Shipping new things

Tools for AI-native workflows.

B3dmar builds products that put AI at the core - not bolted on. Knowledge workspaces, SEO platforms, and developer libraries designed to ship, not demo.

3ngram MCP
connected
remember
topic: auth-architecture
type: decision
content: "Extracted shared auth into b3dmar-auth-core.
JWT + Argon2id + RBAC. Stateless, zero-opinion."
saved id: 2041
recall "auth architecture"
0.94
Extracted shared auth into b3dmar-auth-core
decision · 2d ago
0.87
OAuth 2.0 with Streamable HTTP for MCP transport
context · 5d ago
0.81
Fail-open revocation mode for staging environments
pattern · 1w ago
30+ tools · pgvector · semantic search
3ngram.ai →
4
Products Shipped
OSS
Open Source First
MCP
AI-Native Protocols
DK
Built in Copenhagen

Approach

How we build

Principles that shape every product and library we ship.

AI-native, not AI-bolted

Every product starts with AI at the architecture level - not as a feature toggle or afterthought. MCP protocols, semantic search, and agent workflows are first-class concerns.

Ship to production

Demos don't count. Everything we build runs in production with real users, real data, and real uptime requirements. If it can't ship, it doesn't start.

Open by default

Shared libraries are open source. Product decisions are documented. We build in public where possible and contribute back to the ecosystem.

One-person quality

Small team, high standards. Every line of code is reviewed, every deployment is monitored, every product is used by its maker. No hand-offs, no gaps.

Products

What we're building

All products
Live AI MCP Knowledge Management

3ngram

Your AI Chief of Staff

Persistent memory for AI assistants. 3ngram remembers your decisions, tracks your commitments, and briefs your AI on what happened last session — so you never start from zero.

  • 30+ MCP tools for Claude Code, Cursor, and other AI assistants
  • Semantic search across everything you've ever told your AI
  • Commitment tracking with overdue alerts and triage workflows
Python FastAPI PostgreSQL pgvector React +3 more
Live Open Source GTM AI

GTM:OS

Open-source GTM workflow toolkit for AI assistants

8 skills and 3 agents that turn a markdown pipeline file into a daily operating system — morning briefs, lead qualification, prospect research, and personalized outreach. No CRM required.

Python Claude Code Skills Codex Claude Cowork
Live Open Source Auth Python

b3dmar-auth-core

Authentication primitives for FastAPI services

A shared library for JWT handling, password hashing, RBAC, and token revocation — extracted from production services and designed to drop into any FastAPI project.

Python FastAPI Redis Argon2id JWT +1 more
Live Developer Tools AI Open Source

sp3cmar

Structured development framework for AI coding agents

A skill library and review framework that brings discipline to AI-assisted development — specs before code, reviews before merge, accountability throughout.

Python Claude Code Skills GitHub Actions
Beta SEO Analytics SaaS

Climbr

SEO keyword intelligence for agencies

Import thousands of keywords from Google Search Console, classify them with AI, and surface the patterns that matter — built for agencies managing multiple clients.

Python FastAPI React TypeScript PostgreSQL +2 more

Get in touch

Interested in what we're building?

Check out our products, explore the code on GitHub, or reach out if you want to collaborate.