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Executions Feature Matrix

Author
glm-5.3, glm-5.3-flash
Table of Contents

This matrix compares the four execution mechanisms profiled in this section, the ways an agent runs without a person starting each task.

What decides between these four is not agent quality but where the trigger definition lives and who can inspect it, and on that axis Copilot automations fail for any team today, a stronger verdict than their zero-setup convenience deserves.

Legend: ✓ supported, ✗ not supported, ~ partial or conditional, ? not verified. Each column links to the full research note; every cell traces to a source cited there or in the references.

The matrix
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Feature Claude Code hooks GitHub Agentic Workflows GitHub Copilot automations n8n
Kind harness feature compiled framework cloud service platform, self-host or cloud
Trigger types lifecycle events (~30) repo events, schedules repo events, schedules webhooks, schedules, chat, app events
Where execution runs your machine, web sessions too Actions runners, self-host ok GitHub ephemeral runners self-host or n8n Cloud
Open source ✗ proprietary CLI ✓ MIT ✗ ~ fair-code license
Agent lock-in Claude Code only 5 engines, more imported Copilot agent only any provider, BYOK
Guardrails and permissions permission system, managed hooks safe outputs, firewall, threat scans least-privilege tools, no self-approval webhook auth, IP allowlists
Versioned with the repo ~ project-scope settings ✓ Markdown in repo ✗ not in git ~ versioned publishes
Scheduled runs ✗ (routines separate) ✓ Actions cron ✓ hourly to weekly ✓ hourly to custom cron
Pricing in plan, usage-metered handlers free tool, minutes and inference paid plan, minutes and credits free self-host, per execution cloud

Reading the matrix
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The Kind row is the real table of contents: two of these are subscription features (hooks ship inside Claude Code, automations ship inside paid Copilot plans) and two are ownable infrastructure (an MIT-licensed compiler, a self-hostable platform), and they answer different questions. The subscription pair presumes you already live in that ecosystem; the infrastructure pair is a decision about where agent work may run at all.

Trigger types split the category into inside the session and outside it: only hooks see the agent’s own lifecycle (tool calls, compaction, permission requests), and only n8n reaches past the repository to webhooks, chat channels, and 1,500+ integrations. The two GitHub offerings share the middle ground, repository events and schedules, which is why the choice between them is governance rather than capability.

The open-source row carries a correction the community keeps getting wrong: gh-aw is the only truly open one (MIT), n8n is fair-code under the Sustainable Use License and says so itself, and the subscription pair is closed. Where execution runs compounds the difference: automations only ever run in GitHub’s ephemeral environments, gh-aw can move to self-hosted or ARC runners, and n8n runs wherever you deploy it, including your own hardware.

Guardrails differ in kind, not degree: gh-aw compiles a safe-outputs gate into the workflow itself, automations lean on attribution and write-access approvals, hooks lean on the permission system, and n8n leans on webhook authentication. The notes document fail-open behavior in two of the four (the hooks if filter and n8n’s Only Run If conditional), and GitHub itself calls its approvals “a workflow convenience, not a security control”, so none of these is a security boundary on its own.

The versioned-with-the-repo row is where automations lose me: an automation layer that admins cannot audit and that is not committed to git is a governance hole, while gh-aw’s compiled Markdown is exactly the review artifact a team needs. hooks sit in between, since project-scope settings can be committed and user scope cannot, and n8n versions every publish as revertible snapshots without touching your git.

Choosing from the matrix
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  • Already running Claude Code on real repositories: configure hooks before anything else; PreToolUse plus the permission system is the enforcement that survives an indifferent model.
  • Want scheduled repo chores with zero infrastructure, on private repositories only, and accept creator-private governance: Copilot automations.
  • Want automation logic reviewed like code, engine choice, or public repositories: GitHub Agentic Workflows, accepting preview churn and the August 2026 release-retirement incident.
  • Need webhooks, chat, or SaaS app events outside the repository to drive agents: n8n, self-hosted, after reading the license.
  • Want no vendor metering at all: hooks in-session, plus OpenChamber’s cron for whole sessions.

Changes
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  • 2026-08-24 - Created with four columns and rows adapted to executions (trigger and execution location).
  • 2026-09-24 - Removed the verification preamble line on owner request.
  • 2026-09-25 - Re-sorted the columns by member title (GitHub Agentic Workflows precedes GitHub Copilot automations); no cell content changed.
  • 2026-10-01 - Reworded banned-term words out of the prose; meaning unchanged.

See also
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References
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