pcircle.ai
PCIRCLE-AI publishes open-source tooling that supports practical AI systems in real operations.
The goal is not generic AI demos. The goal is reusable infrastructure that helps AI workflows become more structured, more auditable, and more useful in real teams.
- workflow systems for AI coding agents and operator tooling
- MCP tooling and integration surfaces
- audit, governance, and operational visibility for AI use
- reusable building blocks that support practical AI systems in workflow-heavy environments
MCP server for TOON-based token optimization in Claude and agent workflow pipelines.
The lightest universal AI memory layer. One SQLite file, any LLM, zero cloud. MCP + HTTP + CLI. Smart Recall, Knowledge Evolution, Auto-Capture, Interactive Dashboard.
Modular integration toolkit for LINE Messaging API, Login, and LIFF.
PCIRCLE-AI is the open-source tooling layer behind the broader pcircle.ai direction: practical AI systems for workflow-heavy industries, with current commercial focus on construction and manufacturing.
- Email: hello@pcircle.ai
- Founder profile: @kevintseng
- Website: pcircle.ai
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Repositories
- memesh Public
Agentic memory for coding agents — captured from the agent's real work, injected when it acts, kept honest when it contradicts itself. One SQLite file. MCP + CLI + hooks + dashboard. No cloud.
- toonify-mcp Public
Context compression plugin for Claude Code. Automatically trims large tool output—JSON, YAML, stack traces, and logs—before it enters the context window.
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