Reliable context, for every agent.

Structure it once, maintain it together, and retrieve it from any agent. What one person fixes, every agent learns.

Works with all your agents

  • Claude
  • ChatGPT
  • Claude Code
  • Any MCP client
  • Cursor
  • Grok
  • Codex

Two agents. Two answers.

Pick a question, then switch Atlas on.

Two numbers. Neither says how it counted.

Claude#finance
Churn in August was 3.1%, from the CRM export you shared in March.

Its own notes

ChatGPTFinance project
Customer churn was 4.6% in August.

A query it wrote, counting paused accounts

Kept by people. Read by agents.

Four kinds of context, each kept once.

Pages and skills have owners. Metric SQL and table notes change only through review.

Reads your warehouse, read-onlyBigQuerySnowflake

Refund approvals

OwnerMCMei Chen
DescriptionWho can approve a refund, and up to what amount.
AccessEveryone can view
Last editedSep 26
StatusVerifiedindefinitely
CreatedSep 12

Approval limits

Support can refund up to €1,000 without approval.

Refunds over €1,000 need a finance lead's approval in #refunds.

Card refunds

Card refunds reach the customer in 5 to 10 business days.

Agents see only what their person can open.

Agents propose. People approve.

Governance built in. An agent's edit arrives as a change request. Approve each item, and all of them apply together.

Skills and pages keep their saved history. Open an earlier revision, compare it, and restore it as a new revision. Deleted pages can be restored from the trash.

Try it: approve both items.

KestrelChange requests

1

Tomás Reyes · 2m ago

Define churn once for finance reporting

Finance reported August churn as 3.1% and 4.6%. One query counted paused accounts as churned.

2 changes · applied together

All changes apply together, after the last approval. You can undo for a few seconds.

Requested via Month-end close, August · 1 source

Every agent, one copy.

Each person connects their own agents over MCP. Every agent reads Atlas with that person's access.

Every client

KestrelMCP connectionsSample data
  • PNPriya NairFinance
    • Claude
    • ChatGPT
  • TRTomás ReyesEngineering
    • Claude Code
    • Cursor
  • MCMei ChenSupport
    • Claude
    • Slack bot
  • JWJonas WeberData
    • Codex
    • ChatGPT
  • ACAna CostaOperations
    • Any MCP client
Atlasapp.atlascontext.ai/mcp

Each line is one person's own sign-in, with its own grant and never their browser session. Search checks access before it ranks, and every call checks it again.

See what gets read.

Analytics shows which pages are read, and whether agents or people read them.

Analytics

How people and agents read your organization's knowledge.

Sample data
Last 28 daysAll teamspacesUTC · vs previous 28 days
Readers↑ 7 · 14%
58
people on the web
Contributors↓ 1 · 10%
9
people edited pages
Pages read↑ 12 · 9%
143
read at least once
Needs review
4
pages to check

Reads per day3,693 reads

Agents 2,923People 770

Top pages143 pages

PageReads
Refund approvals198 agent reads · 66 people264
Payout schedule102 agent reads · 55 people157
Churn reporting118 agent reads · 23 people141
Incident response81 agent reads · 15 people96
Pricing policy49 agent reads · 25 people74

Start with one team.

Bring one team's context. Book a demo, and we'll talk through your use cases together.

Invite-only pilot, hosted by Ensemble Labs in Paris.

Two ways in: Company Brain and Agent Memory.