Code Review Checklist
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
Flamegraph generation and interpretation skill. An agent skill from mohitmishra786/low-level-dev-skills.
$ npx skills add mohitmishra786/low-level-dev-skills --skill flamegraphs -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills flamegraphs --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/profilers/flamegraphs .claude/skills/flamegraphs && 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 "flamegraphs" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/profilers/flamegraphs into .claude/skills/flamegraphs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flamegraphs", 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/profilers/flamegraphsType 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 flamegraphs -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills flamegraphs --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/profilers/flamegraphs .agents/skills/flamegraphs && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "flamegraphs" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/profilers/flamegraphs into .agents/skills/flamegraphs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flamegraphs", 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 flamegraphs -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills flamegraphs --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/profilers/flamegraphs .cursor/skills/flamegraphs && 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 "flamegraphs" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/profilers/flamegraphs into .cursor/skills/flamegraphs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flamegraphs", 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/profilers/flamegraphs--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 flamegraphs -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills flamegraphs --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/profilers/flamegraphs .gemini/skills/flamegraphs && 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 "flamegraphs" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/profilers/flamegraphs into .gemini/skills/flamegraphs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flamegraphs", 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 flamegraphsInstalls 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 flamegraphs -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/profilers/flamegraphs .github/skills/flamegraphs && 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 "flamegraphs" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/profilers/flamegraphs into .github/skills/flamegraphs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flamegraphs", 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 flamegraphs -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 flamegraphs --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/profilers/flamegraphs .opencode/skills/flamegraphs && 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 "flamegraphs" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/profilers/flamegraphs into .opencode/skills/flamegraphs/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flamegraphs", 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.
flamegraphsFlamegraph generation and interpretation skill. An agent skill from mohitmishra786/low-level-dev-skills.
Flamegraphs is an agent skill from mohitmishra786/low-level-dev-skills. Flamegraph generation and interpretation skill. Use when converting perf, Valgrind Callgrind, or other profiler output into SVG flamegraphs using Brendan Gregg's FlameGraph tools, or when reading flamegraphs to identify performance bottlenecks. Activates on queries about flamegraphs, stackcollapse, flamegraph.svg, identifying hot frames, wide vs tall frames, or performance visualisation.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/tools.md`).
It sits in Development, covering Performance optimization. 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:
gitgoFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
github.comFrom 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.
Flamegraphs loads about 1.2k tokens when it runs, and up to ~3k if it reads all its reference files. Until then it costs about 101 tokens; SKILL.md has 350 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). 350 words, ~1,230 tokens.
.claude/skills/flamegraphs/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 pipeline from profiler data to SVG flamegraph, and teach interpretation of flamegraphs to drive concrete optimisation decisions.
git clone https://github.com/brendangregg/FlameGraph
# No install needed; scripts are in the repo
export PATH=$PATH:/path/to/FlameGraph# Step 1: record
perf record -F 999 -g -o perf.data ./prog
# Step 2: generate script output
perf script -i perf.data > out.perf
# Step 3: collapse stacks
stackcollapse-perf.pl out.perf > out.folded
# Step 4: generate SVG
flamegraph.pl out.folded > flamegraph.svg
# Step 5: view
xdg-open flamegraph.svg # Linux
open flamegraph.svg # macOSOne-liner:
perf record -F 999 -g ./prog && perf script | stackcollapse-perf.pl | flamegraph.pl > fg.svg# Collect two profiles
perf record -g -o before.data ./prog_old
perf record -g -o after.data ./prog_new
# Collapse
perf script -i before.data | stackcollapse-perf.pl > before.folded
perf script -i after.data | stackcollapse-perf.pl > after.folded
# Diff (red = regressed, blue = improved)
difffolded.pl before.folded after.folded | flamegraph.pl > diff.svgvalgrind --tool=callgrind --callgrind-out-file=cg.out ./prog
stackcollapse-callgrind.pl cg.out | flamegraph.pl > fg.svg# Go pprof
go tool pprof -raw -output=prof.txt prog
stackcollapse-go.pl prof.txt | flamegraph.pl > fg.svg
# DTrace
dtrace -x ustackframes=100 -n 'profile-99 /execname=="prog"/ { @[ustack()] = count(); }' \
-o out.stacks sleep 10
stackcollapse.pl out.stacks | flamegraph.pl > fg.svg
# Java (async-profiler)
async-profiler -d 30 -f out.collapsed PID
flamegraph.pl out.collapsed > fg.svgA flamegraph is a call-stack visualisation:
What to look for:
| Pattern | Meaning | Action |
|---|---|---|
| Wide frame near bottom | Function itself is hot | Optimise that function |
| Wide frame with tall narrow towers | Calling many different callees | Hot dispatch; reduce call overhead |
| Very tall stack with wide base | Deep recursion | Check recursion depth; consider iterative approach |
| Plateau at the top | Leaf function with no callees | This leaf is the actual hotspot |
| Many narrow identical stacks | Many threads doing the same work | Consider parallelism or batching |
Identifying the actionable hotspot:
Differential flamegraph:
flamegraph.pl --title "My App" \
--subtitle "Release build, workload X" \
--width 1600 \
--height 16 \
--minwidth 0.5 \
--colors java \
out.folded > fg.svg| Option | Effect |
|---|---|
--title | SVG title |
--width | Width in pixels |
--height | Frame height in pixels |
--minwidth | Omit frames < N% (reduces clutter) |
--colors | Palette: hot (default), mem, io, java, js, perl, red, green, blue |
--inverted | Icicle chart (roots at top) |
--reverse | Reverse stacks |
--cp | Consistent palette (same frame = same color across SVGs) |
For tool installation, stackcollapse scripts, and palette options, see references/tools.md.
