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Get Started Free →Claude Code 連接 Obsidian MCPVault。說「連接 Obsidian」時載入。
.claude/skills/mathruffian-dot-cc-obsidian/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-06 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -68% | 0% |
| case-14 | ✗→✓ | ▲ Improved | -58% | 0% |
| case-17 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-18 | ✗→✓ | ▲ Improved | -17% | 0% |
.obsidian 子資料夾的目錄npm install -g @bitbonsai/mcpvaultclaude mcp add obsidian -- npx @bitbonsai/mcpvault <VAULT_PATH> 或手動編輯 ~/.claude/settings.json若需全文檢索：安裝 Obsidian Local REST API plugin + pip install cli-anything-hub && cli-hub install obsidian
回報：vault 路徑、mcpvault 版本、讀取/寫入測試結果。
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-08 | pass→pass | 5,901 | 3,733 | -37% | 1 | 1 | 0% | 1,103 | 755 | -32% | 0 | 0 | — |
case-01 | fail→fail | 6,260 | 5,335 | -15% | 1 | 1 | 0% | 232 | 427 | +84% | 0 | 0 | — |
case-02 | fail→fail | 8,104 | 5,342 | -34% | 1 | 1 | 0% | 421 | 421 | 0% | 0 | 0 | — |
case-03 | fail→fail | 6,265 | 6,701 | +7% | 1 | 1 | 0% | 301 | 423 | +41% | 0 | 0 | — |
case-04 | pass→pass | 10,525 | 5,562 | -47% | 1 | 1 | 0% | 1,828 | 1,031 | -44% | 0 | 0 | — |
case-05 | pass→pass | 12,585 | 7,331 | -42% | 1 | 1 | 0% | 2,096 | 1,401 | -33% | 0 | 0 | — |
case-06 | fail→pass | 10,230 | 8,319 | -19% | 1 | 1 | 0% | 1,867 | 1,628 | -13% | 0 | 0 | — |
case-07 | pass→pass | 5,635 | 1,740 | -69% | 1 | 1 | 0% | 1,032 | 498 | -52% | 0 | 0 | — |
case-09 | pass→pass | 3,990 | 1,868 | -53% | 1 | 1 | 0% | 584 | 460 | -21% | 0 | 0 | — |
case-10 | pass→pass | 11,592 | 3,372 | -71% | 1 | 1 | 0% | 1,607 | 660 | -59% | 0 | 0 | — |
case-11 | fail→pass | 13,431 | 3,291 | -75% | 1 | 1 | 0% | 2,053 | 665 | -68% | 0 | 0 | — |
case-12 | fail→fail | 6,863 | 2,961 | -57% | 1 | 1 | 0% | 1,109 | 530 | -52% | 0 | 0 | — |
case-13 | fail→fail | 6,721 | 2,286 | -66% | 1 | 1 | 0% | 931 | 518 | -44% | 0 | 0 | — |
case-14 | fail→pass | 7,657 | 2,887 | -62% | 1 | 1 | 0% | 1,183 | 502 | -58% | 0 | 0 | — |
case-15 | pass→pass | 14,264 | 6,614 | -54% | 1 | 1 | 0% | 2,525 | 1,283 | -49% | 0 | 0 | — |
case-16 | fail→fail | 16,107 | 10,329 | -36% | 1 | 1 | 0% | 2,401 | 1,749 | -27% | 0 | 0 | — |
case-17 | fail→pass | 15,212 | 10,056 | -34% | 1 | 1 | 0% | 2,331 | 1,700 | -27% | 0 | 0 | — |
case-18 | fail→pass | 5,720 | 4,070 | -29% | 1 | 1 | 0% | 1,005 | 838 | -17% | 0 | 0 | — |
case-19 | pass→pass | 8,277 | 5,772 | -30% | 1 | 1 | 0% | 1,295 | 1,065 | -18% | 0 | 0 | — |
case-20 | pass→pass | 11,095 | 9,623 | -13% | 1 | 1 | 0% | 1,883 | 1,913 | +2% | 0 | 0 | — |
case-21 | fail→fail | 10,349 | 12,749 | +23% | 1 | 1 | 0% | 1,662 | 1,929 | +16% | 0 | 0 | — |
case-22 | pass→pass | 11,059 | 9,404 | -15% | 1 | 1 | 0% | 1,803 | 1,501 | -17% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted, and 19 counted toward the lift figure. The other 3 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +23 percentage points is the difference between those two pass rates over the 19 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.