SeekDB Code Review
oceanbase/seekdb
Reviews seekdb pull requests and diffs for real defects in correctness, resources, concurrency, security and tests, reporting only Blocker or Major findings.
C++ and Rust memory model skill for concurrent programming. An agent skill from mohitmishra786/low-level-dev-skills.
$ npx skills add mohitmishra786/low-level-dev-skills --skill memory-model -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills memory-model --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/low-level-programming/memory-model .claude/skills/memory-model && 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 "memory-model" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/low-level-programming/memory-model into .claude/skills/memory-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-model", 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/low-level-programming/memory-modelType 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 memory-model -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills memory-model --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/low-level-programming/memory-model .agents/skills/memory-model && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memory-model" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/low-level-programming/memory-model into .agents/skills/memory-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-model", 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 memory-model -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills memory-model --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/low-level-programming/memory-model .cursor/skills/memory-model && 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 "memory-model" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/low-level-programming/memory-model into .cursor/skills/memory-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-model", 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/low-level-programming/memory-model--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 memory-model -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mohitmishra786/low-level-dev-skills memory-model --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/low-level-programming/memory-model .gemini/skills/memory-model && 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 "memory-model" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/low-level-programming/memory-model into .gemini/skills/memory-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-model", 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 memory-modelInstalls 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 memory-model -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/low-level-programming/memory-model .github/skills/memory-model && 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 "memory-model" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/low-level-programming/memory-model into .github/skills/memory-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-model", 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 memory-model -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 memory-model --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/low-level-programming/memory-model .opencode/skills/memory-model && 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 "memory-model" agent skill from https://github.com/mohitmishra786/low-level-dev-skills/tree/main/skills/low-level-programming/memory-model into .opencode/skills/memory-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-model", 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.
memory-modelC++ and Rust memory model skill for concurrent programming. An agent skill from mohitmishra786/low-level-dev-skills.
Memory Model is an agent skill from mohitmishra786/low-level-dev-skills. C++ and Rust memory model skill for concurrent programming. Use when understanding memory ordering, writing lock-free data structures, using std::atomic or Rust atomics, diagnosing data races, or selecting the correct memory order for atomic operations. Activates on queries about memory ordering, acquire-release, seqcst, relaxed atomics, happens-before, memory barriers, std::atomic, or Rust atomic ordering.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/cpp-memory-ordering.md`).
It sits in Development. It works with Rust and 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.
8 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 cpp and rust).
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.
Memory Model loads about 1.7k tokens when it runs, and up to ~3.1k if it reads all its reference files. Until then it costs about 106 tokens; SKILL.md has 341 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). 341 words, ~1,695 tokens.
.claude/skills/memory-model/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Guide agents through C++ and Rust memory models: memory orderings, the happens-before relation, atomic operations, fences, and practical patterns for lock-free data structures.
Modern CPUs and compilers reorder operations for performance. The memory model specifies what reorderings are allowed and how synchronisation is achieved.
Ordering strength (weakest to strongest):
Relaxed < Release/Acquire < AcqRel < SeqCst
Stronger ordering = more synchronization = more correct, but slower
Weaker ordering = fewer barriers = faster, but needs careful analysis| Order | C++ | Rust | What it means |
|---|---|---|---|
| Relaxed | memory_order_relaxed | Ordering::Relaxed | No ordering guarantee; just atomicity |
| Consume | memory_order_consume | (use Acquire) | Data dependency ordering |
| Acquire | memory_order_acquire | Ordering::Acquire | This load sees all writes before the matching release |
| Release | memory_order_release | Ordering::Release | All writes before this store are visible to acquire |
| AcqRel | memory_order_acq_rel | Ordering::AcqRel | Both acquire and release on RMW ops |
| SeqCst | memory_order_seq_cst | Ordering::SeqCst | Total order across all seq_cst operations |
#include <atomic>
#include <thread>
std::atomic<int> counter{0};
std::atomic<bool> ready{false};
// Producer thread
void producer() {
data = 42; // (1) write data
ready.store(true, std::memory_order_release); // (2) signal
}
// Consumer thread
void consumer() {
while (!ready.load(std::memory_order_acquire)); // (3) wait
assert(data == 42); // (4) guaranteed to see (1)
}Acquire-release guarantees: if thread A does a release store to X, and thread B does an acquire load that sees A's value, then all writes by A before the release are visible to B after the acquire.
Use case?
