factcircuit
FactCircuit는 불변 출처와 단계별 검증, 제한된 검색, 재현 가능한 평가를 제공하는 감사 가능한 주장·증거 검증 루프입니다
Open-source, local-first desktop AI research workbench for scientific computing with Python/R, MCP bioinformatics tools, SSH/WSL/GPU runtimes, and OpenAI/Anthropic models.
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README 전문 보기 ↗The open-source, local-first AI research workbench.
WISP — Workspace for Intelligent Scientific Practice
English · 简体中文 · Website · Releases
Search the literature, run Python and R, query ~80 scientific databases, and keep the trail — figures, runs, decisions, and drafts — in one project. Your data, conversations, and credentials stay on your machines.
Bring your own model. Keep your science.
An agent that does the work
Bring OpenAI-compatible or Anthropic models, or drive Codex / Claude Code over
ACP. The agent reads and writes project files, runs shell, and loads reusable
Skills (SKILL.md) without flooding the prompt. Approval gates stay on unless
you opt into Full Permission.
Compute from laptop to remote servers
Persistent Python and R kernels keep variables across cells and turns; each conversation gets its own isolated kernel, so parallel sessions never share state. Register local, WSL, and SSH hosts once; probe hardware; submit long Runs with live logs. Keys live in the OS keyring, never in SQLite.
Built for science
PubMed, GEO, and ~80 other databases through bundled MCP servers. Offline previews for notebooks, PDFs, Office files, and images. Isolated explorations to try a direction without touching the mainline. A Publication Workspace that freezes manuscript revisions into verifiable Evidence Capsules.
A workbench that remembers
Restart and the full history is back. Undo a turn's file edits. Attach
artifacts, files, and runtimes with @; search saved sessions with #; apply
a skill with /. Encrypted manual sync and
project transfer — nothing syncs in the background.
| Platform | Package |
|---|---|
| Windows | Signed MSI / NSIS |
| macOS | Signed, notarized .dmg (Apple Silicon + Intel) |
| Linux | .deb / AppImage (x86_64 + aarch64) |
Setup walkthrough: Quick Start · basic configuration · model profiles · ACP agents
Build from source, CLI, and architecture: development.
| Start | Basic setup · Models · Magpie · ACP agents |
| Research | Explorations · Evidence capsules · Case studies |
| Projects | Transfer · Sync · Global library |
| Compute | Terminals · Remote files · Transfers |
| Extend | Skills · · · · |
Thanks to everyone who filed issues, sent PRs, and used Wisp on real projects. Special thanks to SpicyChicken6 for the molecular wordmark and three-wisp desktop icon designs.
Windows installers are Authenticode-signed with an SSL.com Personal ID (IV) code signing certificate through eSigner. SmartScreen reputation builds from download volume. Third-party notices live in development.
AGPL-3.0-only, except where a directory notes otherwise. Earlier releases keep the license published with them.
@software{xu2026wisp,
author = {Xu, Zhou-Geng},
title = {Wisp Science: a local-first AI research workbench},
version = {v1.5.0},
year = {2026},
publisher = {Zenodo},
doi = {10.5281/zenodo.22009273},
url = {https://doi.org/10.5281/zenodo.22009273}
}
| Develop | Development · Headless eval |