Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
Adding provider-backed LLM text generation to an Effect-based Golem agent with effect/unstable/ai and an Effect AI provider.
Install Golem Add LLM Effect
$ npx skills add golemcloud/golem --skill golem-add-llm-effect -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install golemcloud/golem golem-add-llm-effect --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/golemcloud/golem.git skills-src && mkdir -p .claude/skills && cp -r skills-src/golem-skills/skills/effect/golem-add-llm-effect .claude/skills/golem-add-llm-effect && 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 "golem-add-llm-effect" agent skill from https://github.com/golemcloud/golem/tree/main/golem-skills/skills/effect/golem-add-llm-effect into .claude/skills/golem-add-llm-effect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golem-add-llm-effect", 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/golemcloud/golem/tree/main/golem-skills/skills/effect/golem-add-llm-effectType 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 golemcloud/golem --skill golem-add-llm-effect -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install golemcloud/golem golem-add-llm-effect --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/golemcloud/golem.git skills-src && mkdir -p .agents/skills && cp -r skills-src/golem-skills/skills/effect/golem-add-llm-effect .agents/skills/golem-add-llm-effect && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "golem-add-llm-effect" agent skill from https://github.com/golemcloud/golem/tree/main/golem-skills/skills/effect/golem-add-llm-effect into .agents/skills/golem-add-llm-effect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golem-add-llm-effect", 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 golemcloud/golem --skill golem-add-llm-effect -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install golemcloud/golem golem-add-llm-effect --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/golemcloud/golem.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/golem-skills/skills/effect/golem-add-llm-effect .cursor/skills/golem-add-llm-effect && 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 "golem-add-llm-effect" agent skill from https://github.com/golemcloud/golem/tree/main/golem-skills/skills/effect/golem-add-llm-effect into .cursor/skills/golem-add-llm-effect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golem-add-llm-effect", 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/golemcloud/golem.git --path golem-skills/skills/effect/golem-add-llm-effect--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 golemcloud/golem --skill golem-add-llm-effect -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install golemcloud/golem golem-add-llm-effect --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/golemcloud/golem.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/golem-skills/skills/effect/golem-add-llm-effect .gemini/skills/golem-add-llm-effect && 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 "golem-add-llm-effect" agent skill from https://github.com/golemcloud/golem/tree/main/golem-skills/skills/effect/golem-add-llm-effect into .gemini/skills/golem-add-llm-effect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golem-add-llm-effect", 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 golemcloud/golem golem-add-llm-effectInstalls 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 golemcloud/golem --skill golem-add-llm-effect -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/golemcloud/golem.git skills-src && mkdir -p .github/skills && cp -r skills-src/golem-skills/skills/effect/golem-add-llm-effect .github/skills/golem-add-llm-effect && 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 "golem-add-llm-effect" agent skill from https://github.com/golemcloud/golem/tree/main/golem-skills/skills/effect/golem-add-llm-effect into .github/skills/golem-add-llm-effect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golem-add-llm-effect", 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 golemcloud/golem --skill golem-add-llm-effect -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install golemcloud/golem golem-add-llm-effect --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/golemcloud/golem.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/golem-skills/skills/effect/golem-add-llm-effect .opencode/skills/golem-add-llm-effect && 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 "golem-add-llm-effect" agent skill from https://github.com/golemcloud/golem/tree/main/golem-skills/skills/effect/golem-add-llm-effect into .opencode/skills/golem-add-llm-effect/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "golem-add-llm-effect", 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
golem-add-llm-effect- GitHub stars
- 1.5k
- Token cost
- ~3.3k tokens
- SKILL.md length
- 985 words
- Files
- 1
- Skills in repo
- 289
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Adding provider-backed LLM text generation to an Effect-based Golem agent with effect/unstable/ai and an Effect AI provider.
- An @golemcloud/effect-golem project needs a non-streaming language-model request
- SKILL.md covers Install the Matching Provider…, Imports, Store Provider Configuration… and Compose the Layers, plus 7 more sections
- Calls npm
- OpenAI-compatible provider integration
What it does
Golem Add LLM Effect is an agent skill from golemcloud/golem. Adding provider-backed LLM text generation to an Effect-based Golem agent with effect/unstable/ai and an Effect AI provider. Use when an @golemcloud/effect-golem project needs a non-streaming language-model request or OpenAI-compatible provider integration.
