Wiki Maintainer
openclaw/openclaw
Maintain the OpenClaw memory wiki vault with deterministic pages, managed blocks, and source-backed updates.
Authoritative reference for TIRx-lite authoring on TIRx: TIRx-lite APIs, canonical kernels, optimization guidance, PTX ISA, and GPU references.
No licenceAuto-check passed
Install Tirx Wiki
$ npx skills add mlc-ai/TIRx-harness --skill tirx-wiki -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install mlc-ai/TIRx-harness tirx-wiki --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/mlc-ai/TIRx-harness.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tirx-wiki .claude/skills/tirx-wiki && 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 "tirx-wiki" agent skill from https://github.com/mlc-ai/TIRx-harness/tree/main/skills/tirx-wiki into .claude/skills/tirx-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tirx-wiki", 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/mlc-ai/TIRx-harness/tree/main/skills/tirx-wikiType 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 mlc-ai/TIRx-harness --skill tirx-wiki -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install mlc-ai/TIRx-harness tirx-wiki --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mlc-ai/TIRx-harness.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tirx-wiki .agents/skills/tirx-wiki && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tirx-wiki" agent skill from https://github.com/mlc-ai/TIRx-harness/tree/main/skills/tirx-wiki into .agents/skills/tirx-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tirx-wiki", 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 mlc-ai/TIRx-harness --skill tirx-wiki -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install mlc-ai/TIRx-harness tirx-wiki --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mlc-ai/TIRx-harness.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tirx-wiki .cursor/skills/tirx-wiki && 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 "tirx-wiki" agent skill from https://github.com/mlc-ai/TIRx-harness/tree/main/skills/tirx-wiki into .cursor/skills/tirx-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tirx-wiki", 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/mlc-ai/TIRx-harness.git --path skills/tirx-wiki--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 mlc-ai/TIRx-harness --skill tirx-wiki -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install mlc-ai/TIRx-harness tirx-wiki --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mlc-ai/TIRx-harness.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tirx-wiki .gemini/skills/tirx-wiki && 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 "tirx-wiki" agent skill from https://github.com/mlc-ai/TIRx-harness/tree/main/skills/tirx-wiki into .gemini/skills/tirx-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tirx-wiki", 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 mlc-ai/TIRx-harness tirx-wikiInstalls 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 mlc-ai/TIRx-harness --skill tirx-wiki -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/mlc-ai/TIRx-harness.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tirx-wiki .github/skills/tirx-wiki && 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 "tirx-wiki" agent skill from https://github.com/mlc-ai/TIRx-harness/tree/main/skills/tirx-wiki into .github/skills/tirx-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tirx-wiki", 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 mlc-ai/TIRx-harness --skill tirx-wiki -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install mlc-ai/TIRx-harness tirx-wiki --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/mlc-ai/TIRx-harness.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tirx-wiki .opencode/skills/tirx-wiki && 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 "tirx-wiki" agent skill from https://github.com/mlc-ai/TIRx-harness/tree/main/skills/tirx-wiki into .opencode/skills/tirx-wiki/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tirx-wiki", 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.
Facts
- Skill name
tirx-wiki- GitHub stars
- 136
- Token cost
- ~816 tokens
- SKILL.md length
- 324 words
- Files
- 66 (incl. scripts, references)
- Skills in repo
- 3
- Repo updated
- First seen
- Licence
- None found
At a glance
Authoritative reference for TIRx-lite authoring on TIRx: TIRx-lite APIs, canonical kernels, optimization guidance, PTX ISA, and GPU references.
- Works in 5 steps: Read… → Use the TIRx-lite guide for the… → Use the optimization manual, NVIDIA… → …
- SKILL.md covers Route operational work, Use the wiki, Materialize live references and Highlighted references, plus 2 more sections
- Calls python
What it does
Tirx Wiki is an agent skill from mlc-ai/TIRx-harness. Authoritative reference for TIRx-lite authoring on TIRx: TIRx-lite APIs, canonical kernels, optimization guidance, PTX ISA, and GPU references. Highlight the TIRx-lite guide, canonical kernels, and PTX manual when relevant, while retaining the other reference sources. Pair it with tirx-debug-kernel or tirx-profile-kernel for runnable diagnosis or measurement.
Its SKILL.md is about 820 tokens, which your agent loads only when the skill is triggered. The skill folder holds 71 other files, including scripts and reference files (for example `agents/openai.yaml`, `optimization/INDEX.md` and `optimization/kernel-catalog.md`).
The repository describes itself as: An Open Compiler Harness for Agentic GPU Programming.
Example prompts
- “/tirx-wiki”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Read references/repos/tirx-kernels/README.md for the kernel index and
- Use the TIRx-lite guide for the authoring contract, the kernel checkout
- Use the optimization manual, NVIDIA manuals, blogs, and live reference
- Verify API claims against installed TIRx-lite/TIRx and a canonical call site;
- Search with rg when the relevant page is not obvious.
What it can do on your machine
Read from SKILL.md and the folder at commit 66681fb. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Ships 1 file in scripts/, which the agent can run.
Shell commands in SKILL.md call:
python
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Tirx Wiki loads about 816 tokens when it runs, and up to ~304k if it reads all its reference files. Until then it costs about 93 tokens; SKILL.md has 324 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.
Safety
Auto-check passed
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.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 324 words (~816 tokens).
