What kinds of frameworks work well?

Scored rubrics, named pattern libraries, compliance checklists, design-system decision trees, API style guides, and onboarding playbooks — anything your team currently looks up in PDFs or wikis at decision time.

How long does a build take?

Two to four weeks for a focused corpus (similar scope to DeFi UX MCP). Four to six weeks for larger corpora, hosted transport, screenshot or file-based audit tools, and multi-team licensing.

You do. We deliver source code under a licence agreed in the statement of work — typically full ownership for bespoke client builds, or a shared open-core model if you want community contributions.

Can we extend it ourselves?

Yes. The corpus lives in structured JSON/YAML in the repo. Adding a pattern or rubric area is a PR, not a re-engagement — though we're available for retainers if you want us to curate updates.

Why MCP instead of RAG over our docs?

RAG retrieves chunks; MCP exposes structured tools with known schemas. When an agent needs 'score this screen against criterion 4.2', a rubric tool returns exact criteria — not the nearest paragraph from a wiki.

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Bespoke · 2–6 weeksFixed-scope delivery

Custom MCP Server

We encode your internal frameworks — compliance rubrics, design systems, API conventions — as MCP tools your AI agents call directly.

Start a conversation How it works

What it is

A bespoke MCP server that turns your team's own frameworks — compliance checklists, design-system rules, API conventions, audit rubrics — into structured tools an AI agent can call directly, instead of leaving that knowledge buried in PDFs or wikis.

How it works

We run a discovery and corpus-design workshop to map your material into rubric areas, named patterns, and glossary entries, then build a TypeScript MCP server exposing 3–8 domain tools, configure it for Cursor, Claude Desktop, or Codex, and hand it over with documentation in a fixed two-to-six-week engagement.

Why it's worth it

This is a fixed-scope consulting engagement, not a self-serve product — you get a quote after a short conversation about your framework, and a production server your engineers own and can extend afterwards, not a prototype or a subscription.

How it works

Your expertise, one tool call away.

Discovery and corpus design

We map your frameworks, checklists, and decision trees into a structured corpus — rubric areas, named patterns, glossary entries — the same architecture behind the DeFi UX MCP.

MCP server build

TypeScript MCP server with search, lookup, and domain-specific tools. stdio for local dev; optional hosted transport with API-key auth for cloud agents.

Deploy, document, hand over

Client config for Cursor / Claude / Codex, README, tool schemas, and a handover session so your team can extend the corpus without us.

Deliverables

A production MCP server, not a prototype.

Built on the same patterns as Ray Group's DeFi UX MCP — MIT-friendly tooling, clear tool boundaries, and documentation your engineers can maintain.

Structured corpus design workshop and written information architecture.
MCP server with 3–8 domain tools (search, rubric lookup, pattern retrieval, custom audits).
stdio transport for local AI clients; optional hosted tier with API-key authentication.
Configuration templates for Cursor, Claude Desktop, and Codex.
Documentation, handover session, and 30 days of post-launch support.

Frequently asked

About custom MCP builds.

What kinds of frameworks work well?: Scored rubrics, named pattern libraries, compliance checklists, design-system decision trees, API style guides, and onboarding playbooks — anything your team currently looks up in PDFs or wikis at decision time.
How long does a build take?: Two to four weeks for a focused corpus (similar scope to DeFi UX MCP). Four to six weeks for larger corpora, hosted transport, screenshot or file-based audit tools, and multi-team licensing.
Who owns the code?: You do. We deliver source code under a licence agreed in the statement of work — typically full ownership for bespoke client builds, or a shared open-core model if you want community contributions.
Can we extend it ourselves?: Yes. The corpus lives in structured JSON/YAML in the repo. Adding a pattern or rubric area is a PR, not a re-engagement — though we're available for retainers if you want us to curate updates.
Why MCP instead of RAG over our docs?: RAG retrieves chunks; MCP exposes structured tools with known schemas. When an agent needs 'score this screen against criterion 4.2', a rubric tool returns exact criteria — not the nearest paragraph from a wiki.

Start a conversation

Tell us what you want agents to know.

Share your framework (compliance rubric, design system rules, API conventions, audit checklist) and we'll reply within two working days with scope, timeline, and a fixed quote.