Its SKILL.md is about 3.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering. It works with OpenAI. The repository describes itself as: Golem Cloud is the agent-native platform for building AI agents and distributed applications that never lose state, never duplicate work, and never require you to build…
When your agent uses it
- An @golemcloud/effect-golem project needs a non-streaming language-model request
- OpenAI-compatible provider integration
Example prompts
- “/golem-add-llm-effect”
Requirements
- Node.js
What it can do on your machine
Read from SKILL.md and the folder at commit c6a3029. 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
Shell commands in SKILL.md call:
npm
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.com
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
Golem Add LLM Effect loads about 3.3k tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 985 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 985 words (~3,349 tokens).
“Use the provider-independent LanguageModel service from effect/unstable/ai, an exactly version-aligned Effect AI provider package, and FetchHttpClient.layer from effect/unstable/http. For OpenAI or an OpenAI-compatible endpoint, use @effect/ai-openai.”
- name
- golem-add-llm-effect
Files
Just SKILL.md in golem-skills/skills/effect/golem-add-llm-effect of golemcloud/golem.
Open the folder on GitHubat commit c6a3029
Compare with similar skills
Golem Add LLM Effect 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 |
|---|---|---|---|---|---|---|
| Golem Add LLM Effect this skillgolemcloud/golem | 1.5k | — | ~3.3k | Automated safety check: Pass | Custom licence | |
| 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 | |
| Codebase Managementgiancarloerra/SocratiCode | 3.3k | 1 repos | ~1.8k | Automated safety check: Pass | AGPL-3.0 | |
| Azure AI Projects Python SDKmicrosoft/skills | 3.1k | 6 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Fine-Tuning ExpertJeffallan/claude-skills | 12k | 1 repos | ~1.7k | Automated safety check: Pass | MIT |
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Categories
Questions about Golem Add LLM Effect
What does Golem Add LLM Effect do?
Adding provider-backed LLM text generation to an Effect-based Golem agent with effect/unstable/ai and an Effect AI provider. Golem Add LLM Effect is an agent skill from golemcloud/golem. Adding provider-backed LLM text generation to an Effect-based Golem agent with effect/unstable/ai and an Effect AI provider.
When should I use Golem Add LLM Effect?
Golem Add LLM Effect fits situations like: an @golemcloud/effect-golem project needs a non-streaming language-model request; openAI-compatible provider integration.
How do I install Golem Add LLM Effect in Claude Code?
Run `npx skills add golemcloud/golem --skill golem-add-llm-effect -a claude-code`. Or copy the skill folder (golem-skills/skills/effect/golem-add-llm-effect in golemcloud/golem) into .claude/skills/golem-add-llm-effect in your project. Claude Code loads it when a task matches its description.
How do I install Golem Add LLM Effect in Codex?
Run `npx skills add golemcloud/golem --skill golem-add-llm-effect -a codex`. Or copy the skill folder (golem-skills/skills/effect/golem-add-llm-effect in golemcloud/golem) into .agents/skills/golem-add-llm-effect in your project. Codex loads it when a task matches its description.
Can I use Golem Add LLM Effect 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 golemcloud/golem --skill golem-add-llm-effect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/golem-add-llm-effect, .gemini/skills/golem-add-llm-effect, .github/skills/golem-add-llm-effect and .opencode/skills/golem-add-llm-effect in your project.
What does Golem Add LLM Effect need to run?
Going by SKILL.md and its folder, Golem Add LLM Effect needs the command-line tools its instructions call (npm). Our summary lists: Node.js.
Does Golem Add LLM Effect access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Golem Add LLM Effect 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 Golem Add LLM Effect use?
Golem Add LLM Effect has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Golem Add LLM Effect use?
About 3.3k tokens (SKILL.md is roughly 13k 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 Golem Add LLM Effect?
Skills that share tags, products or a category with Golem Add LLM Effect: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), Codebase Management (giancarloerra/SocratiCode, 3.3k stars) and Azure AI Projects Python SDK (microsoft/skills, 3.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Golem Add LLM Effect?
golemcloud (a GitHub organization) maintains it in golemcloud/golem, which has 1,507 GitHub stars. The repository holds 289 skills in this directory. The repository was last updated on October 8, 2026.
Source: golemcloud/golem on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.