LLM Benchmarking with lm-evaluation-harness
Orchestra-Research/AI-Research-SKILLs
Runs lm-evaluation-harness to benchmark language models on academic suites such as MMLU, GSM8K and HumanEval, compare models and track training checkpoints.
Add or update a Swarmauri SDK base class in pkgs/base/swarmauribase.
Install Swarmauri Add Base Class
$ npx skills add swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-base-class --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/swarmauri/swarmauri-sdk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class .claude/skills/swarmauri-add-base-class && 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 "swarmauri-add-base-class" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class into .claude/skills/swarmauri-add-base-class/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-base-class", 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/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-classType 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 swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-base-class --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swarmauri/swarmauri-sdk.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class .agents/skills/swarmauri-add-base-class && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "swarmauri-add-base-class" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class into .agents/skills/swarmauri-add-base-class/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-base-class", 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 swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-base-class --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swarmauri/swarmauri-sdk.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class .cursor/skills/swarmauri-add-base-class && 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 "swarmauri-add-base-class" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class into .cursor/skills/swarmauri-add-base-class/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-base-class", 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/swarmauri/swarmauri-sdk.git --path plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class--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 swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-base-class --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swarmauri/swarmauri-sdk.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class .gemini/skills/swarmauri-add-base-class && 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 "swarmauri-add-base-class" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class into .gemini/skills/swarmauri-add-base-class/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-base-class", 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 swarmauri/swarmauri-sdk swarmauri-add-base-classInstalls 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 swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/swarmauri/swarmauri-sdk.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class .github/skills/swarmauri-add-base-class && 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 "swarmauri-add-base-class" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class into .github/skills/swarmauri-add-base-class/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-base-class", 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 swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-base-class --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/swarmauri/swarmauri-sdk.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class .opencode/skills/swarmauri-add-base-class && 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 "swarmauri-add-base-class" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class into .opencode/skills/swarmauri-add-base-class/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-base-class", 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
swarmauri-add-base-class- GitHub stars
- 104
- Token cost
- ~359 tokens
- SKILL.md length
- 125 words
- Files
- 2
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Add or update a Swarmauri SDK base class in pkgs/base/swarmauribase.
- Works in 6 steps: Read the matching core interface and… → Implement the base class by inheriting… → Set resource from ResourceTypes, add… → …
- Codex needs to implement a base class over a core interface
- SKILL.md covers Workflow, Required References and Completion Checks
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Swarmauri Add Base Class is an agent skill from swarmauri/swarmauri-sdk. Add or update a Swarmauri SDK base class in pkgs/base/swarmauribase. Use when Codex needs to implement a base class over a core interface, update ResourceTypes, wire InterfaceRegistry, set ComponentBase registration, exports, and focused tests.
Its SKILL.md is about 360 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).
It sits in AI & LLM Engineering. It works with Python. The repository describes itself as: Modular Python SDK and monorepo for AI agents, LLM integrations, tools, parsers, embeddings, vector stores, and extensible application workflows. The licence is Apache-2.0.
When your agent uses it
- Codex needs to implement a base class over a core interface
- Update ResourceTypes
- Wire InterfaceRegistry
- Set ComponentBase registration
Example prompts
- “/swarmauri-add-base-class”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Read the matching core interface and nearby base classes in pkgs/base/swarmauri_base//.
- Implement the base class by inheriting the core interface and ComponentBase; use @ComponentBase.register_model() for base models.
- Set resource from ResourceTypes, add type: Literal[""] = "", and use existing Pydantic field conventions.
- Update family exports when the package uses them.
- If this is a new resource family, update ResourceTypes and pkgs/swarmauri/swarmauri/interface_registry.py.
- Add focused tests for importability, resource value, serialization where relevant, and interface-registry lookup when registry wiring…
What it can do on your machine
Read from SKILL.md and the folder at commit f5580ff. 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
No scripts in the folder and no shell commands in SKILL.md.
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
Swarmauri Add Base Class loads about 359 tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 125 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from swarmauri/swarmauri-sdk at commit f5580ff, republished under its Apache-2.0 licence (© swarmauri). 125 words, ~359 tokens.
Download SKILL.mdSave it as
.claude/skills/swarmauri-add-base-class/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- swarmauri-add-base-class
- description
- Add or update a Swarmauri SDK base class in pkgs/base/swarmauri_base. Use when Codex needs to implement a base class over a core interface, update ResourceTypes, wire InterfaceRegistry, set ComponentBase registration, exports, and focused tests.
Swarmauri Add Base Class
Workflow
- Read the matching core interface and nearby base classes in
pkgs/base/swarmauri_base/<family>/. - Implement the base class by inheriting the core interface and
ComponentBase; use@ComponentBase.register_model()for base models. - Set
resourcefromResourceTypes, addtype: Literal["<BaseName>"] = "<BaseName>", and use existing Pydantic field conventions. - Update family exports when the package uses them.
