Vercel Composition Patterns
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
Deep compiler optimizations skill for RA, ISel, and PGO. An agent skill from mohitmishra786/low-level-dev-skills.
$ npx skills add mohitmishra786/low-level-dev-skills --skill compiler-optimizations-deep -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills compiler-optimizations-deep --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/compiler-internals/compiler-optimizations-deep .claude/skills/compiler-optimizations-deep && 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 "compiler-optimizations-deep" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compiler-internals/compiler-optimizations-deep into .claude/skills/compiler-optimizations-deep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compiler-optimizations-deep", 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/compiler-internals/compiler-optimizations-deepType 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 compiler-optimizations-deep -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills compiler-optimizations-deep --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/compiler-internals/compiler-optimizations-deep .agents/skills/compiler-optimizations-deep && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "compiler-optimizations-deep" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compiler-internals/compiler-optimizations-deep into .agents/skills/compiler-optimizations-deep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compiler-optimizations-deep", 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 compiler-optimizations-deep -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills compiler-optimizations-deep --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/compiler-internals/compiler-optimizations-deep .cursor/skills/compiler-optimizations-deep && 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 "compiler-optimizations-deep" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compiler-internals/compiler-optimizations-deep into .cursor/skills/compiler-optimizations-deep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compiler-optimizations-deep", 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/compiler-internals/compiler-optimizations-deep--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 compiler-optimizations-deep -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills compiler-optimizations-deep --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/compiler-internals/compiler-optimizations-deep .gemini/skills/compiler-optimizations-deep && 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 "compiler-optimizations-deep" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compiler-internals/compiler-optimizations-deep into .gemini/skills/compiler-optimizations-deep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compiler-optimizations-deep", 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 compiler-optimizations-deepInstalls 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 compiler-optimizations-deep -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/compiler-internals/compiler-optimizations-deep .github/skills/compiler-optimizations-deep && 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 "compiler-optimizations-deep" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compiler-internals/compiler-optimizations-deep into .github/skills/compiler-optimizations-deep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compiler-optimizations-deep", 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 compiler-optimizations-deep -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 compiler-optimizations-deep --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/compiler-internals/compiler-optimizations-deep .opencode/skills/compiler-optimizations-deep && 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 "compiler-optimizations-deep" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/compiler-internals/compiler-optimizations-deep into .opencode/skills/compiler-optimizations-deep/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "compiler-optimizations-deep", 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.
compiler-optimizations-deepDeep compiler optimizations skill for RA, ISel, and PGO. An agent skill from mohitmishra786/low-level-dev-skills.
Compiler Optimizations Deep is an agent skill from mohitmishra786/low-level-dev-skills. Deep compiler optimizations skill for RA, ISel, and PGO. Use when explaining register allocation, instruction selection, LICM, vectorization limits, or profile-guided optimization beyond -O3. Activates on queries about register allocation, instruction selection, LICM, auto-vectorization failure, PGO, or BOLT.
Its SKILL.md is about 840 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
From 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.
Compiler Optimizations Deep loads about 839 tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 237 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). 237 words, ~839 tokens.
.claude/skills/compiler-optimizations-deep/SKILL.md (or your agent's skills folder).Explain optimization phases beyond flags: mid-level IR opts, register allocation, instruction selection/scheduling, vectorization boundaries, PGO, and post-link BOLT — bridging skills/compilers/pgo and LLVM/GCC internals.
-O3 did not vectorize a hot loopFrontend → LLVM IR / GCC GIMPLE
├── Mid-level: DCE, GVN, LICM, inlining
├── Loop opts: unroll, vectorize
├── Codegen prep: legalize types
├── Instruction selection (DAG → machine ops)
├── Register allocation (greedy, linear scan)
└── Peephole / schedulingclang -O3 -Rpass=loop-vectorize -Rpass-missed=loop-vectorize foo.c| Miss reason | Typical fix |
|---|---|
| Unknown trip count | peel loop; assert count |
| Dependence | reorder / separate accumulators |
| Function call in loop | inline or outline |
| Alignment unknown | __builtin_assume_aligned |
When live ranges exceed physical registers, the allocator spills to stack slots — costly loads/stores. Reducing live ranges (splitting variables, rematerialization) helps.
