g-eskayo/marvin/route
Trust tier 3
- community
Source check pending
Checking that the SKILL.md file is still in the repository.
Classify a task and surface the optimal Claude profile + model routing decision
Install
npx vskill@latest install g-eskayo/marvin/routeSKILL.md
Route Skill
Auto-routes tasks to the optimal profile + model combination based on bench-validated cost/capability data.
Routing table (bench-validated)
| Intent | Profile | Model | Savings | When to use | |
|---|---|---|---|---|---|
| recall | marvin | claude-haiku-4-5-20251001 | ~60% | Memory/session history retrieval | |
| research | marvin | claude-haiku-4-5-20251001 | ~60% | arXiv, papers, synthesis, ChromaDB queries | |
| coding | lean | default (Sonnet) | ~9% on simple tasks; unreliable on hard tasks (Run 15) | Self-contained coding tasks with no memory dependency | |
| architecture | marvin | default (Sonnet) | baseline | Design decisions, planning, trade-off analysis |
Triggers
Load this skill when the user asks:
- "which profile should I use for X"
- "should I use haiku for this"
- "route this task"
- "which model is best for"
- "how should I launch"
When triggered, run the classifier and print the routing recommendation:
For in-session auto-routing (session start only): if the user's first message clearly signals a specific task type (≥2 keyword matches from the routing table), surface the routing suggestion briefly:
"This looks like a recall task —claude-recall(marvin + haiku) handles it at ~60% of this session's cost."
Only say this once, at the top of the session. Don't repeat it mid-session.
CLI usage
Install
Evidence base
| Finding | Source | |
|---|---|---|
| MARVIN wins recall (1.00 vs 0.00) at ~+600 token overhead | bench Run 7, task-002 + task-011 | |
| MARVIN + Haiku wins recall identically, 60% cheaper | bench Run 8, Haiku cross-model | |
| Lean saves 9–10% on SIMPLE coding tasks with zero quality gap | bench Runs 2–6, tasks 001/003/005/006 | |
| On HARD coding tasks lean is NOT reliably cheaper than marvin — flips per task, high variance; clean is cheapest on both but lacks lean's TDD/grill quality benefit | bench Run 15 (N=3), tasks 012/013 | |
| Haiku fails navigational recall without MARVIN | bench Run 8, task-007 | |
| Haiku matches Sonnet on recall independently confirmed via a second method | bench Run 15, select_model.py sweep on task-002-recall |
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingskills/route/SKILL.md
Popularity
- 7-day trend score
- 5
Not refreshed yet.
Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
- Claude Code
- Cursor
- GitHub Copilot
- Windsurf
- Codex
- Gemini CLI
- Cline
- Amp
- Roo Code
- Goose
- Continue
- Kilo Code
- Junie
- Trae
- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
Embed badge
[](https://verified-skill.com/skills/g-eskayo/marvin/route)