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OpsLevel for AI agents

The context layer for your AI agents

AI's constraint is context, not intelligence. Your agents cannot hold hundreds of repos, thousands of resources, and every ownership rule in a context window. OpsLevel gives them the curated, governed answer instead.

The seniority gap

A senior engineer knows your org. Your agent does not.

The gap is not raw ability. It is how much of what the agent knows it can actually act on inside your organization.

Show with OpsLevel

A senior engineer on your team

the useful zone

General knowledge and knowledge of your org overlap. Most of what they know, they can act on.

An AI agent without OpsLevel

Enormous general knowledge, almost no knowledge of your org. The useful zone barely exists.

General engineering knowledge
Knowledge of your organization
The useful zone

What your agent doesn’t know

Your catalog makes your coding agents effective

Your agent already knows more about Rails than anyone on your team. What it doesn’t know is your org. Which of these 40 services is tier 1, what pages someone at 3am, who to tag on the PR, and which one is mid-incident right now. That’s the difference between a senior engineer and a brilliant new hire, and it’s exactly what the catalog holds.

The map: your organization

  • Ownership, so an agent routes work to the team that actually maintains the service
  • Dependencies, so it understands blast radius before it changes anything
  • Tiers and criticality, so it treats a payments service differently from an internal tool
  • Lifecycle and architecture, so it builds on the canonical path and not the deprecated one

The moment: live state

  • Deploys, incidents, and on-call, so it knows what is happening right now
  • Vulnerabilities, scorecard results, and failing checks, so it knows what is already broken
  • Correlated across GitHub, AWS, Datadog, PagerDuty, and 40 more sources, continuously

Where the context comes from

We correlate context across your architecture, then hand it to your agents

Continuously correlated
40+ sources

Your architecture

Code and repos
Infrastructure
Observability
Incidents
People

How it gets in

API
Terraform and CLI
Native integrations
Webhooks

Correlated in

One governed model of your software

Out to your agents

Claude Code
Cursor
GitHub Copilot
Agents you build

Governance you already have

Your standards are agent guardrails

The rules that already govern how your engineers build now govern how your agents act. No new governance layer to stand up.

  • “Every service has an owner” becomes a precondition agents check before acting
  • Granular RBAC gives every user and agent scoped, least-privilege access
Preconditions before the agent acts
1 blocked
Owner definedpayments-api → Payments
Pass
Tier assignedTier 1, change review required
Pass
×
Owner definedreporting-legacy, no owner on record
Fail
agent> open_pull_request(reporting-legacy)
blocked precondition: owner_defined = false
ci-agentRead catalog, propose PRs
sre-agentRead, trigger runbooks
ContractorsRead own team only

The payoff

The same prompt, twice

Same agent, same question. The only difference is whether it has your organization to work from.

“Which of our services use Rails 6 and who owns them?”

Without OpsLevel
With OpsLevel
Without OpsLevel
Hedges
$ grep -rl "rails (6" --include=Gemfile.lock .
./svc-billing/Gemfile.lock
./svc-billing-legacy/Gemfile.lock
./internal-tools/reporting/Gemfile.lock
... 214 more matches across 3 orgs
! 41 repos archived, ownership unknown
! CODEOWNERS missing in 63 repos
> context window: 9,700 tokens used
Agent: I found several repositories that reference Rails 6, though I cannot confirm which are still deployed. Ownership is unclear for most of them. You may want to check with your platform team.

No owner, no tier, no answer it can act on.

With OpsLevel
14 components
payments-api
Payments
Tier 1
Pass
billing-worker
Payments
Tier 2
2 failing
identity-gateway
Identity
Tier 1
Pass
reporting-legacy
Data Platform
Tier 3
4 failing
notifications-svc
Growth
Tier 2
Pass
admin-portal
Internal Tools
Tier 3
Pass

+ 8 more components, all with owning teams

Owning team, tier, and check status on every one.

840 tokens against 9,700 is the evidence that the context is curated. The answer being right is the point.

Why accuracy matters more now

Before agents, a wrong service owner cost you an hour. With agents acting autonomously, it is the wrong PR on the wrong service, at scale. Accurate catalog data stops being hygiene and becomes a safeguard.

Connect any agent in one step

Hosted MCP server with OAuth. A CLI with predictable, scriptable commands agents chain into real workflows. An API-first platform underneath.

Claude Code
Cursor
GitHub Copilot
+ the agents you build yourself

Available to all OpsLevel customers at no additional cost.

FAQs

What is the OpsLevel MCP server?+

A hosted Model Context Protocol server that exposes your OpsLevel catalog, standards, and self-service actions to any MCP-compatible agent. Connect it once with OAuth and your agents can query components, owners, dependencies, and check results directly.

Which agents and tools does it work with?+

Anything that speaks MCP, including Claude Code, Cursor, and GitHub Copilot. The CLI and API cover agents you build in-house, so you are not limited to a fixed list of integrations.

How do I control what an agent can see and do?+

Agents authenticate as first-class identities and inherit OpsLevel RBAC. Scope each one to the teams, components, and actions it needs. Every query and action is attributed to a person or an agent in the audit log.

Why not just point our agent at our repos?+

Source code tells an agent how a service is written. It does not tell it who owns the service, what tier it is, what it depends on, or whether it is mid-incident. OpsLevel answers those directly, so the agent acts on facts instead of inferring them. Using far fewer tokens is a side effect of the context being curated.

Does this cost extra?+

The MCP server, CLI, and API are available to all OpsLevel customers at no additional cost.

Do developers have to work inside OpsLevel?+

No. Developers stay in the editors and agents they already use. OpsLevel is where those agents get their bearings.

Start today

Your agents are only as good as their context.