Contextpilot Savings
EfficientContext/ContextPilot
A skill your agent uses when a user asks how many tokens (or how much context/cost) ContextPilot has saved, or wants a ContextPilot savings status/summary inside Hermes Agent — e.g.
Cross-check RLinf documentation against code, natural explanation flow, and other docs, including English-Chinese parity.
$ npx skills add RLinf/RLinf --skill docs-check -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install RLinf/RLinf docs-check --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/RLinf/RLinf.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/docs-check .claude/skills/docs-check && 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 "docs-check" agent skill from https://github.com/RLinf/RLinf/tree/main/.agents/skills/docs-check into .claude/skills/docs-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docs-check", 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/RLinf/RLinf/tree/main/.agents/skills/docs-checkType 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 RLinf/RLinf --skill docs-check -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install RLinf/RLinf docs-check --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/RLinf/RLinf.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/docs-check .agents/skills/docs-check && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "docs-check" agent skill from https://github.com/RLinf/RLinf/tree/main/.agents/skills/docs-check into .agents/skills/docs-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docs-check", 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 RLinf/RLinf --skill docs-check -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install RLinf/RLinf docs-check --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/RLinf/RLinf.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/docs-check .cursor/skills/docs-check && 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 "docs-check" agent skill from https://github.com/RLinf/RLinf/tree/main/.agents/skills/docs-check into .cursor/skills/docs-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docs-check", 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/RLinf/RLinf.git --path .agents/skills/docs-check--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 RLinf/RLinf --skill docs-check -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install RLinf/RLinf docs-check --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/RLinf/RLinf.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/docs-check .gemini/skills/docs-check && 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 "docs-check" agent skill from https://github.com/RLinf/RLinf/tree/main/.agents/skills/docs-check into .gemini/skills/docs-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docs-check", 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 RLinf/RLinf docs-checkInstalls 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 RLinf/RLinf --skill docs-check -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/RLinf/RLinf.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/docs-check .github/skills/docs-check && 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 "docs-check" agent skill from https://github.com/RLinf/RLinf/tree/main/.agents/skills/docs-check into .github/skills/docs-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docs-check", 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 RLinf/RLinf --skill docs-check -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install RLinf/RLinf docs-check --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/RLinf/RLinf.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/docs-check .opencode/skills/docs-check && 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 "docs-check" agent skill from https://github.com/RLinf/RLinf/tree/main/.agents/skills/docs-check into .opencode/skills/docs-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docs-check", 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.
docs-checkCross-check RLinf documentation against code, natural explanation flow, and other docs, including English-Chinese parity.
Docs Check is an agent skill from RLinf/RLinf. Cross-check RLinf documentation against code, natural explanation flow, and other docs, including English-Chinese parity. Use when adding or editing docs, reviewing doc PRs, validating commands/config keys/model-env names, or checking EN/ZH readability and consistency.
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `build_docs.py`, `check_doc_symbols.py` and `check_rst_markup.py`).
It sits in AI & LLM Engineering, covering Plain language and style rules. The repository describes itself as: RLinf: Reinforcement Learning Infrastructure for Embodied and Agentic AI. The licence is Apache-2.0.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit e27e631. 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 script files (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.
Docs Check loads about 2.1k tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 960 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 RLinf/RLinf at commit e27e631, republished under its Apache-2.0 licence (© RLinf). 960 words, ~2,146 tokens.
.claude/skills/docs-check/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Use this skill when documentation changes may introduce mismatches with:
Always read reference.md first, then run the workflow below.
Two harnesses in this folder do the mechanical part; run them before reasoning about content:
# Does the page still build? Both Read the Docs projects use fail_on_warning.
python3 .agents/skills/docs-check/build_docs.py # en + zh
# Does CJK punctuation break inline markup, loudly or silently?
python3 .agents/skills/docs-check/check_rst_markup.py # needs docutils
# Does the page still name things the code has?
python3 .agents/skills/docs-check/check_doc_symbols.pyCollect these inputs before reviewing:
If scope is unclear, default to checking:
docs/source-en/ and docs/source-zh/ counterpartsrlinf/config.py (SupportedModel)rlinf/envs/__init__.py (SupportedEnvType)examples/, toolkits/, ray_utils/, and requirements/reference.md and extract the relevant checklist items.python3 .agents/skills/docs-check/build_docs.py (add --lang zh to
iterate faster on a Chinese-only failure).fail_on_warning: true, so an English-clean page can still turn
docs/readthedocs.org:rlinf-cn red. Never conclude "docs are fine"
from one language.python3 .agents/skills/docs-check/check_rst_markup.py for the
inline-markup defects that render wrong without warning.SupportedModel and SupportedEnvType string values.:doc:/relative links, not hardcoded ReadTheDocs URLs.Critical: A Sphinx warning in either language — Read the Docs fails the
build, so the page does not ship at all.Critical: Wrong command/path/key/value that can break user workflow.Major: Inconsistent docs that likely mislead users.Major: An unexplained implementation term in a heading or opening breaks the
reading flow on a concept, guide, or extending page.Major: A page or section lacks a lead, sections do not form a logical
progression, or the primary example uses public operations that the prose
never explains.Minor: Wording/terminology drift without immediate breakage.Minor: Formulaic or translated prose is understandable but does not read
naturally in its language.Prefer actionable findings with exact file paths and corrected values.
