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fix svg no Neon + documentatio
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README.md

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@@ -299,7 +299,7 @@ We benchmark **file localization** — *given a real GitHub issue, can mcp-brain
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* **2294 real Python bug-fix tasks** from major OSS projects (astropy, django, flask, matplotlib, pandas, pytest, requests, scikit-learn, sphinx, sympy, xarray)
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* Ground truth = files modified in the accepted reference patch (test files **excluded** by default — strict production-file evaluation)
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### Results — `mcp-brain` v0.1 (BM25 + graph + semantic)
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### Results — `mcp-brain` v1.4.0 (BM25 + graph + semantic)
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| Metric | @1 | @3 | @5 | @10 |
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| ---------- | ----: | ----: | ----: | --------: |
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### Honest comparison vs. literature
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| System | Hit@10 (file loc.) | Cost per query | Notes |
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| ----------------------- | ------------------ | -------------- | --------------------------------- |
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|-------------------------| ------------------ | -------------- | --------------------------------- |
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| BM25 baseline (vanilla) | ~45–55% | free | symbol search only |
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| **mcp-brain v0.1** | **63.4%** | **free** | BM25 + graph + semantic, zero LLM |
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| **mcp-brain v1.4.0** | **63.4%** | **free** | BM25 + graph + semantic, zero LLM |
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| Agentless / SWE-agent | ~70–85% | $0.10–$2 | LLM-based, multi-step |
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**Reading the numbers:**

assets/memory-levels.svg

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