Tool Module

GitHub Actions Tool

CI/CD integration for AI agents.
Turn agents into DevOps partners.

Inactive
January 2026
The Problem

Agents can't see
workflow status

Manual CI monitoring breaks the dev loop

Agents push code, but can't check if tests pass. They can't trigger workflows, read logs, or diagnose failures. CI/CD remains a blind spot in the automation chain.
Capabilities

7 operations to control CI/CD

Intelligence

Smart log handling

100MB+ Logs
GitHub Actions logs can be massive. Raw download would overflow agent context windows. Intelligent truncation preserves signal while managing size within token limits.
Failed-Step Prioritization
Failed steps surface first, successful ones after. Agents see what broke immediately without parsing gigabytes of passing output. Context-aware truncation keeps the signal.
224 lines of log handling code — log_truncator.py (224), log_filter.py (81), log_handler.py (122). Agents get actionable failure information, not overwhelming raw dumps.
Safety

Built-in safety guardrails

Deployment Protection
Blocks deployment workflow triggers by default. Configurable allowlist prevents agents from accidentally shipping to production without human approval.
Repository Allowlist
Optional repository restriction. Lock agents to specific repos to prevent cross-project interference or unauthorized access to sensitive pipelines.
# Safety configuration via environment variables GITHUB_ACTIONS_BLOCKED_WORKFLOWS=deploy,release,production GITHUB_ACTIONS_ALLOWED_REPOS=owner/repo1,owner/repo2 # safety.py (73 lines) + config.py (178 lines) # Enforcement happens before any GitHub API call
Usage

Trigger a workflow

# Agent triggers CI after pushing code { "name": "trigger_workflow", "parameters": { "repo": "owner/my-project", "workflow_id": "ci.yml", "ref": "main", "inputs": { "environment": "staging", "run_tests": "true" } } } # Response — workflow queued { "status": "queued", "run_id": 12345678, "html_url": "https://github.com/owner/my-project/actions/runs/12345678" }
Architecture

PyGithub integration

GitHub API via PyGithub
Built on the PyGithub library for robust GitHub API interaction. Handles authentication, rate limits, and API versioning automatically. Clean separation between API layer and tool operations.
Safety Configuration
Environment-based config system across 178 lines. Define blocked workflows and allowed repos via env vars. Policy changes require no code modifications.
Modular operation pattern: Each of the 7 operations is a separate file (61–104 lines each). Common infrastructure in client.py (116), models.py (194), and schema.py (134). Rate limiting handled by rate_limit.py (80 lines).
Development Snapshot

Built in a single commit

1
Commit
2,759
Lines of Python
28
Test Functions
7
Operations
1
Contributor
Sam Schillace · commit c0e748e · January 21, 2026
25 Python files across source, operations, and tests
Sources & Methodology

Research provenance

Data as of February 20, 2026
Status Inactive — repo in ~/dev/ANext/Inactive/
Git log git log --oneline on amplifier-module-tool-github-actions → 1 commit found
Line counts find . -name "*.py" | xargs wc -l → 2,759 lines across 25 files
Test count grep -r "def test_" tests/ --count → 28 test functions across 3 files
Contributors git log --format="%an" | sort | uniq -c → 1 contributor
Operations ls src/amplifier_tool_github_actions/operations/ → 7 operation files
Contributor Sam Schillace — 1 commit, 100% of codebase
Known Gaps
Test pass/fail rates not verified (pytest not run). Bundle adoption claims from previous deck not verified. Rate limiting behavior not tested against live GitHub API.

Agents become
DevOps partners.

7 operations. Smart log handling. Production-ready safety.
Close the loop on CI/CD automation.

amplifier-tool-github-actions
Part of the Amplifier ecosystem
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