Hardcoded ReadTheDocs links to RLinf docs should be reported as at least Major.
Use this format when reporting results:
## Docs Check Findings
- Critical: <issue>, in `<path>`
- Why: <impact>
- Fix: <specific correction>
- Major: <issue>, in `<path>`
- Why: <impact>
- Fix: <specific correction>
- Minor: <issue>, in `<path>`
- Why: <impact>
- Fix: <specific correction>
## Verified
- <what was checked and confirmed>If no issues are found, explicitly state:
No doc-code or EN-ZH consistency issues found in checked scope.
policy, key, value,
mapping, endpoint, worker, binding, wrapper, mock SDK, contract,
shape, schema, and API; explain their role in natural Chinese and retain
the searchable term when that is normal developer usage. In RL prose, keep
policy in English rather than translating it as “策略”; generic strategies,
such as a placement strategy, may still use “策略”.readthedocs.io/.../rst_source/... URLs; convert to :doc: or relative internal links.Use this regex scan to detect unstable hardcoded RLinf docs links:
readthedocs\.io/(en|zh-cn)/latest/rst_source/Chinese pages: or `**` sitting directly against `(`, `《` or a CJK character is the single most common way to break `rlinf-cn`. Grep for ````( and **( ```` as a first pass, then run
check_rst_markup.py for the full rule.
© RLinf, 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 4 other files in .agents/skills/docs-check of RLinf/RLinf.
Open the folder on GitHubat commit e27e631
Docs Check 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 |
|---|---|---|---|---|---|---|
| Docs Check this skillRLinf/RLinf | 5.5k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Contextpilot SavingsEfficientContext/ContextPilot | 140 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Quark Onnx Routeramd/Quark | 181 | — | ~2.7k | Automated safety check: Pass | MIT | |
| Quark Torch Routeramd/Quark | 181 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Quark Torch Routeramd/Quark | 181 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Asd Ste100danyuchn/asd-ste100-skill | 4k | — | ~4.1k | Automated safety check: Pass | MIT |
EfficientContext/ContextPilot
A skill your agent uses when a user asks how many tokens (or how much context/cost) ContextPilot has saved, or wants a ContextPilot savings status/summary inside Hermes Agent — e.g.
amd/Quark
Route Quark ONNX user goals to the correct atomic skill. An agent skill from amd/Quark.
amd/Quark
Route Quark user goals to the correct atomic skill or workflow.
amd/Quark
Route Quark user goals to the correct atomic skill or workflow.
danyuchn/asd-ste100-skill
A skill your agent uses when English text must be parsed without a human to resolve ambiguity — tool descriptions, error messages, inter-agent instructions, system prompts, status reports — and…
lumose-health/GlycemicGPT
A skill your agent uses when the user wants to benchmark, evaluate, or vet an LLM/AI model for GlycemicGPT — checks a configured model for safety/correctness and performance against the project's…
RLinf/RLinf
Adds example documentation for a new model or environment in RLinf (RST pages in the docs gallery for both English and Chinese).
RLinf/RLinf
Adds a new publication page to the RLinf Sphinx docs (EN + ZH) and wires it into the Publications index/toctree.
RLinf/RLinf
Open a GitHub pull request for RLinf, or fix an existing one — checks the PR title against Conventional Commits, writes a precise description that follows .github/PULLREQUESTTEMPLATE.md, and lints…
RLinf/RLinf
Check, fix, or extend requirements/install.sh and its docker/Dockerfile coverage when adding a new embodied model or environment in RLinf, so the install logic reuses common utilities, keeps system…
RLinf/RLinf
Test that requirements/install.sh works for an embodied model/env by building its venv and running the matching CI e2e test.
RLinf/RLinf
Adds install command in install script, Docker build stage in Dockerfile, and CI jobs for docker build and embodied e2e test when introducing a new model or environment in RLinf.
Categories
Cross-check RLinf documentation against code, natural explanation flow, and other docs, including English-Chinese parity. Docs Check is an agent skill from RLinf/RLinf. Cross-check RLinf documentation against code, natural explanation flow, and other docs, including English-Chinese parity.
Docs Check fits situations like: reviewing doc PRs; validating commands/config keys/model-env names; checking EN/ZH readability and consistency.
Run `npx skills add RLinf/RLinf --skill docs-check -a claude-code`. Or copy the skill folder (.agents/skills/docs-check in RLinf/RLinf) into .claude/skills/docs-check in your project. Claude Code loads it when a task matches its description.
Run `npx skills add RLinf/RLinf --skill docs-check -a codex`. Or copy the skill folder (.agents/skills/docs-check in RLinf/RLinf) into .agents/skills/docs-check 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 RLinf/RLinf --skill docs-check -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/docs-check, .gemini/skills/docs-check, .github/skills/docs-check and .opencode/skills/docs-check in your project.
Going by SKILL.md and its folder, Docs Check 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. Review the folder before installing.
Docs Check 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 2.1k tokens (SKILL.md is roughly 8.6k 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 Docs Check: Contextpilot Savings (EfficientContext/ContextPilot, 140 stars), Quark Onnx Router (amd/Quark, 181 stars), Quark Torch Router (amd/Quark, 181 stars) and Quark Torch Router (amd/Quark, 181 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
RLinf (a GitHub organization) maintains it in RLinf/RLinf, which has 5,457 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 8, 2026.
Source: RLinf/RLinf on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.