- If this is a new resource family, update
ResourceTypesandpkgs/swarmauri/swarmauri/interface_registry.py. - Add focused tests for importability, resource value, serialization where relevant, and interface-registry lookup when registry wiring changed.
Required References
Read these before changing files:
../../references/repo-patterns.md../../references/inheritance-entrypoints.md../../references/registry-rules.md
Completion Checks
- Keep concrete implementations out of
swarmauri_base. - Do not add entry points for base classes.
- Run validation for
pkgs/base; also runpkgs/swarmauritests ifInterfaceRegistrychanged.
© swarmauri, 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
Files
SKILL.md and 1 other file in plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class of swarmauri/swarmauri-sdk.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit f5580ff
Compare with similar skills
Swarmauri Add Base Class 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 |
|---|---|---|---|---|---|---|
| Swarmauri Add Base Class this skillswarmauri/swarmauri-sdk | 104 | — | ~359 | Automated safety check: Pass | Apache-2.0 | |
| LLM Benchmarking with lm-evaluation-harnessOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~3k | Automated safety check: Pass | MIT | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~3.3k | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Paddle Design DistributedPaddlePaddle/Paddle | 24k | — | ~660 | Automated safety check: Pass | Apache-2.0 |
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More from swarmauri/swarmauri-sdk
All 8 skills in this repoSwarmauri Add Base Mixin
swarmauri/swarmauri-sdk
Add or update a Swarmauri SDK base mixin in pkgs/base/swarmauribase.
Swarmauri Add Community Standalone
swarmauri/swarmauri-sdk
Add a second-class standalone Swarmauri package under pkgs/community.
Swarmauri Add Core Interface
swarmauri/swarmauri-sdk
Add or update a Swarmauri SDK core interface in pkgs/core/swarmauricore.
Swarmauri Add Experimental Standalone
swarmauri/swarmauri-sdk
Add an experimental standalone Swarmauri package under pkgs/experimental.
Swarmauri Add Plugin Package
swarmauri/swarmauri-sdk
Add a Swarmauri plugin package under pkgs/plugins. An agent skill from swarmauri/swarmauri-sdk.
Swarmauri Add Standards Standalone
swarmauri/swarmauri-sdk
Add a first-class standalone Swarmauri package under pkgs/standards.
Related
Works with
Categories
Questions about Swarmauri Add Base Class
What does Swarmauri Add Base Class do?
Add or update a Swarmauri SDK base class in pkgs/base/swarmauribase. Swarmauri Add Base Class is an agent skill from swarmauri/swarmauri-sdk. Add or update a Swarmauri SDK base class in pkgs/base/swarmauribase.
When should I use Swarmauri Add Base Class?
Swarmauri Add Base Class fits situations like: Codex needs to implement a base class over a core interface; update ResourceTypes; wire InterfaceRegistry; set ComponentBase registration.
How do I install Swarmauri Add Base Class in Claude Code?
Run `npx skills add swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a claude-code`. Or copy the skill folder (plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class in swarmauri/swarmauri-sdk) into .claude/skills/swarmauri-add-base-class in your project. Claude Code loads it when a task matches its description.
How do I install Swarmauri Add Base Class in Codex?
Run `npx skills add swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a codex`. Or copy the skill folder (plugins/swarmauri-sdk-authoring/skills/swarmauri-add-base-class in swarmauri/swarmauri-sdk) into .agents/skills/swarmauri-add-base-class in your project. Codex loads it when a task matches its description.
Can I use Swarmauri Add Base Class 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 swarmauri/swarmauri-sdk --skill swarmauri-add-base-class -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/swarmauri-add-base-class, .gemini/skills/swarmauri-add-base-class, .github/skills/swarmauri-add-base-class and .opencode/skills/swarmauri-add-base-class in your project.
What does Swarmauri Add Base Class need to run?
SKILL.md names no scripts, command-line tools or credentials: Swarmauri Add Base Class is instructions for the agent only.
Does Swarmauri Add Base Class 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 Swarmauri Add Base Class 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. Review the folder before installing.
What licence does Swarmauri Add Base Class use?
Swarmauri Add Base Class 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.
How many tokens does Swarmauri Add Base Class use?
About 359 tokens (SKILL.md is roughly 1.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Swarmauri Add Base Class?
Skills that share tags, products or a category with Swarmauri Add Base Class: LLM Benchmarking with lm-evaluation-harness (Orchestra-Research/AI-Research-SKILLs, 13k stars), Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars), Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars) and CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Swarmauri Add Base Class?
swarmauri (a GitHub organization) maintains it in swarmauri/swarmauri-sdk, which has 104 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on August 12, 2026.
Source: swarmauri/swarmauri-sdk on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.