Update V8 Version
openinterpreter/openinterpreter
Bumps the pinned v8 and rusty_v8 versions in Codex, validates the release-candidate path with the v8-canary check, and traces failures to upstream build changes.
Audit Dynamo Rust hot-path .clone() calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
$ npx skills add ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ai-dynamo/dynamo dynamo-clone-hotpath-audit --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/ai-dynamo/dynamo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/dynamo-clone-hotpath-audit .claude/skills/dynamo-clone-hotpath-audit && 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 "dynamo-clone-hotpath-audit" agent skill from https://github.com/ai-dynamo/dynamo/tree/main/.agents/skills/dynamo-clone-hotpath-audit into .claude/skills/dynamo-clone-hotpath-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamo-clone-hotpath-audit", 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/ai-dynamo/dynamo/tree/main/.agents/skills/dynamo-clone-hotpath-auditType 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 ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ai-dynamo/dynamo dynamo-clone-hotpath-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-dynamo/dynamo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/dynamo-clone-hotpath-audit .agents/skills/dynamo-clone-hotpath-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dynamo-clone-hotpath-audit" agent skill from https://github.com/ai-dynamo/dynamo/tree/main/.agents/skills/dynamo-clone-hotpath-audit into .agents/skills/dynamo-clone-hotpath-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamo-clone-hotpath-audit", 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 ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ai-dynamo/dynamo dynamo-clone-hotpath-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-dynamo/dynamo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/dynamo-clone-hotpath-audit .cursor/skills/dynamo-clone-hotpath-audit && 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 "dynamo-clone-hotpath-audit" agent skill from https://github.com/ai-dynamo/dynamo/tree/main/.agents/skills/dynamo-clone-hotpath-audit into .cursor/skills/dynamo-clone-hotpath-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamo-clone-hotpath-audit", 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/ai-dynamo/dynamo.git --path .agents/skills/dynamo-clone-hotpath-audit--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 ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ai-dynamo/dynamo dynamo-clone-hotpath-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-dynamo/dynamo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/dynamo-clone-hotpath-audit .gemini/skills/dynamo-clone-hotpath-audit && 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 "dynamo-clone-hotpath-audit" agent skill from https://github.com/ai-dynamo/dynamo/tree/main/.agents/skills/dynamo-clone-hotpath-audit into .gemini/skills/dynamo-clone-hotpath-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamo-clone-hotpath-audit", 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 ai-dynamo/dynamo dynamo-clone-hotpath-auditInstalls 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 ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ai-dynamo/dynamo.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/dynamo-clone-hotpath-audit .github/skills/dynamo-clone-hotpath-audit && 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 "dynamo-clone-hotpath-audit" agent skill from https://github.com/ai-dynamo/dynamo/tree/main/.agents/skills/dynamo-clone-hotpath-audit into .github/skills/dynamo-clone-hotpath-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamo-clone-hotpath-audit", 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 ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ai-dynamo/dynamo dynamo-clone-hotpath-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-dynamo/dynamo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/dynamo-clone-hotpath-audit .opencode/skills/dynamo-clone-hotpath-audit && 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 "dynamo-clone-hotpath-audit" agent skill from https://github.com/ai-dynamo/dynamo/tree/main/.agents/skills/dynamo-clone-hotpath-audit into .opencode/skills/dynamo-clone-hotpath-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dynamo-clone-hotpath-audit", 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.
dynamo-clone-hotpath-auditAudit Dynamo Rust hot-path .clone() calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
Dynamo Clone Hotpath Audit is an agent skill from ai-dynamo/dynamo. Audit Dynamo Rust hot-path .clone() calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/clone_inventory.py`).
It works with Rust. The repository describes itself as: A Datacenter Scale Distributed Inference Serving Framework. The licence is Apache-2.0.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 1668037. 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.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From 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.
Dynamo Clone Hotpath Audit loads about 2k tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 891 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); the scripts in this folder are not scanned.
The full file from ai-dynamo/dynamo at commit 1668037, republished under its Apache-2.0 licence (© ai-dynamo). 891 words, ~2,028 tokens.
.claude/skills/dynamo-clone-hotpath-audit/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.<!--
SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
SPDX-License-Identifier: CC-BY-4.0
-->
Find .clone() calls in Dynamo Rust request, scheduling, KV, block-manager, and
runtime hot paths that can be removed without changing ownership semantics. This
is an audit-first workflow, not a blanket clone-removal tool.
