Abid Chaudhry

Open-source canon infrastructure. An MCP server and admin UI that gives every AI tool and teammate one approved source of organizational truth to build from.

Every organization now generates content at the speed of AI, across every team and every tool. The problem is not speed. It is that none of those tools know what is approved and true for your company, so they guess. They re-derive the same claims a dozen slightly different ways, drift from the positioning legal signed off on, and converge on the same generic narrative as everyone else in the category.

MsgStack works at the layer underneath. It is not another place to write content. It is the system of record for what your organization is authorized to say: structured, current, and queryable by any AI assistant or person before they generate a word.

AI doesn't differentiate your organization. The canon it grounds on does.

Departments own their domains of truth. A canon domain is the authoritative record for a scope, such as product specs, positioning, legal disclaimers, or HR policy, owned by the people who decide what is true there. Each domain follows a grounding type, the schema that fits how that department structures its truth. Product marketing's grounding type is the message house: positioning, pillars, proof points, personas. Legal's looks like a policy framework. HR's looks like a guideline set. Inside each domain live canon entries, approved units of truth such as a capability fact, a tagline, a rule, or a warning. Everything downstream, from a one-pager to a battlecard to a deck, is a derived artifact generated from approved entries rather than invented on the spot.

Under the hood, MsgStack pairs a knowledge graph with vector search. The graph returns approved entries verbatim through deterministic traversal for anything governance-critical. Vector search handles open-ended, thematic queries. It runs as an open-source MCP server, so Claude, Cursor, ChatGPT, and your own agents can pull grounded context straight into the work.

What it gives you

A single source of approved truth

Departments curate their own canon. Every tool and teammate grounds on the same structured, current set of facts, positioning, and rules instead of a guess that drifts a little further each time.

Grounded, on-brand artifacts

Generate one-pagers, emails, battlecards, and decks anchored to approved entries, so output stops drifting from what is true and approved.

Governance you can trust

An approval lifecycle, provenance, and alignment scoring make the canon dependable: you can see what is approved, what is stale, and how closely any draft maps back to the source.