“Keep this skill focused on authoritative knowledge and source lookup.”
- name
- tirx-wiki
Files
SKILL.md and 65 other files (scripts, references) in skills/tirx-wiki of mlc-ai/TIRx-harness.
- SKILL.md
- agents/openai.yaml
- optimization/INDEX.md
- optimization/kernel-catalog.md
- optimization/perf_checklist/section_1_persistent_kernel_structure.md
- optimization/perf_checklist/section_2_static_source_patterns.md
- optimization/perf_checklist/section_3_scalar_dataflow.md
- optimization/perf_checklist/section_4_dead_work.md
- optimization/perf_checklist/section_5_smem.md
- optimization/perf_checklist/section_6_register_pressure.md
- optimization/playbook.md
- optimization/swp-edge-cutting.md
- references/INDEX.md
- references/blogs/INDEX.md
- references/blogs/colfax/a-note-on-the-algebra-of-cute-layouts.md
- … and 51 more
Open the folder on GitHubat commit 66681fb
Compare with similar skills
Tirx Wiki 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 |
|---|---|---|---|---|---|---|
| Tirx Wiki this skillmlc-ai/TIRx-harness | 136 | — | ~816 | Automated safety check: Pass | None | |
| Wiki Maintaineropenclaw/openclaw | 392k | 1 repos | ~462 | Automated safety check: Pass | MIT | |
| LLM WikiYeachan-Heo/oh-my-claudecode | 40k | — | ~721 | Automated safety check: Pass | MIT | |
| Wiki Querypaperclipai/paperclip | 99k | — | ~682 | Automated safety check: Pass | MIT | |
| Wiki Lintpaperclipai/paperclip | 99k | — | ~878 | Automated safety check: Pass | MIT | |
| Wiki Ingestpaperclipai/paperclip | 99k | — | ~933 | Automated safety check: Pass | MIT |
Similar skills
LLM Wiki
Yeachan-Heo/oh-my-claudecode
Keeps a persistent markdown wiki of project and session knowledge that the agent can ingest into, query, lint and read across sessions.
Wiki Query
paperclipai/paperclip
A skill your agent uses when an LLM Wiki operation issue asks a question.
Wiki Lint
paperclipai/paperclip
A skill your agent uses when an LLM Wiki operation issue is a lint or health check.
Wiki Ingest
paperclipai/paperclip
A skill your agent uses when an operation issue asks to ingest a captured raw/ source into the LLM Wiki, or the user says "ingest <slug".
Hermes Agent Skill Authoring
NousResearch/hermes-agent
Author in-repo SKILL.md files: frontmatter and structure. An agent skill from NousResearch/hermes-agent.
More from mlc-ai/TIRx-harness
Tirx Debug Kernel
mlc-ai/TIRx-harness
Debug and validate runnable TIRx kernels by selecting and executing the applicable correctness tools.
Tirx Profile Kernel
mlc-ai/TIRx-harness
Profile and optimize runnable TIRx kernels by selecting and executing the applicable measurement and analysis tools.
Questions about Tirx Wiki
What does Tirx Wiki do?
Authoritative reference for TIRx-lite authoring on TIRx: TIRx-lite APIs, canonical kernels, optimization guidance, PTX ISA, and GPU references. Tirx Wiki is an agent skill from mlc-ai/TIRx-harness. Authoritative reference for TIRx-lite authoring on TIRx: TIRx-lite APIs, canonical kernels, optimization guidance, PTX ISA, and GPU references.
How do I install Tirx Wiki in Claude Code?
Run `npx skills add mlc-ai/TIRx-harness --skill tirx-wiki -a claude-code`. Or copy the skill folder (skills/tirx-wiki in mlc-ai/TIRx-harness) into .claude/skills/tirx-wiki in your project. Claude Code loads it when a task matches its description.
How do I install Tirx Wiki in Codex?
Run `npx skills add mlc-ai/TIRx-harness --skill tirx-wiki -a codex`. Or copy the skill folder (skills/tirx-wiki in mlc-ai/TIRx-harness) into .agents/skills/tirx-wiki in your project. Codex loads it when a task matches its description.
Can I use Tirx Wiki in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mlc-ai/TIRx-harness --skill tirx-wiki -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tirx-wiki, .gemini/skills/tirx-wiki, .github/skills/tirx-wiki and .opencode/skills/tirx-wiki in your project.
What does Tirx Wiki need to run?
Going by SKILL.md and its folder, Tirx Wiki needs the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Tirx Wiki access the network?
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.
Is Tirx Wiki safe to install?
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.
What licence does Tirx Wiki use?
No licence was found for Tirx Wiki or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Tirx Wiki use?
About 816 tokens (SKILL.md is roughly 3.3k 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 303k tokens, read only when the agent opens those files.
What are the alternatives to Tirx Wiki?
Skills that share tags, products or a category with Tirx Wiki: Wiki Maintainer (openclaw/openclaw, 392k stars), LLM Wiki (Yeachan-Heo/oh-my-claudecode, 40k stars), Wiki Query (paperclipai/paperclip, 99k stars) and Wiki Lint (paperclipai/paperclip, 99k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Tirx Wiki?
mlc-ai (a GitHub organization) maintains it in mlc-ai/TIRx-harness, which has 136 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 9, 2026.
Source: mlc-ai/TIRx-harness on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.