GCC/LLVM both use graph coloring variants (LLVM "greedy regalloc").
clang -fprofile-instr-generate -O2 -o app foo.c
./app # training workload
llvm-profdata merge default.profraw -o default.profdata
clang -fprofile-instr-use=default.profdata -O2 -o app_pgo foo.cImproves branch layout, inlining, and vectorization thresholds.
See skills/compilers/pgo for GCC and BOLT.
llvm-bolt -instrument app -o app.inst
./app.inst
llvm-bolt -data=perf.fdata -reorder-blocks=+ -o app.bolt appOptimizes layout after linker — needs relocations (-Wl,--emit-relocs).
Loop-invariant code motion hoists x * scale out of inner loop when legal — reduces work per iteration.
/compiler-optimizations-deep Why did LLVM fail to vectorize this reduction loop?| Symptom | Cause | Fix |
|---|---|---|
| PGO no gain | Unrepresentative training | Match production input |
| BOLT crash | Stripped binary | Keep symbols + relocs |
| Spills in asm | Register pressure | Simplify live ranges |
-O3 slower | Code bloat / cache | Try -O2 or PGO |
| Different GCC/Clang | Pass ordering differs | Compare IR + asm |
skills/compilers/pgo — PGO and BOLT detailskills/compiler-internals/llvm-ir-and-passes — IR-level optsskills/compiler-internals/code-generation-and-backends — ISel and backendsskills/computer-architecture/cpu-pipelines-and-hazards — scheduling contextskills/low-level-programming/simd-intrinsics — manual vectorization© mohitmishra786, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/compiler-internals/compiler-optimizations-deep of mohitmishra786/low-level-dev-skills.
Open the folder on GitHubat commit bdc5847
Compiler Optimizations Deep 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 |
|---|---|---|---|---|---|---|
| Compiler Optimizations Deep this skillmohitmishra786/low-level-dev-skills | 253 | — | ~839 | Automated safety check: Pass | MIT | |
| Vercel Composition Patternssupabase/supabase | 111k | 59 repos | ~726 | Automated safety check: Pass | MIT | |
| Finishing a Development Branchobra/superpowers | 296k | 5 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Typescript Advanced Typesrolling-scopes/rsschool-app | 10k | 25 repos | ~4.2k | Automated safety check: Pass | MPL-2.0 | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
supabase/supabase
React composition patterns that scale. An agent skill from supabase/supabase.
obra/superpowers
Walks the last step of a branch: confirm tests pass, detect the git environment, ask how to integrate, carry out your choice and clean up the worktree.
rolling-scopes/rsschool-app
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for building type-safe applications.
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
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.
onyx-dot-app/onyx
Iteratively improves a PR (GitHub), MR (GitLab), or shelved changelist (Perforce) until Greptile gives it a 5/5 confidence score with zero unresolved comments.
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
Deep compiler optimizations skill for RA, ISel, and PGO. An agent skill from mohitmishra786/low-level-dev-skills. Compiler Optimizations Deep is an agent skill from mohitmishra786/low-level-dev-skills. Deep compiler optimizations skill for RA, ISel, and PGO.
Compiler Optimizations Deep fits situations like: explaining register allocation; instruction selection; vectorization limits; profile-guided optimization beyond -O3.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill compiler-optimizations-deep -a claude-code`. Or copy the skill folder (skills/compiler-internals/compiler-optimizations-deep in mohitmishra786/low-level-dev-skills) into .claude/skills/compiler-optimizations-deep in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill compiler-optimizations-deep -a codex`. Or copy the skill folder (skills/compiler-internals/compiler-optimizations-deep in mohitmishra786/low-level-dev-skills) into .agents/skills/compiler-optimizations-deep 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 compiler-optimizations-deep -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/compiler-optimizations-deep, .gemini/skills/compiler-optimizations-deep, .github/skills/compiler-optimizations-deep and .opencode/skills/compiler-optimizations-deep in your project.
SKILL.md names no scripts, command-line tools or credentials: Compiler Optimizations Deep is instructions for the agent only.
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.
Compiler Optimizations Deep is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 839 tokens (SKILL.md is roughly 3.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Compiler Optimizations Deep: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k 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.