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Merged
swati510 merged 6 commits into from
Apr 9, 2026
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Merged

Fix/minor #60

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a8f589e
feat: pipeline overhaul — RAG generation, parallel ingest, atomic sto…
RaghavChamadiya Apr 7, 2026
ef8c12e
feat: get_answer + get_symbol MCP tools, RAG-style answer cache, com…
swati510 Apr 9, 2026
8b2dfb7
Merge branch 'main' into feat/new-tools
swati510 Apr 9, 2026
fdb6ecd
test fix
swati510 Apr 9, 2026
55b27c6
benchmarks
swati510 Apr 9, 2026
39e9ecb
Merge branch 'main' into fix/minor
swati510 Apr 9, 2026
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17 changes: 17 additions & 0 deletions README.md
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Expand Up @@ -29,6 +29,23 @@ The result: Claude Code answers *"why does auth work this way?"* instead of *"he

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## 🏆 Benchmarked against frontier LLMs

> **[repowise-bench →](https://github.com/repowise-dev/repowise-bench)** — an open SWE-QA benchmark that grades how well standard LLMs answer real software-engineering questions over real repositories.
>
> On 48 paired tasks from `pallets/flask` (`claude-sonnet-4-6`, end-to-end), repowise-augmented Claude Code matches baseline answer quality while being dramatically leaner:
>
> | Metric (per task, mean) | Baseline | **+ repowise** | Δ |
> |---|---|---|---|
> | 💰 Cost | $0.1396 | **$0.0890** | **−36 %** |
> | ⚡ Wall time | 41.7 s | **33.9 s** | **−19 %** |
> | 🛠️ Tool calls | 7.4 | **3.8** | **−49 %** |
> | 📄 Files read | 1.9 | **0.2** | **−89 %** |
>
> **32 / 48 (67 %)** tasks are cheaper with repowise — at parity quality (judge Δ ≈ −0.01).

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## What's new

### Faster indexing
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