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GAIT session lifecycle management - branch creation, turn recording, audit logging for every NetClaw operation.
Passed 12 of 18 test cases with the skill, and 3 of 18 without it.
and 16 more in the full report
11 fixed4 passed either way7 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
Write out the exact shell command to call the session log viewer tool using python3, MCP_CALL, and GAIT_MCP_SCRIPT environment variables.
| Checked | Without skill | With skill |
|---|---|---|
| Formats command starting with python3 $MCP_CALL. | Missed | Passed |
| Passes gait_log as the tool name. | Missed | Passed |
The instructions your model reads when the skill loads.
This skill is mandatory. Every NetClaw session MUST begin with gait_branch and end with gait_log.
The GAIT MCP server provides 9 tools. Call them via mcp-call:
python3 $MCP_CALL "python3 -u $GAIT_MCP_SCRIPT" gait_status '{}'
Returns current branch, uncommitted changes, and repository state.
python3 $MCP_CALL "python3 -u $GAIT_MCP_SCRIPT" gait_init '{}'
Creates a new GAIT repository if one does not already exist. Run this once during initial NetClaw setup.
python3 $MCP_CALL "python3 -u $GAIT_MCP_SCRIPT" gait_branch '{"branch_name":"health-check-r1-2026-02-21"}'
Every session begins here. Use a descriptive branch name that includes the action type, target device(s), and date. Examples:
health-check-r1-2026-02-21ospf-troubleshoot-core-2026-02-21config-deploy-acl-update-2026-02-21netbox-reconcile-site-hq-2026-02-21security-audit-dmz-2026-02-21test cases passed, vs 3 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.