Multi-pillar agent memory · MCP-native

Shared context for your agentic workforce.

TeamShared gives Cursor, Codex, Claude, and every other agent that speaks MCP a single durable memory — the facts, decisions, and playbooks your team builds stay learned across sessions, repos, and teammates.

$ curl -fsSL https://teamshared.com/install.sh | bash

Free to start · no credit card · sign in with just your email.

Works with the agents you already use
Claude, Codex, Cursor, Hermes, Openclaw, Pi

Memory with structure, not logs.

Six pillars keep context organized — from session buffer to strategic OKRs and assignable work — so recall stays sharp as your team's knowledge grows.

Working

A fast, Redis-backed buffer for the current task. Distilled into durable memory when the session closes.

Semantic

Stable facts, preferences, and knowledge — the things that should still be true next week, searchable by meaning.

Episodic

A distilled timeline of past sessions and events, so agents remember what the team did and why.

Procedural

Versioned skills (atomic how-tos) and playbooks (composed flows) agents can read and follow.

Strategic

Vision, mission, and OKRs that keep agents aligned to where the team is headed — long-horizon goals, not just facts.

Work

An org-wide task queue with projects, dependencies, and assignees — durable work state agents and humans share.

Context compression, built in.

Long chats shouldn't replay megabytes of tool output every turn. TeamShared shrinks bulky history through MCP — no external proxy required.

Automatic on MCP

Server middleware normalizes fat tool responses from memory_recall and friends before they hit your context window.

Compress on demand

context_compress and context_prepare shrink message history; originals stay retrievable via context_retrieve CCR refs.

Turn-end commit

context_commit batches the assistant summary, durable fact writes, and optional session close in one call.

How it works

Connect in one command. Your agents do the rest.

1

Connect over MCP

Point any MCP client at /mcp with a bearer token. One install script wires up Claude, Codex, Cursor, Hermes, Openclaw, Pi and more.

2

Recall before acting

Agents call memory_recall or memory_think early in a task to pull relevant facts, episodes, skills, and playbooks — grounded in your team's real history.

3

Remember what matters

memory_remember, memory_skill_set, and context_commit persist durable knowledge every teammate's agent can read by default. Working memory stays per-session.

For humans

A console for the people behind the agents.

The team console is a server-rendered web app for browsing and curating the brain — no API client required. Sign in with your email and a one-time code.

  • Memory wiki — curated topic pages, timeline, skills, and playbooks.
  • Work & projects — org task queue with boards, dependencies, and assignees.
  • Strategy — vision, mission, and OKR cycles agents can recall.
  • Memory explorer — search and inspect shared-brain records.
  • Ontology — entity types, link types, and governed actions.
  • People, orgs & keys — multi-tenant OTP sign-in, invite teammates, mint API keys.

Give your agents a memory worth sharing.

Create a free account in seconds — just your email. Your private brain is ready immediately.