Mirage VFS Adapter Authoring
strukto-ai/mirage
Builds or extends a custom Mirage virtual filesystem adapter for an API, database, object store or app data, with a working mount configuration and filesystem tests.
Python asyncio patterns for high-performance async code. An agent skill from cohen-liel/hivemind.
$ npx skills add cohen-liel/hivemind --skill async-python -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install cohen-liel/hivemind async-python --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/cohen-liel/hivemind.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/async-python .claude/skills/async-python && 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 "async-python" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/async-python into .claude/skills/async-python/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "async-python", 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/cohen-liel/hivemind/tree/main/.claude/skills/async-pythonType 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 cohen-liel/hivemind --skill async-python -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install cohen-liel/hivemind async-python --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/async-python .agents/skills/async-python && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "async-python" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/async-python into .agents/skills/async-python/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "async-python", 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 cohen-liel/hivemind --skill async-python -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install cohen-liel/hivemind async-python --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/async-python .cursor/skills/async-python && 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 "async-python" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/async-python into .cursor/skills/async-python/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "async-python", 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/cohen-liel/hivemind.git --path .claude/skills/async-python--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 cohen-liel/hivemind --skill async-python -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install cohen-liel/hivemind async-python --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/async-python .gemini/skills/async-python && 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 "async-python" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/async-python into .gemini/skills/async-python/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "async-python", 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 cohen-liel/hivemind async-pythonInstalls 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 cohen-liel/hivemind --skill async-python -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/async-python .github/skills/async-python && 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 "async-python" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/async-python into .github/skills/async-python/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "async-python", 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 cohen-liel/hivemind --skill async-python -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install cohen-liel/hivemind async-python --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/cohen-liel/hivemind.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/async-python .opencode/skills/async-python && 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 "async-python" agent skill from https://github.com/cohen-liel/hivemind/tree/main/.claude/skills/async-python into .opencode/skills/async-python/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "async-python", 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.
async-pythonPython asyncio patterns for high-performance async code. An agent skill from cohen-liel/hivemind.
Async Python is an agent skill from cohen-liel/hivemind. Python asyncio patterns for high-performance async code. Use when writing async functions, managing concurrency, working with aiohttp, asyncpg, or any async I/O in Python.
Its SKILL.md is about 990 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, covering Async programming. It works with Python. The repository describes itself as: One prompt. A full AI engineering team. Go lie on the couch. 🧠. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 918dd9b. 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 python).
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.
Async Python loads about 992 tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 103 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 cohen-liel/hivemind at commit 918dd9b, republished under its Apache-2.0 licence (© cohen-liel). 103 words, ~992 tokens.
.claude/skills/async-python/SKILL.md (or your agent's skills folder).import asyncio
# Basic async function
async def fetch_user(user_id: int) -> User:
async with aiohttp.ClientSession() as session:
async with session.get(f"/users/{user_id}") as resp:
return await resp.json()
# Run from sync context
user = asyncio.run(fetch_user(123))# All run at the same time — total time = slowest task
users, posts, comments = await asyncio.gather(
fetch_user(user_id),
fetch_posts(user_id),
fetch_comments(user_id),
)
# With error handling — return exceptions instead of raising
results = await asyncio.gather(
fetch_user(user_id),
fetch_posts(user_id),
return_exceptions=True,
)
for result in results:
if isinstance(result, Exception):
logger.error(f"Task failed: {result}")# Process 100 items but max 10 at a time
sem = asyncio.Semaphore(10)
async def process_with_limit(item):
async with sem:
return await process(item)
results = await asyncio.gather(*[process_with_limit(i) for i in items])try:
result = await asyncio.wait_for(fetch_data(), timeout=10.0)
except asyncio.TimeoutError:
logger.warning("Fetch timed out after 10s")
result = Noneasync def main():
# Don't await — runs in background
task = asyncio.create_task(send_notification(user_id))
# But keep reference so GC doesn't kill it
background_tasks = set()
background_tasks.add(task)
task.add_done_callback(background_tasks.discard)class DatabasePool:
async def __aenter__(self):
self.pool = await asyncpg.create_pool(dsn)
return self
async def __aexit__(self, *args):
await self.pool.close()
async with DatabasePool() as db:
await db.pool.fetchrow("SELECT * FROM users WHERE id = $1", 1)async def stream_records(table: str):
async with db.pool.acquire() as conn:
async for record in conn.cursor(f"SELECT * FROM {table}"):
yield dict(record)
async for record in stream_records("large_table"):
await process(record) # Never loads all into memory# FastAPI: use lifespan for startup/shutdown
@asynccontextmanager
async def lifespan(app: FastAPI):
# startup
app.state.db = await create_pool()
app.state.redis = await aioredis.from_url(REDIS_URL)
yield
# shutdown
await app.state.db.close()
await app.state.redis.close()# ❌ WRONG: blocking call in async function kills concurrency
async def bad():
time.sleep(1) # Blocks entire event loop!
