signup
Gateway
Express
Users
NestJS
users_db
user.created
Notify
Node.js
checkout
Gateway
Express
Orders
Express
Payments
FastAPI
ledger
Inventory
Standard
stock
search
Gateway
Express
Search
Node.js
product_index
cache
Reranker
Python
cart
Gateway
Express
Cart
Rails
session
Users
NestJS
users_db
ship-fanout
Orders
Express
orders
Shipping
Spring Boot
sla_db
Analytics
FastAPI
warehouse
pay-notify
Payments
FastAPI
payments
Notify
Node.js
Email
BullMQ
SMS
Twilio
sms.out
stock-sync
Inventory
Standard
stock
Analytics
FastAPI
warehouse
Search
Node.js
product_index
auth
Gateway
Express
Auth
Go · Gin
session
users_db
Audit
Node.js
probes
Scheduler
Cron
Orders
Express
Incidents
Node.js
Slack
Hono
PagerDuty
API
rca
Incident
Node.js
CFW AI
Workers
Fix PR
GitHub
github.pr
analytics-out
pageviews
Analytics
FastAPI
warehouse
Reports
Python
Slack
Hono
index-build
products_db
Indexer
Worker
Search
Node.js
product_index
index.rebuild
backup
order-notify
Orders
Express
Notify
Node.js
Email
BullMQ
SMS
Twilio
sms.out
login
Gateway
Express
Auth
Go · Gin
users_db
session
Audit
Node.js
order+inv
Orders
Express
Inventory
Standard
inventory_db
Ledger
Rust
ledger_db
api-keys
Gateway
Express
Auth
Go · Gin
api_keys_db
Audit
Node.js
audit_log
slack-alert
Incident
Node.js
Slack
Hono
slack.msg
PagerDuty
API
Email
BullMQ
gh-webhook
github.push
Topology
Deno
services_db
Indexer
Worker
Search
Node.js
regression
Runner
Node.js
Contracts
Jest
runs_db
Reporter
Node.js
Slack
Hono
metrics
Prom
Scraper
Services
/metrics
tsdb
Grafana
Dash
Alertmanager
HA
logs-fanout
Services
JSON
logs
loki
s3.archive
SIEM
Splunk
traces
Services
OTel SDK
Collector
OTLP
tempo
Grafana
Dash
Sampler
Tail
deploys
github.pr
Deployer
Argo
K8s
Cluster
Registry
OCI
Rollout
Canary
deploy.done
chaos-drill
Chaos
Injector
Orders
Express
Incidents
Node.js
Slack
Hono
PagerDuty
API
contracts
Contracts
Pact
Gateway
Express
Users
NestJS
Orders
Express
Payments
FastAPI
rbac
Gateway
Express
Members
RBAC
members_db
Audit
Node.js
audit_log
retry-loop
Orders
Express
retry
Payments
FastAPI
dlq
DLQ Handler
Worker
notif-fanout
Notify
Node.js
notif.email
Email
BullMQ
Push
APNs
push.out
New · AI root-cause analysis and draft fix PRs

Everything we learned from observing production meshes — yours by default

One platform for your services, dependencies, and incidents. Map topology from code, monitor every app and datastore, and respond faster without stitching tools together.

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Region: Your stack

One smart mesh for workloads and signals — close to your code, close to your incidents.

