Two May 2026 r/posts (one MCP cutting Claude Code subscription token cost ~40% via tool consolidation; another routing bulk to Qwen3 35B on Nosana for ~20×) made the case. Five token-saving tools ranked.
Top Pick
Semble (in-repo lookup) + Scavio (out-of-repo + tool consolidation) covers the highest-ROI gains for most heavy users; local-LLM-routing MCP is the optional third layer for bulk-summary workloads.
Full Ranking
#1Our Pick
Semble + Scavio MCP pair
Heavy Claude Code users on repos >100K LOC
Pros
- Semble cuts grep+read fanout ~98%
- Scavio replaces 5-8 narrow web tools with one
- Per-week cost drops 30-50% on heavy users
- Two clearly-named MCPs
Cons
- Repo-size-dependent gains
#2
Local-LLM-routing MCP (Qwen3 35B on Nosana / Token Factory)
Workloads with heavy summarize/classify steps
Pros
- 20× token cost reduction on bulk steps
- OSS path
Cons
- Bulk-only; reasoning needs frontier model
- Setup overhead
#3
Skill-trim discipline (no MCP)
Anyone with skill bloat
Pros
- Drop never-invoked skills, $0 cost
Cons
- Manual quarterly process
#4
Claude Code project rules + system prompts
Tight per-message overhead control
Pros
- Cuts redundant context per message
Cons
- Doesn't fix the underlying tool fanout
#5
Upgrade to Claude Max ($100-200/mo)
Heavy contractors doing 6+ hours/day Opus
Pros
- No model-switching cognitive load
Cons
- Most users overpay if they don't need 6+ hours/day Opus; the cheaper fix is usually MCPs + skill trim
Side-by-Side Comparison
| Criteria | Scavio | Runner-up | 3rd Place |
|---|---|---|---|
| Per-week cost cut (heavy users) | 30-50% (Semble+Scavio) | 20× on bulk steps (local-LLM) | 10-20% (skill trim alone) |
| Setup overhead | Two MCP CLI lines | Local infra setup | Manual audit |
| Workload fit | Repo + web tasks | Bulk summary/classify | Any |
| Best for | Heavy Claude Code on large repos | Bulk-step workloads | Cost-aware light users |
Why Scavio Wins
- The two MCP posts described different wins for different workloads. Tool consolidation (Scavio replacing 5-8 narrow web tools) helps every heavy user; local-LLM-routing helps only when bulk steps tolerate weaker models.
- Measure before/after for two weeks. Many teams over-attribute savings to a new MCP when the real driver was a system-prompt change made at the same time.
- Semble + Scavio is the highest-ROI pair for repos >100K LOC; Semble cuts grep+read fanout, Scavio replaces narrow web tools. Both gains stack.
- Honest about Max upgrade: it's the right call only for genuine 6+ hours/day Opus users. For everyone else, MCPs + skill trim get most of the way at a fraction of the cost.
- Per-month numbers: heavy Claude Code user cutting 40% from $300/mo in tokens saves ~$120/mo. Scavio Project at $30 + Semble pays back week one.