requests.get(url) # Blocking HTTP call
# ✅ RIGHT: use async equivalents
async def good():
await asyncio.sleep(1)
async with aiohttp.ClientSession() as s:
await s.get(url)
# ❌ WRONG: creating event loop manually in library code
loop = asyncio.get_event_loop()
loop.run_until_complete(coro())
# ✅ RIGHT
asyncio.run(coro()) # Creates and closes loop properly© cohen-liel, Apache-2.0. 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 .claude/skills/async-python of cohen-liel/hivemind.
Open the folder on GitHubat commit 918dd9b
Async Python 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 |
|---|---|---|---|---|---|---|
| Async Python this skillcohen-liel/hivemind | 110 | — | ~992 | Automated safety check: Pass | Apache-2.0 | |
| Mirage VFS Adapter Authoringstrukto-ai/mirage | 3.7k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | |
| Blocking IO Guardbytedance/deer-flow | 83k | — | ~1.7k | Automated safety check: Pass | MIT | |
| ContributingGoogleCloudPlatform/race-condition | 234 | — | ~930 | Automated safety check: Pass | Custom licence | |
| cmux Swift Package Architecturemanaflow-ai/cmux | 28k | 1 repos | ~4.2k | Automated safety check: Pass | Custom licence | |
| Code Reviewgetsentry/warden | 414 | — | ~1.9k | Automated safety check: Pass | Custom licence |
strukto-ai/mirage
Builds or extends a custom Mirage virtual filesystem adapter for an API, database, object store or app data, with a working mount configuration and filesystem tests.
bytedance/deer-flow
Adds a runtime test anchor for backend async code that could block the asyncio event loop, and proves the anchor fails when the blocking call returns.
GoogleCloudPlatform/race-condition
Guides the developer workflow for contributing to Race Condition.
manaflow-ai/cmux
Architecture rules for cmux's move to Swift Packages: acyclic whole-domain packages, minimal public API, group folders, Xcode project wiring and Swift 6 concurrency.
getsentry/warden
Finds real correctness bugs in code changes. An agent skill from getsentry/warden.
GoogleCloudPlatform/race-condition
Guides setup of the Race Condition project from clone to running simulation.
cohen-liel/hivemind
REST API design principles and best practices. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
GraphQL API design and implementation patterns. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
Celery background task patterns for Python apps. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
Docker, docker-compose, and deployment configuration best practices.
cohen-liel/hivemind
End-to-end testing patterns with Playwright. An agent skill from cohen-liel/hivemind.
cohen-liel/hivemind
Write articles, guides, blog posts, tutorials, newsletter issues, and other long-form content in a distinctive voice derived from supplied examples or brand guidance.
Works with
Categories
Python asyncio patterns for high-performance async code. An agent skill from cohen-liel/hivemind. Async Python is an agent skill from cohen-liel/hivemind. Python asyncio patterns for high-performance async code.
Async Python fits situations like: writing async functions; managing concurrency; working with aiohttp; any async I/O in Python.
Run `npx skills add cohen-liel/hivemind --skill async-python -a claude-code`. Or copy the skill folder (.claude/skills/async-python in cohen-liel/hivemind) into .claude/skills/async-python in your project. Claude Code loads it when a task matches its description.
Run `npx skills add cohen-liel/hivemind --skill async-python -a codex`. Or copy the skill folder (.claude/skills/async-python in cohen-liel/hivemind) into .agents/skills/async-python 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 cohen-liel/hivemind --skill async-python -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/async-python, .gemini/skills/async-python, .github/skills/async-python and .opencode/skills/async-python in your project.
SKILL.md names no scripts, command-line tools or credentials: Async Python is instructions for the agent only. Our summary lists: Python 3.
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.
Async Python is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 992 tokens (SKILL.md is roughly 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 Async Python: Mirage VFS Adapter Authoring (strukto-ai/mirage, 3.7k stars), Blocking IO Guard (bytedance/deer-flow, 83k stars), Contributing (GoogleCloudPlatform/race-condition, 234 stars) and cmux Swift Package Architecture (manaflow-ai/cmux, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
cohen-liel (a GitHub user) maintains it in cohen-liel/hivemind, which has 110 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on April 18, 2026.
Source: cohen-liel/hivemind on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.