v2.1 · control plane online

Mission control for your autonomous AI workforce.

Developer OS is the control plane for an autonomous AI engineering team — identity, plugins, knowledge, and tools assembled into one persistent context, with every verdict traceable to evidence.

Next.js 16React 19pgvectorMCP ProtocolOAuth 2.1Hybrid Scoring
core
control.planeREADY
context.assembledOK
scorer.components7/7
vector.indexpgvector
verdict.evidencetraceable
auth.planedual · RLS
sessions.live12
platform.statscached
MCP_TOOLS
30active
PLUGINS
38ranked
KNOWLEDGE_CELLS
92embedded
MIGRATIONS
92applied

modules

One control plane. Every subsystem.

The instrumentation an autonomous AI engineering team runs on — each module wired into the same persistent context.

ID

Soul & Identity

Persona, occupation, and core instructions assembled into one persistent context the model loads on every session.

PLG

Plugin System

Hybrid scoring — IDF-weighted keywords blended with pgvector similarity — ranks the right plugins for the task at hand.

KB

Knowledge Base

Domains of persistent, embedded memory. Recall blends keyword and semantic search so context survives across sessions.

MCP

MCP Tools

Tools exposed over the Model Context Protocol across infrastructure, AI, and search servers — connected, authed, ready.

SEC

Security

RLS policies, SECURITY DEFINER RPCs, rate limiting, and dual auth. The control plane fails closed, by design.

OBS

Analytics

Token budgets, usage patterns, and the evidence-driven Verification Engine — every quality verdict is traceable.

pipeline

From request to ranked context.

01

MCP Server

30 tools exposed over the Model Context Protocol. Runs on your VPS behind dual auth.

02

Hybrid Scoring

A 7-component scorer blends IDF keywords, vector similarity, categories, and dependencies into one ranked context.

03

Self-Learning

Pattern detection across sessions. The control plane measures its own verdicts and tightens over time.

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connect

Give your AI a persistent brain.

Wire Claude into the control plane and it loads identity, knowledge, and tools on every session. Setup takes about two minutes.