agentic-ai-for-devops
Building AI agents for DevOps: LLM tool-calling, a Docker troubleshooter, MCP multi-tool agents, and KubeHealer, a self-healing Kubernetes agent built on Temporal. Runs on a local Ollama model.
Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.
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Install from
The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.
Tool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
15/15 tools missing one or more hints — list_pods (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); describe_pod (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_events (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +12 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Descriptions match behaviour
13 tools describe read intent but their handlers mutate — list_pods (line 15: result = subprocess.run(); describe_pod (line 25: result = subprocess.run(); get_events (line 35: result = subprocess.run()
Rename the tool, rewrite the description, or move the side-effect into a separate clearly-named tool.
License file
No license file
Add a LICENSE file (MIT, Apache-2.0, etc.).
Tests exist
No test files found
Add tests that exercise each declared tool.
Tool description accuracy
13 tools have description/behavior mismatches: list_pods: description implies read-only but handler writes/deletes/executes; describe_pod: description implies read-only but handler writes/deletes/executes; get_events: description implies read-only but handler writes/deletes/executes
Update tool descriptions to accurately reflect all capabilities — especially write, delete, or execute operations.
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