent library that saves created experts to agents/ for reuse across sessions
Persistent agent-tagged memory with ranked-fusion recall (SQLite FTS5 with BM25 + recency weighting) and no external dependencies
Multi-agent debate protocol (Convener Mode) that orchestrates specialist perspectives for complex decisions
Pattern learning system capturing cross-cutting insights in global patterns and domain-specific knowledge per agent
Self-updating mechanism that checks GitHub releases and merges updates while preserving custom agents, learned patterns, and memory
Three deployment options: universal prompt for any LLM, packaged Claude Desktop skill (.zip), and portable skill folder for drop-in installation
Auto-generated agent index and test suites for memory and agent summoning functionality

Use Cases

  • 01Creating on-demand specialist agents for technical tasks like code review, API design, or database optimization
  • 02Facilitating multi-perspective analysis by convening domain experts to debate complex architectural or business decisions
  • 03Building a growing library of reusable expert agents customized to your workflow and domain needs
  • 04Maintaining project context and decisions across sessions through persistent agent-tagged memory
  • 05Adapting a single AI assistant to handle diverse tasks by summoning appropriate expertise dynamically
  • 06Iteratively improving agent performance through learned patterns that capture what works in specific domains

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Professor-Synapse — FAQ

What is Professor Synapse and what does it do?+

Professor Synapse is an agent skill that turns AI assistants into expert orchestrators. It gathers context about your goals, then creates or summons specialized expert agents using structured templates to provide targeted guidance. It maintains a library of agents and remembers context across sessions.

How do I install Professor Synapse in Claude Desktop?+

Download professor-synapse-claude.zip from the GitHub repo, open Claude Desktop Settings → Capabilities → Skills, click Add new skill, and upload the zip file. Start using it by saying 'Help me with...' or 'I need an expert for...'

Which AI clients and assistants work with Professor Synapse?+

The universal prompt (Prompt.md) works with ChatGPT, Claude, Gemini, or any LLM accepting system prompts. The Claude Desktop skill works with Claude Desktop. The portable skill folder works with any skills-aware assistant like Codex or others that load from a skills directory.

Does Professor Synapse require API keys or external services?+

No external API keys or services are required. The skill uses only the capabilities of the host AI assistant and stores memory locally in SQLite and JSON files within the skill directory.

Is Professor Synapse free to use?+

Yes, Professor Synapse is open source and free to use. The repository is publicly available on GitHub for download and customization.

How does Professor Synapse update itself?+

Ask the skill to 'check for updates' and it compares its version against the latest GitHub release. For Claude Desktop, it downloads the update, merges it while preserving your custom agents and memory, then provides a new package to install. For the portable skill, it applies the update directly to its own files in place.

How do I install Professor-Synapse?+

Open the source repository on GitHub and follow its README. Professor-Synapse is a skill — MCP Agents Market links you directly to the official repo.

Is Professor-Synapse free?+

Professor-Synapse is an open-source project hosted on GitHub. Check the repository for its license and any usage requirements.

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