Paddle Build
PaddlePaddle/Paddle
A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes.
Profile-guided optimisation skill for C/C++ with GCC and Clang.
$ npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills pgo --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/mohitmishra786/low-level-dev-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/compilers/pgo .claude/skills/pgo && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "pgo" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compilers/pgo into .claude/skills/pgo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pgo", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compilers/pgoType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills pgo --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitmishra786/low-level-dev-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/compilers/pgo .agents/skills/pgo && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pgo" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compilers/pgo into .agents/skills/pgo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pgo", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills pgo --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitmishra786/low-level-dev-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/compilers/pgo .cursor/skills/pgo && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "pgo" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compilers/pgo into .cursor/skills/pgo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pgo", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/mohitmishra786/low-level-dev-skills.git --path skills/compilers/pgo--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills pgo --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitmishra786/low-level-dev-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/compilers/pgo .gemini/skills/pgo && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "pgo" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compilers/pgo into .gemini/skills/pgo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pgo", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install mohitmishra786/low-level-dev-skills pgoInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mohitmishra786/low-level-dev-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/compilers/pgo .github/skills/pgo && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "pgo" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compilers/pgo into .github/skills/pgo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pgo", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills pgo --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mohitmishra786/low-level-dev-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/compilers/pgo .opencode/skills/pgo && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "pgo" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compilers/pgo into .opencode/skills/pgo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pgo", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
pgoProfile-guided optimisation skill for C/C++ with GCC and Clang.
Pgo is an agent skill from mohitmishra786/low-level-dev-skills. Profile-guided optimisation skill for C/C++ with GCC and Clang. Use when squeezing maximum runtime performance after standard optimisation plateaus, implementing two-stage PGO builds, collecting profile data, or applying BOLT for post-link optimisation. Activates on queries about PGO, profile-guided optimization, fprofile-generate, fprofile-use, instrumented builds, or BOLT.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/pgo-workflow.md`).
It works with C++. The repository describes itself as: A curated suite of AI agent skills for systems and low-level programming with C/C++, Rust, and Zig toolchains, covering compilers, debuggers, profilers, build systems…. The licence is MIT.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit bdc5847. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
cmakeFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Pgo loads about 1.4k tokens when it runs, and up to ~2.2k if it reads all its reference files. Until then it costs about 95 tokens; SKILL.md has 251 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from mohitmishra786/low-level-dev-skills at commit bdc5847, republished under its MIT licence (© mohitmishra786). 251 words, ~1,397 tokens.
.claude/skills/pgo/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Guide agents through the full PGO workflow: instrument build → representative workload → collect profile → optimised build, covering both GCC and Clang, plus BOLT for post-link optimisation.
-fprofile-generate and -fprofile-use?"-O3 build isn't fast enough — what next?"Is -O3 -march=native already applied?
no → apply standard optimisation first
yes → is workload branch-heavy or has irregular call patterns?
yes → PGO will likely help 5-30%
no → PGO may not help; profile first with linux-perfPGO helps most with:
# Step 1: Build with instrumentation
gcc -O2 -fprofile-generate -fprofile-dir=./pgo-data \
prog.c -o prog_instr
# Step 2: Run with representative workload(s)
./prog_instr < workload1.input
./prog_instr < workload2.input
# Generates .gcda files in ./pgo-data/
# Step 3: Build optimised binary using profile
gcc -O2 -fprofile-use -fprofile-dir=./pgo-data \
-fprofile-correction \
prog.c -o prog_pgo-fprofile-correction: handles profile count inconsistencies from parallel or nondeterministic runs. Always include it.
# Step 1: Instrument build
clang -O2 -fprofile-instr-generate prog.c -o prog_instr
# Step 2: Run workload (generates default.profraw)
./prog_instr < workload.input
LLVM_PROFILE_FILE="prog-%p.profraw" ./prog_instr # per-PID files for parallel runs
# Step 3: Merge raw profiles
llvm-profdata merge -output=prog.profdata *.profraw
# Step 4: Optimised build
clang -O2 -fprofile-instr-use=prog.profdata prog.c -o prog_pgoClang's IR PGO is more accurate than GCC's and supports SamplePGO (sampling-based, no instrumentation overhead).
# Step 1: Build with frame pointers for accurate stacks
clang -O2 -fno-omit-frame-pointer prog.c -o prog
# Step 2: Sample with perf
perf record -b -e cycles:u ./prog < workload.input
perf script -F ip,brstack > perf.script # or use perf2bolt
# Step 3: Convert perf data
llvm-profgen --binary=./prog --perf-script=perf.script \
--output=prog.profdata
# Step 4: Optimised build
clang -O2 -fprofile-sample-use=prog.profdata prog.c -o prog_spgoSamplePGO is ideal for production profiling without instrumentation overhead.
option(PGO_INSTRUMENT "Build with PGO instrumentation" OFF)
option(PGO_USE "Build with PGO profile data" OFF)
if(PGO_INSTRUMENT)
add_compile_options(-fprofile-instr-generate)
add_link_options(-fprofile-instr-generate)
endif()
if(PGO_USE)
add_compile_options(-fprofile-instr-use=${CMAKE_SOURCE_DIR}/prog.profdata)
add_link_options(-fprofile-instr-use=${CMAKE_SOURCE_DIR}/prog.profdata)
endif()Build script:
# Phase 1: instrument
cmake -S . -B build-pgo-instr -DPGO_INSTRUMENT=ON -DCMAKE_BUILD_TYPE=Release
cmake --build build-pgo-instr -j$(nproc)
# Collect profile
./build-pgo-instr/prog < workload.input
llvm-profdata merge -output=prog.profdata *.profraw
# Phase 2: optimised
cmake -S . -B build-pgo -DPGO_USE=ON -DCMAKE_BUILD_TYPE=Release
cmake --build build-pgo -j$(nproc)BOLT reorders functions and basic blocks in the final binary based on profile data, improving instruction cache locality. Works after PGO for additional 5-15%.
