Segment Anything Model Guide
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
Add or update a Swarmauri SDK core interface in pkgs/core/swarmauricore.
Install Swarmauri Add Core Interface
$ npx skills add swarmauri/swarmauri-sdk --skill swarmauri-add-core-interface -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-core-interface --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-core-interface .claude/skills/swarmauri-add-core-interface && 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-core-interface" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface into .claude/skills/swarmauri-add-core-interface/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-core-interface", 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-core-interfaceType 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-core-interface -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-core-interface --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-core-interface .agents/skills/swarmauri-add-core-interface && 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-core-interface" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface into .agents/skills/swarmauri-add-core-interface/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-core-interface", 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-core-interface -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-core-interface --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-core-interface .cursor/skills/swarmauri-add-core-interface && 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-core-interface" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface into .cursor/skills/swarmauri-add-core-interface/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-core-interface", 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-core-interface--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-core-interface -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install swarmauri/swarmauri-sdk swarmauri-add-core-interface --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-core-interface .gemini/skills/swarmauri-add-core-interface && 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-core-interface" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface into .gemini/skills/swarmauri-add-core-interface/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-core-interface", 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-core-interfaceInstalls 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-core-interface -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-core-interface .github/skills/swarmauri-add-core-interface && 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-core-interface" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface into .github/skills/swarmauri-add-core-interface/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-core-interface", 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-core-interface -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-core-interface --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-core-interface .opencode/skills/swarmauri-add-core-interface && 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-core-interface" agent skill from https://github.com/swarmauri/swarmauri-sdk/tree/master/plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface into .opencode/skills/swarmauri-add-core-interface/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "swarmauri-add-core-interface", 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-core-interface- GitHub stars
- 104
- Token cost
- ~383 tokens
- SKILL.md length
- 143 words
- Files
- 2
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Add or update a Swarmauri SDK core interface in pkgs/core/swarmauricore.
- Works in 5 steps: Inspect the target family under… → Add the interface as an I.py file using… → Update the family init.py only if that… → …
- Codex needs to create interface protocols
- 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 Core Interface is an agent skill from swarmauri/swarmauri-sdk. Add or update a Swarmauri SDK core interface in pkgs/core/swarmauricore. Use when Codex needs to create interface protocols or ABCs, update package exports, add focused tests, or prepare a new resource kind for later base-class and registry wiring.
Its SKILL.md is about 380 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 create interface protocols
- Update package exports
- Add focused tests
- Prepare a new resource kind for later base-class and registry wiring
Example prompts
- “/swarmauri-add-core-interface”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Inspect the target family under pkgs/core/swarmauri_core// and read nearby interfaces before editing.
- Add the interface as an I.py file using existing ABC style: import ABC and abstractmethod, type the method signatures, and keep bodies as…
- Update the family init.py only if that package already exports sibling interfaces or consumers need the new import path.
- Add focused tests under pkgs/core/tests when behavior can be validated structurally; otherwise add import/signature coverage in the…
- Record whether the interface introduces a new resource namespace that will need a base class, ResourceTypes, and InterfaceRegistry 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 Core Interface loads about 383 tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 143 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). 143 words, ~383 tokens.
Download SKILL.mdSave it as
.claude/skills/swarmauri-add-core-interface/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- swarmauri-add-core-interface
- description
- Add or update a Swarmauri SDK core interface in pkgs/core/swarmauri_core. Use when Codex needs to create interface protocols or ABCs, update package exports, add focused tests, or prepare a new resource kind for later base-class and registry wiring.
Swarmauri Add Core Interface
Workflow
- Inspect the target family under
pkgs/core/swarmauri_core/<family>/and read nearby interfaces before editing. - Add the interface as an
I<Name>.pyfile using existing ABC style: importABCandabstractmethod, type the method signatures, and keep bodies aspass. - Update the family
__init__.pyonly if that package already exports sibling interfaces or consumers need the new import path. - Add focused tests under
pkgs/core/testswhen behavior can be validated structurally; otherwise add import/signature coverage in the closest existing test location. - Record whether the interface introduces a new resource namespace that will need a base class,
ResourceTypes, andInterfaceRegistrywiring in follow-up work.
Required References
Read these before changing files:
../../references/repo-patterns.md../../references/inheritance-entrypoints.md../../references/registry-rules.md
Completion Checks
- Keep the interface in
swarmauri_core, notswarmauri_base. - Do not update
PluginCitizenshipRegistryfor interface-only changes. - Run the package validation commands from
../../references/repo-patterns.mdforpkgs/core.
© 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-core-interface of swarmauri/swarmauri-sdk.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit f5580ff
Compare with similar skills
Swarmauri Add Core Interface 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 Core Interface this skillswarmauri/swarmauri-sdk | 104 | — | ~383 | Automated safety check: Pass | Apache-2.0 | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | |
| LLM Benchmarking with lm-evaluation-harnessOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~3k | Automated safety check: Pass | MIT | |
| Azure AI Projects Python SDKmicrosoft/skills | 3.1k | 6 repos | ~2.8k | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Swarmauri Add Core Interface
What does Swarmauri Add Core Interface do?
Add or update a Swarmauri SDK core interface in pkgs/core/swarmauricore. Swarmauri Add Core Interface is an agent skill from swarmauri/swarmauri-sdk. Add or update a Swarmauri SDK core interface in pkgs/core/swarmauricore.
When should I use Swarmauri Add Core Interface?
Swarmauri Add Core Interface fits situations like: Codex needs to create interface protocols; update package exports; add focused tests; prepare a new resource kind for later base-class and registry wiring.
How do I install Swarmauri Add Core Interface in Claude Code?
Run `npx skills add swarmauri/swarmauri-sdk --skill swarmauri-add-core-interface -a claude-code`. Or copy the skill folder (plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface in swarmauri/swarmauri-sdk) into .claude/skills/swarmauri-add-core-interface in your project. Claude Code loads it when a task matches its description.
How do I install Swarmauri Add Core Interface in Codex?
Run `npx skills add swarmauri/swarmauri-sdk --skill swarmauri-add-core-interface -a codex`. Or copy the skill folder (plugins/swarmauri-sdk-authoring/skills/swarmauri-add-core-interface in swarmauri/swarmauri-sdk) into .agents/skills/swarmauri-add-core-interface in your project. Codex loads it when a task matches its description.
Can I use Swarmauri Add Core Interface 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-core-interface -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-core-interface, .gemini/skills/swarmauri-add-core-interface, .github/skills/swarmauri-add-core-interface and .opencode/skills/swarmauri-add-core-interface in your project.
What does Swarmauri Add Core Interface need to run?
SKILL.md names no scripts, command-line tools or credentials: Swarmauri Add Core Interface is instructions for the agent only.
Does Swarmauri Add Core Interface 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 Core Interface 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 Core Interface use?
Swarmauri Add Core Interface 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 Core Interface use?
About 383 tokens (SKILL.md is roughly 1.5k 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 Core Interface?
Skills that share tags, products or a category with Swarmauri Add Core Interface: Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars), Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars) and LLM Benchmarking with lm-evaluation-harness (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 Core Interface?
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.