product servicelive · 60s
Product Service
Spring Boot · Healthy · checked 3m ago
Open service pageRepo
Uptime (24h)
82.9%
p95 (1h)
329 ms
Checks (24h)
117
Error rate (1h)
0.4%
Outbound deps
6 mapped
Logs (24h)
2.4k
Last 60 checks
healthy · 90 ms · 9:56:50 PMhealthy · 122 ms · 9:57:50 PMhealthy · 149 ms · 9:58:50 PMhealthy · 168 ms · 9:59:50 PMhealthy · 176 ms · 10:00:50 PMhealthy · 133 ms · 10:01:50 PMhealthy · 122 ms · 10:02:50 PMhealthy · 106 ms · 10:03:50 PMhealthy · 90 ms · 10:04:50 PMdown · 10:05:50 PMdown · 10:06:50 PMdown · 10:07:50 PMdown · 10:08:50 PMhealthy · 91 ms · 10:09:50 PMhealthy · 123 ms · 10:10:50 PMhealthy · 115 ms · 10:11:50 PMhealthy · 142 ms · 10:12:50 PMhealthy · 160 ms · 10:13:50 PMhealthy · 167 ms · 10:14:50 PMdegraded · 300 ms · 10:15:50 PMdegraded · 320 ms · 10:16:50 PMdegraded · 280 ms · 10:17:50 PMdegraded · 300 ms · 10:18:50 PMhealthy · 70 ms · 10:19:50 PMhealthy · 68 ms · 10:20:50 PMhealthy · 37 ms · 10:21:50 PMhealthy · 56 ms · 10:22:50 PMhealthy · 84 ms · 10:23:50 PMhealthy · 116 ms · 10:24:50 PMhealthy · 148 ms · 10:25:50 PMhealthy · 134 ms · 10:26:50 PMhealthy · 152 ms · 10:27:50 PMhealthy · 159 ms · 10:28:50 PMhealthy · 156 ms · 10:29:50 PMdown · 10:30:50 PMdown · 10:31:50 PMdown · 10:32:50 PMhealthy · 62 ms · 10:33:50 PMhealthy · 60 ms · 10:34:50 PMhealthy · 69 ms · 10:35:50 PMhealthy · 49 ms · 10:36:50 PMhealthy · 77 ms · 10:37:50 PMhealthy · 109 ms · 10:38:50 PMhealthy · 140 ms · 10:39:50 PMdegraded · 240 ms · 10:40:50 PMdegraded · 255 ms · 10:41:50 PMdegraded · 270 ms · 10:42:50 PMhealthy · 147 ms · 10:43:50 PMhealthy · 135 ms · 10:44:50 PMhealthy · 119 ms · 10:45:50 PMhealthy · 63 ms · 10:46:50 PMhealthy · 53 ms · 10:47:50 PMdegraded · 310 ms · 10:48:50 PMdegraded · 310 ms · 10:49:50 PMdegraded · 310 ms · 10:50:50 PMhealthy · 69 ms · 10:51:50 PMhealthy · 102 ms · 10:52:50 PMhealthy · 133 ms · 10:53:50 PMhealthy · 159 ms · 10:54:50 PMhealthy · 176 ms · 10:55:50 PM

Observe everywhere

Health checks, logs, and dependency edges across every service in your architecture—mapped automatically from GitHub repos.

POST /checkout84ms · p95
Gateway
Orders
orders
Payments
  • Gateway
    in-process
    4ms
  • Orders
    in-process
    18ms
  • Payments
    env: PAYMENTS_SERVICE_URL · timeout risk
    62ms
  • orders
    kafka · async fan-out
    —

Trace anywhere

See how requests flow through your mesh, which env vars wire services together, and where latency or failures cluster.

incidentson-call · you
  • 5xx spike
    svc: orders
    sev12m
  • p95 > 500ms
    svc: auth
    sev214m
  • probe timeout
    svc: payments
    sev228m
  • contract drift
    svc: gateway
    sev31h
  • deploy regression
    svc: product
    sev345m

Operate at scale

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Downstream topology, discovered from your code

No manual diagrams. ServiceLens reads your repositories, resolves every downstream call, and renders the live mesh — including the ambiguities.

E-Commerce Platform — discovered from 10 services
Open workspace

Live topology of the ServiceLens demo architecture — a 10-service retail mesh built from the microservices-demo repositories.

Read your repos

Point ServiceLens at your GitHub org. It walks each repo, parses the code, and extracts every exposed endpoint, outbound HTTP call, event topic, and datastore.

Correlate signals

Endpoints match callers, producers match consumers, env-var URLs match services. Ambiguous edges are marked so nothing is silently guessed.

Render the mesh

Every downstream dependency — REST, gRPC, events, Kafka topics, databases — becomes a live edge, checked every minute against real health probes.

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Build for the agent era of operations

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