agent toolingby brianrwagner
🎯 Go Mode — Autonomous Goal Execution
brianrwagner/go-mode
Autonomous goal execution — give a goal, get a plan, confirm, execute, report. You steer, Claude drives.
What it changes
Passed 21 of 24 test cases with the skill, and 7 of 24 without it.
Without skill29%
With skill88%
Checks it passed that the model alone missed
- The table includes a column header for Cost
- The table includes a column header for Risk
- The table includes a column header for Tool/Skill
and 17 more in the full report
14 fixed7 passed either way3 still failing0 broke
- Pass-rate lift
- +58 pp
- Tokens
- +109%
- Agent turns
- 0%
- Response time
- -49%
Model gemini-3.6-flashMeasured 8/22/2026v121 of 24 cases passed with skill
See it in action
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
PromptWhich specialized skill in the toolkit is designated for AI image generation via Gemini?
What was checked, without and with the skill| Checked | Without skill | With skill |
|---|
| The skill specified for Gemini image generation is nano-banana | Missed | Passed |
|---|
What's inside
The instructions your model reads when the skill loads.
SKILL.md284 linessingle file
🎯 Go Mode — Autonomous Goal Execution
Give me a goal. I'll plan it, confirm with you, execute it, and report back. You steer — I drive.
Mode
Detect from context or ask: "Just do it, plan first, or plan + phase approvals?"
Default: standard — use quick for simple, clear goals. Use deep when mistakes would be expensive to undo.
How It Works
GOAL → PLAN → CONFIRM → EXECUTE → REPORT
Phase 1: PLAN
When given a goal, break it down:
- Parse the goal — What's the desired outcome? What does "done" look like?
- Break into steps — Ordered task list, each step concrete and actionable
- Identify tools — Which skills, APIs, agents, or CLI tools are needed?
- Estimate effort — Time per step, total duration, API costs if applicable
- Flag risks — What could go wrong? What needs human approval?
Output a structured plan:
## 🎯 Goal: [restated goal]
### Definition of Done
[What success looks like]
Track record
Benchmark
21 / 24
test cases passed, vs 7 / 24 without
Adoption
- Users
- 0
- Times used
- 0
Safety and source details
SkillSafety
✓ 3 of 3 passed✓Code scan15 of 15 checks clean
0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026
View 15 scanner checks
live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing
✓IntentSafe
LLM judge · does the skill do what it claims
✓ContentClean
LLM judge · policy & harmful-content review
Source
ImportedImported 8/3/2026Version v1