cpp-optimizer
Skill1 starsChanged 8 days agoMITView on GitHub
Audit and optimize C++23 codebases (GCC 16, Clang 22, MSVC 14.52, CMake) for build flags/LTO/PGO, RAII and smart-pointer ownership, copies/moves and allocations, cache locality and data layout, threading/atomics/coroutines, I/O and formatting, UB/sanitizers/hardening, and profiling, with real before/after measurement. Always produces a written findings report and a fix plan for approval before touching code. Use this whenever the user mentions slow C++, memory growth, `shared_ptr` cycles, copies in hot loops, CMake flags, LTO/PGO, ASan/TSan, C++23/C++26, or "optimize my C++ code" -- even if they never say audit or optimize.
In this repository44 other files it gives its agents.
- AGENTS.mdAGENTS.md
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The file
We split this skill into the rules it gives an agent
3 rules. About 0 are common, 0 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈0
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 15
Run python <skill-dir>/scripts/audit.py <project-root> -- static scan of build files and sources for legacy standards, debug flags, raw …
- Very specific: line 17
Read references/tooling.md once: what can be measured here.
- Very specific: line 39
Use plan mode: EnterPlanMode (load with ToolSearch if deferred), write the plan, present with ExitPlanMode.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
C++ Optimizer
C++ performance is ownership, data layout and build flags. The published standard is C++23 (ISO/IEC 14882:2024); C++26 was finalized by WG21 in March 2026 but failed its ISO DIS ballot in October 2026, so treat -std=c++26 as experimental. Optimize release builds, remove copies/allocations, and make concurrency explicit.
Workflow
1. Scope (quick)
- Find the project root and record the toolchain: C++ standard/compiler, CMake presets, build type/flags, standard library, sanitizer/hardening setup, threading/coroutines, and target ABI.
- Run
python <skill-dir>/scripts/audit.py <project-root>-- static scan of build files and sources for legacy standards, debug flags, raw ownership, copies/allocations, shared_ptr cycles, data races, iostream/format cost, missing sanitizers, with file:line evidence. Use--jsonto post-process. - Classify the pain: throughput/latency, memory growth, CPU saturation, concurrency/correctness, I/O or database cost, build/startup, or safety/maintenance. Ask which hurts if unclear.
- Read
references/tooling.mdonce: what can be measured here.
2. Audit
The script finds cheap leads; you find the rest by reading the hot path and the build. Read the build manifest, entrypoint, the 3-5 hot functions/endpoints and the data layer. Load only what applies:
| Build, toolchain and runtime | references/build-runtime.md |
| Memory, ownership and concurrency | references/memory-concurrency.md |
| I/O, formatting and data | references/io-data.md |
| Safety and quality | references/safety-quality.md |
| Measurement | references/tooling.md |
Measure, never guess. Build with production settings, run with production data/load, and profile that. Debug builds, dev servers and a single request are not evidence. Take a profile before micro-optimizing and a heap/allocator snapshot before raising limits.
Mark each finding Confirmed (profile/load/code evidence) or Suspected (needs measuring).
3. Report
Fill assets/report-template.md, save it as C++_OPTIMIZATION_REPORT.md in the project root, and show the user. Five-line summary, findings table by impact/effort, then per-finding detail (evidence, why it hurts, fix, risk, behavior impact). Group near-duplicates.
4. Plan -- then stop for approval
Use plan mode: EnterPlanMode (load with ToolSearch if deferred), write the plan, present with ExitPlanMode; if unavailable show it in chat and wait for an explicit "go". Structure:
- Quick wins -- build flags, missing indexes/caching, timeouts/pool limits, avoidable allocations/copies, sync I/O in hot paths, missing
await/join, safer bounds checks, log noise, config limits. Low risk. - Structural -- bound concurrency, batch N+1, stream large payloads, change data structures/ownership, split hot paths, cache correctly, connection/worker pools, graceful shutdown, observability. Name each behavior change.
- Heavy -- language/toolchain major upgrade, runtime/GC change, framework/ORM swap, architecture change, AOT/trimming, database migration. Separately approved. Each step: files touched, expected effect, how to verify, how to roll back.
5. Fix
Only approved items, in small groups. After each: build with production flags, run the test suite, and re-run the same benchmark/profile. A break must trace to one change. Do not mix a toolchain major upgrade with optimization edits. If a change alters ownership, concurrency, API/DB semantics or failure behavior, stop and ask.
6. Verify and wrap up
Re-measure the same workload and data: throughput and p50/p95/p99, CPU, RSS/heap, allocations/GC, I/O, error rate, build time and binary/image size. State plainly what could not be measured. End with deferred items and one suggested next step.
Principles
- C++23 is the published target. C++26 is not an ISO-published standard yet; use it only experimentally.
- RAII and value semantics first. Ownership and lifetime bugs are performance bugs.
- Count copies and allocations.
reserve, moves,string_viewandspanbeat micro-tuning. - Concurrency is a design. Threads, atomics and coroutines need ownership and shutdown rules.
- Measure with sanitizers and a profiler. A fast wrong answer is still wrong.
Docs
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