Default behavior is read-only audit. Do not edit files, commit, or open a PR
unless the user explicitly asks to fix, patch, apply, implement, or create an
MR/PR. A skill invocation such as $dynamo-clone-hotpath-audit, "audit",
"check", or "scan" is not patch permission.
ai-dynamo/dynamo.Run the read-only scanner from the repository root:
python3 .agents/skills/dynamo-clone-hotpath-audit/scripts/clone_inventory.py \
--only-actionable \
--limit 80Use narrower paths when the user names a subsystem:
python3 .agents/skills/dynamo-clone-hotpath-audit/scripts/clone_inventory.py \
--paths lib/kv-router/src/scheduling lib/llm/src/backend.rs \
--only-actionableTreat the scanner as a triage aid. It ranks likely expensive clones but does not prove removability.
Prioritize in this order:
lib/llm/src/backend.rs, preprocessor, HTTP/gRPC
services, protocol conversion, migrationlib/kv-router/src/scheduling,
lib/kv-router/src/sequences, lib/kv-router/src/indexerlib/llm/src/block_manager,
lib/bindings/kvbm/src/block_manager, lib/kvbm-engine/src/offloadlib/runtime/src/component,
lib/runtime/src/pipeline, lib/runtime/src/transportsFor non-trivial audits, use subagents. Give each subagent only the inventory slice and relevant source files, not your intended answer.
Required roles:
Arc, or mem::take
changes.await, break spawned task ownership, or make APIs
less clearIf two roles disagree, keep the clone unless you can write down a precise ownership proof and validation plan.
Use these buckets:
Arc, sender, cancellation token, runtime handle, watch
receiver, metrics handle, or tracing span clone needed to share ownership&T, &str,
slice, or iteratorVec<T> to
Arc<[T]>, or changing an API familyDo not patch candidates in the first three buckets.
Only run this section when the user explicitly asks for fixes or a patch. If the user only asked for an audit, stop after the report and list recommended patch batches as follow-up work.
Keep each patch batch narrow: one subsystem or one repeated pattern. Avoid a single repository-wide clone cleanup PR unless the user explicitly asks for it.
Preferred fixes:
&T, &str, &[T], or an iterator when the callee only readsinto_iter() instead of indexing and cloningCopy fields before moving a large eventstd::mem::take only when leaving the source value empty is part of the
intended semanticsArc only when shared ownership is semantically right, not just to avoid
borrow-checker workDo not:
tokio::spawn, channel send, callback storage, or
task lifetime boundaries without proving ownership.await unless the borrow is local and compiler-verifiedFor every proposed change, report:
file:lineExample:
lib/llm/src/preprocessor.rs:123
Hot path: every embeddings request.
Cost: clones Vec<String> before moving into spawn_blocking.
Bucket: removable move.
Change: move input_strs into the closure.
Removal rationale: the clone feeds the only owned consumer and the original is
not read after closure construction.
Required-clone check: no fan-out, retry, async task sharing, or later logging
uses the original value.
Proof: the closure receives the same owned Vec<String>; all later behavior reads
from that moved value.
Validation: cargo test -p dynamo-llm preprocessorIf patches were made, always run formatting and the narrowest relevant Rust tests. For broad API changes, also run clippy or crate-level tests for each touched crate. If no patches were made, do not run tests just to make the audit look validated; report the inventory command and any read-only review checks.
Return:
none: audit-onlynot run: no files changed| Script | Purpose | Arguments |
|---|---|---|
scripts/clone_inventory.py | Rank Rust .clone() call sites by hot-path likelihood and removal potential | --paths, --limit, --format, --only-actionable, --include-tests |
Invoke via the agentskills.io run_script() protocol:
run_script("scripts/clone_inventory.py", args=["--only-actionable", "--limit", "80"])Return a concise audit report or PR summary with:
none: audit-only© ai-dynamo, 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
SKILL.md and 1 other file (scripts) in .agents/skills/dynamo-clone-hotpath-audit of ai-dynamo/dynamo.
