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repowisenvidia/nccl

nvidia / nccl

Optimized primitives for collective multi-GPU communication

C++4,873github.com/nvidia/nccl
Indexed at9287574·11d ago·Up to date with upstream
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Code health

6.3out of 10Fair

nvidia/nccl scores 6.3 out of 10 on defect risk, which Repowise rates Fair. Maintainability scores 8.1 out of 10. Static performance risk scores 10.0 out of 10. The three are scored separately and never blended into a single number. 106 of 834 files are git hotspots, the places where changes and bug fixes concentrate.

Full health report
Defect risk6.3/10 · Fair
Maintainability8.1/10 · Excellent
Performance risk10.0/10 · Excellent
Files
834
Symbols
13k
Modules
58
Doc pages
0
Dead exports
1.1k

Where the risk concentrates

All 106 hotspots

Ranked by prior bug fixes and change frequency, mined from the full git history rather than from the code alone.

FileChurnPrior fixesMaintainersCommits 90d
nccl_ep.cccontrib/nccl_ep99.9th %ile151570
dev_runtime.ccsrc99.7th %ile61317
nccl_ep.hcontrib/nccl_ep/include99.6th %ile

Read more about nvidia/nccl

  • OverviewFiles, symbols, languages, packages, git intelligence
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  • Code healthPer-file health scores, hotspots, test coverage, dead code, and refactoring targets
  • AI docsProModule-by-module documentation generated from source

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How nvidia/nccl works

Optimized primitives for collective multi-GPU communication This page is an auto-generated, always-fresh map of the nvidia/nccl repository, written primarily in C++. Repowise indexes the source, parses every symbol, computes a dependency graph, scores per-file code health from complexity, duplication, test coverage and churn, mines git history for hotspots and ownership, and lifts the resulting architectural decisions into a wiki you can read or query through MCP.

The codebase has 834 source files, 13,104 symbols, and 10 languages, organised into 58 modules, led by cpp, python, markdown. Static analysis leaves 2,771 open findings across the three health dimensions.

Use the links above to open the interactive dashboards, or connect this repo to your editor via the Repowise MCP server for grounded answers inside Claude, Cursor, or VS Code.

4
11
41
topo.ccsrc/graph99.3th %ile31523
init.ccsrc99.1th %ile22020
gin__funcs.hsrc/include/nccl_device/impl99.4th %ile1814
  • CommitsChange-risk ranked history with AI-agent provenance and hotspots
  • ContributorsBus-factor, per-file maintainer maps, and human/agent collaboration
  • DecisionsArchitectural decisions extracted from commits and PRs
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