About GnOuGo.Flow.Core
GnOuGo.Flow.Core is an MCP server in the Files category: nativeAOT-compatible YAML workflow DSL engine for orchestrating LLMs, MCP servers, templates, loops, and human input.
Install
git clone https://github.com/GnouGo/GnouGoThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
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README
🐻 GnouGo : The Friendly Bear Agent
[!WARNING] WORK IN PROGRESS — features, APIs, and project structure may still change.
GnouGos have existed forever — they are extremely kind, a little magical, and always appear at the right moment. They possess an enormous amount of knowledge. For them to help you, you will need to explain clearly what you want. They won't always understand on the first try, so take the time to re-explain.
Give them clear and simple instructions and they will provide you with invaluable services.
Their main objective: your safety and saving you time!
⚠️ GnouGo can make mistakes. That's okay! Forgive him and rephrase your instructions more clearly. He learns better when you talk to him nicely. The more precise you are, the more effective he'll be.
📦 Install gnougo
Windows:
winget install GnOuGo.Agent
macOS:
brew tap gnougo/tap
brew install --cask gnougo
# To run GnOuGo
sudo xattr -r -d com.apple.quarantine /Applications/GnOuGo.app
open /Applications/GnOuGo.app
Generic Linux:
Download the gnougo-linux-*.tar.gz archive from the GitHub Release first, then run:
tar -xzf gnougo-linux-x64.tar.gz
sudo install gnougo /usr/local/bin/gnougo
Ubuntu/Debian:
Download the matching .deb package from the GitHub Release first, then run:
sudo apt install ./gnougo_*_amd64.deb
You can also download the Windows, macOS, and Linux archives from the GitHub Releases page.
🧱 Project Building Blocks
The GnOuGo project is composed of several complementary families:
| Family | Description |
|---|---|
| GnOuGo.Agent | End-user chat experience: local web app, desktop host, and shared contracts for the main assistant UI. |
| GnOuGo.Flow | Workflow automation platform: DSL execution engine, CLI/server hosting, browser automation, command execution, and workflow user data. |
| GnOuGo.Diff | Audit and comparison tools: revision storage, diff computation, API, UI, and sample-data utilities. |
| GnOuGo.DocIngestor | Document ingestion pipeline: extract, chunk, embed, and expose documents through CLI and server components. |
| GnOuGo.KeyVault | Secret management services: encrypted storage, tenant-aware vault features, and management APIs. |
| GnOuGo.OtlpCollector | OpenTelemetry ingestion stack: multi-tenant OTLP collection plus tooling to send and inspect telemetry data. |
Supporting libraries such as GnOuGo.AI.Core, GnOuGo.Auth.Core, and GnOuGo.VectorDbDisk provide shared AI, authentication, and storage foundations across these families.
🔌 MCP Servers
| Server | Transport | Description |
|---|---|---|
| GnOuGo.Agent.Mcp | HTTP | Agent definitions, chat history, and user configuration (default LLM, default agent). |
| GnOuGo.KeyVault.Mcp | HTTP | Encrypted secret storage: tenant management, create/read/update/delete secrets. |
| GnOuGo.Browser.Mcp | stdio | Web navigation via Playwright: open pages, click, fill forms, screenshot, and more. |
| GnOuGo.Cmd.Mcp | stdio | Safe shell command execution through a strict allowlist (deny-by-default, cross-platform). |
| GnOuGo.GithubCopilot.Mcp | stdio | Local code operations: read files, search text, summarize a project, and suggest changes via GitHub Copilot. |
| GnOuGo.Document.Mcp | stdio | Read and write office/text documents (PDF, DOCX, XLSX, PPTX, Markdown, CSV, JSON…). |
| GnOuGo.DocIngestor.Mcp | HTTP | Document ingestion pipeline: download, chunk, embed into a vector store, and semantic search. |
📚 Published Flow Libraries
The Flow DSL engine is available as two user-facing libraries:
| Library | Package | README | Usage |
|---|---|---|---|
| GnOuGo.Flow.Core (.NET) | NuGet: GnOuGo.Flow.Core |
src/GnOuGo.Flow.Core/README.md |
NativeAOT-compatible .NET workflow DSL engine for applications, CLIs, APIs, and agents. |
| gnougo-flow-core (Python) | PyPI: gnougo-flow-core |
librairies/python/gnougo-flow-core/README.md |
Python 3.10+ port with the same YAML DSL concepts and the gnougo-flow CLI. |
README copy captured when this server was indexed; it may lag the repository. The original is authoritative.