skills/profilers/linux-perf to collect perf dataskills/profilers/valgrind to collect Callgrind dataskills/compilers/clang for LLVM PGO from sampling profiles© 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/profilers/flamegraphs of mohitmishra786/low-level-dev-skills.
Open the folder on GitHubat commit bdc5847
Flamegraphs 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 |
|---|---|---|---|---|---|---|
| Flamegraphs this skillmohitmishra786/low-level-dev-skills | 253 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT | |
| LLM Torch Profiler Analysissgl-project/sglang | 37k | 2 repos | ~6.4k | Automated safety check: Pass | Apache-2.0 | |
| Pycrazyguitar/pysheeet | 8.2k | — | ~886 | Automated safety check: Pass | MIT | |
| Cmux Debugging Guidemanaflow-ai/cmux | 28k | 1 repos | ~1.1k | Automated safety check: Pass | Custom licence | |
| Electron Heap Snapshot Analysiskeybase/client | 9.3k | — | ~875 | Automated safety check: Pass | BSD-3-Clause |
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
sgl-project/sglang
Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed.
crazyguitar/pysheeet
Comprehensive Python programming reference covering syntax, concurrency, networking, databases, ML/LLM development, and HPC.
manaflow-ai/cmux
Covers debug logging, the Debug menu, profiling rules and runtime pitfalls for working on the cmux macOS terminal app.
keybase/client
Analyzes V8, Chrome and Electron .heapsnapshot files with Node scripts to find memory leaks, detached DOM nodes and the retainer paths that keep objects alive.
ben-manes/caffeine
Runs controlled JMH experiments on the Caffeine cache to find shared contention and hot-path waste, then reviews correctness and returns a reviewable patch.
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.
Categories
Flamegraph generation and interpretation skill. An agent skill from mohitmishra786/low-level-dev-skills. Flamegraphs is an agent skill from mohitmishra786/low-level-dev-skills. Flamegraph generation and interpretation skill.
Flamegraphs fits situations like: converting perf; valgrind Callgrind; other profiler output into SVG flamegraphs using Brendan Greggs FlameGraph tools; reading flamegraphs to identify performance bottlenecks.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill flamegraphs -a claude-code`. Or copy the skill folder (skills/profilers/flamegraphs in mohitmishra786/low-level-dev-skills) into .claude/skills/flamegraphs in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill flamegraphs -a codex`. Or copy the skill folder (skills/profilers/flamegraphs in mohitmishra786/low-level-dev-skills) into .agents/skills/flamegraphs 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 flamegraphs -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/flamegraphs, .gemini/skills/flamegraphs, .github/skills/flamegraphs and .opencode/skills/flamegraphs in your project.
Going by SKILL.md and its folder, Flamegraphs needs the command-line tools its instructions call (git and go).
SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. 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.
Flamegraphs is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.9k 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 1.8k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Flamegraphs: Code Review Checklist (shareAI-lab/learn-claude-code, 78k stars), LLM Torch Profiler Analysis (sgl-project/sglang, 37k stars), Py (crazyguitar/pysheeet, 8.2k stars) and Cmux Debugging Guide (manaflow-ai/cmux, 28k 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.