Service-as-a-Software: Company Knowledge on GitHub and MCP Integration

X postFivos ArestiOpinion

Fivos Aresti outlines an internal AI system where company knowledge is hosted on GitHub and connected to over 25 tools via the Model Context Protocol (MCP).

Key points

  1. The entire company knowledge base was migrated to a GitHub repository.
  2. More than 25 tools are connected using the Model Context Protocol (MCP).
  3. Over 20 team members can launch contextualised AI assistants in seconds.
  4. The architecture comprises five layers, starting with a Markdown-based company operating system for SOPs and campaigns.

Why it matters

Pairing repository-based documentation (Docs-as-Code) with MCP interfaces allows teams to feed contextual data directly into LLM assistants alongside actionable tooling.

Analysis

The setup illustrates the trend of turning company knowledge into operational infrastructure for AI workflows. Because the available source text cuts off after introducing layer one, the remaining four layers are not specified in the primary post.

Original post

Fivos Aresti

@fivosaresti · 10 September 2026

‘Service-as-a-software’ is here... We moved our entire company brain to GitHub and wired 25+ tools through MCPs. Any one of our 20+ team members can now spin up a contextualized AI assistant in seconds. The system has 5 layers: 1. Markdown company OS ↳ SOPs and campaign

242 likes31 replies504 bookmarks19.2k views

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Selected replies (5)
  • @heycamego @fivosaresti Try t.co/XzIoCPWptE for SOPs that you need them a bit more deterministic than a simple md file, it worked wonders for me
  • @manchanda1007 @fivosaresti This maps almost exactly to what we've built, so I'll say the quiet part: layer 5 is the one that actually matters and the one everyone underbuilds. The safeguards and "everyone owns their output" rule are what keep this from becoming confident garbage at scale. Anyone can wire
  • @use_kibble @fivosaresti Solid setup. With 20 people spinning these up all day, do you have a number for what one session costs, or does it only turn up on the monthly bill?
  • @gvtcontractor @fivosaresti Begging you to do a YouTube video on this.
  • @Vedantpirolkxr @fivosaresti turning the company’s knowledge into infrastructure is the interesting part. the AI becomes way more useful when it has context.

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Summary generated by AI (Gemini 3.8 Flash, 27 September 2026). It may contain errors – the original source is authoritative.

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