Open the folder on GitHubat commit 1668037
Dynamo Clone Hotpath Audit 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 |
|---|---|---|---|---|---|---|
| Dynamo Clone Hotpath Audit this skillai-dynamo/dynamo | 8.2k | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Update V8 Versionopeninterpreter/openinterpreter | 69k | 2 repos | ~845 | Automated safety check: Pass | Apache-2.0 | |
| Firecrawl Page Scrape Integrationfirecrawl/firecrawl | 190k | 1 repos | ~944 | Automated safety check: Pass | ISC | |
| Migrate Core Code to Submodulestinyhumansai/openhuman | 42k | — | ~2.6k | Automated safety check: Pass | GPL-3.0 | |
| Rust TDD Workflowrtk-ai/rtk | 83k | — | ~753 | Automated safety check: Notes | Apache-2.0 | |
| Rust Best Practicesfarm-fe/farm | 5.6k | 3 repos | ~1.1k | Automated safety check: Pass | MIT |
openinterpreter/openinterpreter
Bumps the pinned v8 and rusty_v8 versions in Codex, validates the release-candidate path with the v8-canary check, and traces failures to upstream build changes.
firecrawl/firecrawl
Adds Firecrawl's /scrape endpoint to application code to pull markdown, HTML, links, screenshots or structured data from a single known URL.
tinyhumansai/openhuman
Plans and carries out moving non-host-specific code and its tests from the OpenHuman core into vendored tiny submodule libraries, then releases the submodule and re-pins the host.
rtk-ai/rtk
Enforces red-green-refactor for Rust work, with idiomatic test patterns, a naming convention and a pre-commit gate of cargo fmt, clippy and test.
farm-fe/farm
Guide for writing idiomatic Rust code based on Apollo GraphQL's best practices handbook.
AprilNEA/OpenLogi
Decides whether an OpenLogi device problem on macOS is a privacy-permission (TCC) problem, using agent log lines, and says which identity needs which grant.
ai-dynamo/dynamo
Create self-contained interactive HTML code-review dashboards from GitHub or GitLab pull requests, checked-out branch diffs, or supplied unified diffs, with correctness and safe-to-merge scores…
ai-dynamo/dynamo
Knowledge of Fern's built-in MDX component library (accordions, callouts, cards, steps, tabs, code blocks, API-reference snippets, and more) for authoring docs pages.
ai-dynamo/dynamo
Knowledge of Fern's site-level navigation and structure configuration — how a docs site is organized in docs.yml (and product/version .yml files) using sections, pages, folders, tabs, tab variants…
ai-dynamo/dynamo
Drives persistent Claude Code, Codex, or OpenCode agent sessions through a Dynamo OpenAI/Anthropic-compatible endpoint over Agent Client Protocol (ACP).
ai-dynamo/dynamo
Benchmark and profile the Dynamo frontend (dynamo.frontend HTTP + tokenizer + KV router) against mock workers (dynamo.mocker).
ai-dynamo/dynamo
Selects and freezes a question-driven AIPerf workload, objective, load policy, and Kubernetes execution manifest for a successfully deployed Dynamo candidate.
Works with
Audit Dynamo Rust hot-path .clone() calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested. Dynamo Clone Hotpath Audit is an agent skill from ai-dynamo/dynamo.clone() calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
Run `npx skills add ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a claude-code`. Or copy the skill folder (.agents/skills/dynamo-clone-hotpath-audit in ai-dynamo/dynamo) into .claude/skills/dynamo-clone-hotpath-audit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a codex`. Or copy the skill folder (.agents/skills/dynamo-clone-hotpath-audit in ai-dynamo/dynamo) into .agents/skills/dynamo-clone-hotpath-audit 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 ai-dynamo/dynamo --skill dynamo-clone-hotpath-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dynamo-clone-hotpath-audit, .gemini/skills/dynamo-clone-hotpath-audit, .github/skills/dynamo-clone-hotpath-audit and .opencode/skills/dynamo-clone-hotpath-audit in your project.
Going by SKILL.md and its folder, Dynamo Clone Hotpath Audit needs Python for the scripts in its folder and the command-line tools its instructions call (python3). 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Dynamo Clone Hotpath Audit is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 8.1k 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 Dynamo Clone Hotpath Audit: Update V8 Version (openinterpreter/openinterpreter, 69k stars), Firecrawl Page Scrape Integration (firecrawl/firecrawl, 190k stars), Migrate Core Code to Submodules (tinyhumansai/openhuman, 42k stars) and Rust TDD Workflow (rtk-ai/rtk, 83k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ai-dynamo (a GitHub organization) maintains it in ai-dynamo/dynamo, which has 8,245 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 8, 2026.
Source: ai-dynamo/dynamo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.