# Step 1: Build with relocation support
clang -O2 -Wl,--emit-relocs prog.c -o prog
# Step 2: Collect profile with perf
perf record -e cycles:u -b ./prog < workload.input
perf2bolt prog -p perf.data -o prog.fdata
# Or use instrumented BOLT
llvm-bolt prog -instrument -o prog.instr
./prog.instr < workload.input
# Generates /tmp/prof.fdata
# Step 3: Apply BOLT optimisation
llvm-bolt prog -data prog.fdata -o prog.bolt \
-reorder-blocks=ext-tsp \
-reorder-functions=hfsort \
-split-functions \
-split-all-cold \
-dyno-stats# Compare perf of instrumented vs PGO build
perf stat ./prog_baseline < workload.input
perf stat ./prog_pgo < workload.input
# Check which functions are hot in each
perf record ./prog_pgo < workload.input
perf report --stdio | head -30For full workflow details and Clang vs GCC profile format notes, see references/pgo-workflow.md.
skills/compilers/gcc for GCC flag contextskills/compilers/clang for Clang PGO and SamplePGO setupskills/profilers/linux-perf for collecting SamplePGO perf dataskills/profilers/flamegraphs to identify hot paths before applying PGO© mohitmishra786, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in skills/compilers/pgo of mohitmishra786/low-level-dev-skills.
Open the folder on GitHubat commit bdc5847
Pgo next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Pgo this skillmohitmishra786/low-level-dev-skills | 253 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Paddle BuildPaddlePaddle/Paddle | 24k | — | ~1k | Automated safety check: Pass | Apache-2.0 | |
| Fory Releaseapache/fory | 4.6k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| ONNX Runtime Shape Inference Safety Auditmicrosoft/onnxruntime | 22k | — | ~3.3k | Automated safety check: Pass | MIT | |
| Code Audit3stoneBrother/code-audit | 892 | 1 repos | ~2.7k | Automated safety check: Pass | None | |
| Qt C++ Code Reviewx-tools-author/x-tools | 1.1k | 2 repos | ~4.3k | Automated safety check: Pass | BSD-3-Clause |
PaddlePaddle/Paddle
A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes.
apache/fory
Prepare an Apache Fory release candidate from a clean release branch, including the version bump, RC tag, JVM staging, ASF source artifacts, SVN upload, and vote email.
microsoft/onnxruntime
Finds and fixes out-of-range output writes in ONNX Runtime operator shape-inference functions where a getNumOutputs guard admits too few outputs.
3stoneBrother/code-audit
Professional code security audit skill covering 55+ vulnerability types.
x-tools-author/x-tools
Read-only review of Qt6 C++ code that combines a deterministic lint script with six parallel analysis agents and reports only high-confidence issues.
doxygen/doxygen
Keeps all Doxygen and Doxywizard translations up to date across three mechanisms: translator C++ classes (src/translatorxx.h), Qt .ts locale files for the Doxywizard GUI (addon/doxywizard/i18n/)…
mohitmishra786/low-level-dev-skills
Guides reading and writing AArch64 and ARM Thumb assembly: compiler output, inline asm, registers, the AAPCS calling convention and NEON or SVE basics.
mohitmishra786/low-level-dev-skills
Reference for RISC-V assembly on RV32 and RV64: register names and calling convention, extension naming, GCC and Clang inline asm, and QEMU with GDB debugging.
mohitmishra786/low-level-dev-skills
Explains x86-64 registers, the System V AMD64 calling convention, and how to read compiler-generated or inline assembly.
mohitmishra786/low-level-dev-skills
Guides your agent through Bazel for C/C++ projects: BUILD files, Bzlmod dependencies, toolchain registration, remote execution, dependency queries and sandbox debugging.
mohitmishra786/low-level-dev-skills
Binary hardening skill for security-hardened C/C++ builds. An agent skill from mohitmishra786/low-level-dev-skills.
mohitmishra786/low-level-dev-skills
GNU binutils skill for binary manipulation and analysis. An agent skill from mohitmishra786/low-level-dev-skills.
Works with
Profile-guided optimisation skill for C/C++ with GCC and Clang. Pgo is an agent skill from mohitmishra786/low-level-dev-skills. Profile-guided optimisation skill for C/C++ with GCC and Clang.
Pgo fits situations like: squeezing maximum runtime performance after standard optimisation plateaus; implementing two-stage PGO builds; collecting profile data; applying BOLT for post-link optimisation.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a claude-code`. Or copy the skill folder (skills/compilers/pgo in mohitmishra786/low-level-dev-skills) into .claude/skills/pgo in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a codex`. Or copy the skill folder (skills/compilers/pgo in mohitmishra786/low-level-dev-skills) into .agents/skills/pgo in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mohitmishra786/low-level-dev-skills --skill pgo -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pgo, .gemini/skills/pgo, .github/skills/pgo and .opencode/skills/pgo in your project.
Going by SKILL.md and its folder, Pgo needs the command-line tools its instructions call (cmake).
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Pgo is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 797 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Pgo: Paddle Build (PaddlePaddle/Paddle, 24k stars), Fory Release (apache/fory, 4.6k stars), ONNX Runtime Shape Inference Safety Audit (microsoft/onnxruntime, 22k stars) and Code Audit (3stoneBrother/code-audit, 892 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
mohitmishra786 (a GitHub user) maintains it in mohitmishra786/low-level-dev-skills, which has 253 GitHub stars. The repository holds 138 skills in this directory. The repository was last updated on June 27, 2026.
Source: mohitmishra786/low-level-dev-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.