Ellipsis vs the GitHub Action

Claude Code agents your whole team can run, govern, and observe

The Claude Code GitHub Action runs an agent inside your CI pipeline. Ellipsis runs the same kind of agents as a managed service, with the triggers, permissions, cost controls, and team-wide visibility you would otherwise build and maintain yourself.

Feature by feature

CapabilityEllipsisClaude Code GitHub Action
Infrastructure to run it
Managed cloud sandboxes, nothing to host
You provision and maintain the CI runners and workflows
Triggers
Pull requests, pushes, cron, and @ellipsis in Slack and Linear
GitHub events inside your CI only
Scheduled agents
Native cron schedules
Scheduled workflows you build and maintain
Team-wide observability
Every run, cost, and diff in one dashboard
Scattered across workflow logs, one run at a time
Spend controls
Per run, day, week, and month caps, enforced live
You track API spend yourself
Permissions
Per-agent allow-lists for tools and MCP servers
Whatever the workflow and token happen to allow
Audit trail
Every action and every config version recorded
CI run logs, retained per your CI
Code review on every PR
Built in, from any agent or engineer
A separate thing you build and maintain
Agent definition
One versioned YAML per agent, deployed with git push
Workflow YAML focused on CI steps, not the agent
Secrets
Central, write-only sandbox variable store
GitHub Secrets, managed per repo
Isolation and retention
Ephemeral sandbox per run, zero source code retention
Depends on how your runner is set up
Runslive
Flagged 1 risk on beacon-api #1841
Dropped column without backfill
$0.21
12.0K tok
just now1m30s
Posted daily standup to beaconhq #engineering
4 merged, 2 awaiting review
$0.05
3.3K tok
just now22s
Opened beacon-web #314
Implement CSV export
$0.42
31.2K tok
22s ago4m02s
Approved beacon-api #1839
Add rate limiting to /v1
$0.18
9.1K tok
1m ago48s
Reviewed beacon-web #1842
Fix connection leak on error path
$0.31
18.4K tok
3m ago1m12s

Observability

Every run in one place

A CI job leaves its output in scattered workflow logs, one run at a time. Ellipsis records every run in one dashboard: how it was triggered, what it changed, what it cost, and the full step-by-step trace, across every repo and every agent your team runs.
Tool callsmerge-referee
Bash
pytest -k auth · passed
Allowed
Edit
tests/test_auth.py
Allowed
github.merge
Not in the agent allow-list
Blocked
Grep
"flaky" · 3 matches
Allowed
Read
tests/test_auth.py
Allowed

Permissions

Decide what agents can do before they run

The GitHub Action can do whatever its workflow and token allow. With Ellipsis you set per-agent allow-lists for tools and MCP servers, scope each agent to specific repos and branches, and cap spend per run, per day, and per month, enforced while the agent runs.
Steps · 152Show thinking
152Commit pushed28 tok
151Bashgit commit -m 'Release connection on error path'20 tok
150thinkingWrite a clear commit message
149assistantGreen. Committing the fix.14 tok
148Bashpytest -k pool · 142 passed24 tok
147Editapi/pool.ts · +12 −426 tok
146thinkingPatch the finally block and add a test

Tracing

See every step, from thinking to diff

See the reasoning behind every change, not just the change. Each run records the agent's thinking, the tools it called, the tests it ran, and the diff it shipped, so a failed or surprising run is something you can actually inspect.

Keep the agent, add the cloud layer

Run your agents as a managed service, with the triggers, governance, and visibility a CI workflow leaves to you.