Ground truth for agents.
Agents write code in seconds - then go blind the moment they leave the repo. Manifest compiles a live, time-versioned graph of what actually exists across your stack. Every engineer and every agent queries the same ground truth.
// WHY IT MATTERS
THE MANDATE FOR EVERY COMPANY DEPLOYING AGENTS
Writing code got fast.
Everything after didn’t.
Agents can write code, open PRs, and call tools. What they still lack is the operational context that tells them what a change will touch.
01 / WRITE CODE
Understand what your code touches
Before the PR lands, see downstream services, IAM scope, and shared resources the code may affect.
Correct code, invisible dependencies
02 / DEPLOY
Catch what you didn’t declare
Review the live dependency graph and observed changes, not just what a ticket or PR declared.
CAB approved what was declared
03 / PRODUCTION
Fix & find changes in minutes, not hours
When something breaks, rank likely causes across providers and time with evidence attached.
APM shows the symptom
// WHY MANIFEST GRAPH
Built for agents -
not scraped from traffic.
A compiler matches every resource and names every edge. Cross-provider, cross-domain, deterministic — and it sees the abstract wiring a service mesh never will.
// ASK MANIFEST
The questions that are near-impossible
without it.
Ask in plain English or through a tool call. Manifest returns the same graph-backed answer with provenance.
Were there any unauthorized changes in the PCI path in the last 30 days?
Yes — 1. An IAM policy widened an s3-pci-write-xxx (in staging), and a security group rule opened an SSH port. Both flagged the moment the commit landed.
answered from the graph, with live metadata.
// PRODUCT SURFACE
Where screenshots can start to carry the story.
Three compact product frames show the same graph from different work surfaces: change review, dependency graph, and incident dossier.
// USE CASE
Same graph.
Different questions, every stage
// CASE STUDY 01
One governed endpoint.
Not raw access.
When an agent plans a change that touches infrastructure - say, the Pulsar event bus - it can reach the broker directly, or it can go through Manifest. Same data. Wildly different blast radius.
// CASE STUDY 02
A graph for query, not another dashboard.
Manifest shows up inside the workflows teams already use: change review, incident review, agent prompts, and environment debugging.
AGENTS ARE LOCALLY BRILLIANT. GLOBALLY IGNORANT.
Give them ground truth.
Time-to-value in hours. Agentless and read-only. Live the same day across cloud and Kubernetes.
Run something we haven't named?
Snowflake and Okta are built and live. The graph is provider-agnostic — if it emits change, Manifest can compile it. Tell us your stack and we'll show you what we can do.