├── Counter (just needs atomicity, order irrelevant) → Relaxed
├── Reference counting (decrement + final check) → AcqRel (dec), Acquire (load 0 check)
├── Publish data from one thread to another → Release (store), Acquire (load)
├── Mutual exclusion / mutex implementation → AcqRel / SeqCst
├── Lock-free queue multiple producers/consumers → SeqCst (safest to start)
└── Sequence number check (simple flag) → Release + Acquire// Pattern 1: Spinlock
class Spinlock {
std::atomic_flag flag = ATOMIC_FLAG_INIT;
public:
void lock() {
while (flag.test_and_set(std::memory_order_acquire))
; // spin
}
void unlock() {
flag.clear(std::memory_order_release);
}
};
// Pattern 2: Reference counting
class RefCounted {
std::atomic<int> refcount{1};
public:
void addref() {
refcount.fetch_add(1, std::memory_order_relaxed); // only need atomicity
}
void release() {
if (refcount.fetch_sub(1, std::memory_order_acq_rel) == 1) {
// AcqRel ensures we see all writes from other releasers
delete this;
}
}
};
// Pattern 3: One-time initialisation
class LazyInit {
std::atomic<void*> ptr{nullptr};
std::mutex mtx;
public:
void* get() {
void* p = ptr.load(std::memory_order_acquire);
if (p == nullptr) {
std::lock_guard lock(mtx);
p = ptr.load(std::memory_order_relaxed);
if (p == nullptr) {
p = create();
ptr.store(p, std::memory_order_release);
}
}
return p;
}
};use std::sync::atomic::{AtomicBool, AtomicUsize, Ordering};
use std::sync::Arc;
// Simple counter
let counter = Arc::new(AtomicUsize::new(0));
// Increment
counter.fetch_add(1, Ordering::Relaxed);
// Read
let val = counter.load(Ordering::Relaxed);
// Publish/subscribe pattern
static READY: AtomicBool = AtomicBool::new(false);
// Publisher thread
unsafe { DATA = 42; } // Write data
READY.store(true, Ordering::Release); // Signal
// Subscriber thread
while !READY.load(Ordering::Acquire) {}
let d = unsafe { DATA }; // Safe: guaranteed to see publisher's writeFences provide ordering without an atomic operation on a specific variable:
// C++ fence — equivalent to a global memory barrier
std::atomic_thread_fence(std::memory_order_acquire); // Acquire fence
std::atomic_thread_fence(std::memory_order_release); // Release fence
// Typical use: multiple atomic writes then one fence
relaxed_atomic_a.store(1, std::memory_order_relaxed);
relaxed_atomic_b.store(2, std::memory_order_relaxed);
std::atomic_thread_fence(std::memory_order_release); // barrier for all above
sentinel.store(true, std::memory_order_relaxed);| Mistake | Fix |
|---|---|
| Using Relaxed for publish/subscribe | Use Release on store, Acquire on load |
| Using SeqCst everywhere | Profile first; use weakest correct ordering |
| Forgetting that non-atomic loads are not atomic | All shared mutable data needs atomic or mutex |
Using volatile for thread safety in C++ | volatile is not a memory ordering tool; use atomic |
| Assuming sequential consistency without SeqCst | Each platform has different default consistency |
For memory ordering rules and happens-before reference, see references/cpp-memory-ordering.md.
skills/runtimes/sanitizers — TSan detects data races involving non-atomic accessesskills/rust/rust-sanitizers-miri for detecting Rust memory ordering violations with Miriskills/low-level-programming/assembly-x86 to understand generated fence instructionsskills/debuggers/gdb for debugging concurrent programs with thread inspection© 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/low-level-programming/memory-model of mohitmishra786/low-level-dev-skills.
Open the folder on GitHubat commit bdc5847
Memory Model 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 |
|---|---|---|---|---|---|---|
| Memory Model this skillmohitmishra786/low-level-dev-skills | 253 | — | ~1.7k | Automated safety check: Pass | MIT | |
| SeekDB Code Reviewoceanbase/seekdb | 3.1k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Add Grammarafnanenayet/diffsitter | 2.4k | — | ~1.9k | Automated safety check: Notes | MIT | |
| Cppcrazyguitar/cppcheatsheet | 290 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Dbgtheodo-group/debug-that | 158 | — | ~2.2k | Automated safety check: Pass | MIT | |
| Style Checkernoumena-labs/Sipp | 121 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 |
oceanbase/seekdb
Reviews seekdb pull requests and diffs for real defects in correctness, resources, concurrency, security and tests, reporting only Blocker or Major findings.
afnanenayet/diffsitter
Step-by-step guide for adding a new tree-sitter language grammar to diffsitter.
crazyguitar/cppcheatsheet
Comprehensive C/C++ programming reference covering everything from C11-C23 and C++11-C++23, system programming, CUDA GPU computing, debugging tools, Rust interop, and advanced topics.
theodo-group/debug-that
Debug applications using the dbg CLI debugger. An agent skill from theodo-group/debug-that.
noumena-labs/Sipp
Enforces this monorepo's coding style rules by inspecting git diffs, reading .agents/skills/style-checker/references/styleguidance.md, fixing style violations, and reporting the result.
crazyguitar/cppcheatsheet
Readable C/C++/Rust/CUDA code rules inspired by The Art of Readable Code.
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
C++ and Rust memory model skill for concurrent programming. An agent skill from mohitmishra786/low-level-dev-skills. Memory Model is an agent skill from mohitmishra786/low-level-dev-skills. C++ and Rust memory model skill for concurrent programming.
Memory Model fits situations like: understanding memory ordering; writing lock-free data structures; using std::atomic; diagnosing data races.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill memory-model -a claude-code`. Or copy the skill folder (skills/low-level-programming/memory-model in mohitmishra786/low-level-dev-skills) into .claude/skills/memory-model in your project. Claude Code loads it when a task matches its description.
Run `npx skills add mohitmishra786/low-level-dev-skills --skill memory-model -a codex`. Or copy the skill folder (skills/low-level-programming/memory-model in mohitmishra786/low-level-dev-skills) into .agents/skills/memory-model 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 memory-model -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-model, .gemini/skills/memory-model, .github/skills/memory-model and .opencode/skills/memory-model in your project.
SKILL.md names no scripts, command-line tools or credentials: Memory Model 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.
Memory Model is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 6.8k 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 1.4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Memory Model: SeekDB Code Review (oceanbase/seekdb, 3.1k stars), Add Grammar (afnanenayet/diffsitter, 2.4k stars), Cpp (crazyguitar/cppcheatsheet, 290 stars) and Dbg (theodo-group/debug-that, 158 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.