Context Mode Output Sandbox
mksglu/context-mode
Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash.
Add a new LLM model to the preset catalog, or a whole new LLM provider — with the mandatory pre-flight verification of model id, pricing, and context window against the provider's official docs.
Install Add LLM Provider Or Model
$ npx skills add bagofwords1/bagofwords --skill add-llm-provider-or-model -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bagofwords1/bagofwords add-llm-provider-or-model --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/bagofwords1/bagofwords.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/add-llm-provider-or-model .claude/skills/add-llm-provider-or-model && 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 "add-llm-provider-or-model" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/.agents/skills/add-llm-provider-or-model into .claude/skills/add-llm-provider-or-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-llm-provider-or-model", 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/bagofwords1/bagofwords/tree/main/.agents/skills/add-llm-provider-or-modelType 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 bagofwords1/bagofwords --skill add-llm-provider-or-model -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bagofwords1/bagofwords add-llm-provider-or-model --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bagofwords1/bagofwords.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/add-llm-provider-or-model .agents/skills/add-llm-provider-or-model && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "add-llm-provider-or-model" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/.agents/skills/add-llm-provider-or-model into .agents/skills/add-llm-provider-or-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-llm-provider-or-model", 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 bagofwords1/bagofwords --skill add-llm-provider-or-model -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bagofwords1/bagofwords add-llm-provider-or-model --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bagofwords1/bagofwords.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/add-llm-provider-or-model .cursor/skills/add-llm-provider-or-model && 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 "add-llm-provider-or-model" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/.agents/skills/add-llm-provider-or-model into .cursor/skills/add-llm-provider-or-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-llm-provider-or-model", 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/bagofwords1/bagofwords.git --path .agents/skills/add-llm-provider-or-model--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 bagofwords1/bagofwords --skill add-llm-provider-or-model -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bagofwords1/bagofwords add-llm-provider-or-model --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bagofwords1/bagofwords.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/add-llm-provider-or-model .gemini/skills/add-llm-provider-or-model && 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 "add-llm-provider-or-model" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/.agents/skills/add-llm-provider-or-model into .gemini/skills/add-llm-provider-or-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-llm-provider-or-model", 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 bagofwords1/bagofwords add-llm-provider-or-modelInstalls 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 bagofwords1/bagofwords --skill add-llm-provider-or-model -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bagofwords1/bagofwords.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/add-llm-provider-or-model .github/skills/add-llm-provider-or-model && 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 "add-llm-provider-or-model" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/.agents/skills/add-llm-provider-or-model into .github/skills/add-llm-provider-or-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-llm-provider-or-model", 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 bagofwords1/bagofwords --skill add-llm-provider-or-model -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bagofwords1/bagofwords add-llm-provider-or-model --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bagofwords1/bagofwords.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/add-llm-provider-or-model .opencode/skills/add-llm-provider-or-model && 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 "add-llm-provider-or-model" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/.agents/skills/add-llm-provider-or-model into .opencode/skills/add-llm-provider-or-model/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "add-llm-provider-or-model", 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
add-llm-provider-or-model- GitHub stars
- 459
- Token cost
- ~1.3k tokens
- SKILL.md length
- 497 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Add a new LLM model to the preset catalog, or a whole new LLM provider — with the mandatory pre-flight verification of model id, pricing, and context window against the provider's official docs.
- Works in 4 steps: Exact model_id as the API expects it… → Input and output cost per million tokens… → Context window (tokens) and vision… → …
- Asked to add/update LLM models
- SKILL.md covers Pre-flight: verify BEFORE…, Adding a model (existing…, Adding a provider and Verification, plus 1 more section
- Calls uv
What it does
Add LLM Provider Or Model is an agent skill from bagofwords1/bagofwords. Add a new LLM model to the preset catalog, or a whole new LLM provider — with the mandatory pre-flight verification of model id, pricing, and context window against the provider's official docs. Use when asked to add/update LLM models, providers, or pricing.
Its SKILL.md is about 1.3k 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 Agent Workflows, covering Context engineering. The repository describes itself as: Chat with your data - with memory, rules, and observability built in. Deploy in 2 minutes.
When your agent uses it
- Asked to add/update LLM models
- Tasks that involve Context engineering
Example prompts
- “/add-llm-provider-or-model”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Exact model_id as the API expects it (e.g. claude-sonnet-5,
- Input and output cost per million tokens (USD) — these feed real cost
- Context window (tokens) and vision support.
- The model actually works on the provider's current API version used by
What it can do on your machine
Read from SKILL.md and the folder at commit 14d5908. 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:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
Add LLM Provider Or Model loads about 1.3k tokens when it runs. Until then it costs about 71 tokens; SKILL.md has 497 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 497 words (~1,346 tokens).
“Never add a model from memory — model ids and prices change and training data goes stale. For each model, confirm from the provider's official docs/pricing page (web search / fetch, cite the URL in the PR):”
- name
- add-llm-provider-or-model
Files
Just SKILL.md in .agents/skills/add-llm-provider-or-model of bagofwords1/bagofwords.
Open the folder on GitHubat commit 14d5908
Compare with similar skills
Add LLM Provider Or Model 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 |
|---|---|---|---|---|---|---|
| Add LLM Provider Or Model this skillbagofwords1/bagofwords | 459 | — | ~1.3k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | Automated safety check: Pass | Custom licence | |
| Memori Long-Term MemoryMemoriLabs/Memori | 17k | — | ~2k | Automated safety check: Notes | Custom licence | |
| Picoclaw Skill Creatorsipeed/picoclaw | 30k | — | ~4.4k | Automated safety check: Pass | MIT | |
| Context Mode for Antigravity CLImksglu/context-mode | 26k | — | ~850 | Automated safety check: Pass | Custom licence | |
| ccc Semantic Code Searchcocoindex-io/cocoindex-code | 2.8k | — | ~938 | Automated safety check: Pass | Apache-2.0 |
Similar skills
Memori Long-Term Memory
MemoriLabs/Memori
Connects Claude Code to Memori Cloud for long-term memory, recalling stored context before substantive replies and saving new context afterward.
Picoclaw Skill Creator
sipeed/picoclaw
Guidance for creating, updating and reviewing Picoclaw skills, from the SKILL.md structure to organizing bundled scripts, references and assets.
Context Mode for Antigravity CLI
mksglu/context-mode
Routing rules for using context-mode MCP tools in Antigravity CLI: sandboxed code runs, file analysis, indexed search and web fetches that keep large output out of the conversation.
ccc Semantic Code Search
cocoindex-io/cocoindex-code
Semantic code search and index management with the ccc CLI: the agent initializes, indexes and queries the project by concept, filtering by language or path.
Token Optimizer
alexgreensh/token-optimizer
Audits a Claude Code or Codex setup for context-window waste, fixes it with the user's approval, and measures the saving.
More from bagofwords1/bagofwords
All 13 skills in this repoUI Audit
bagofwords1/bagofwords
Exhaustively audit the UI control by control and role by role — enumerate every button, link, and input on a set of pages, write down what each is supposed to do (derived from the handler code and…
Add Connection Type
bagofwords1/bagofwords
Add a new data source / connection type (e.g. An agent skill from bagofwords1/bagofwords.
Docs Update
bagofwords1/bagofwords
Update the product docs at docs.bagofwords.com (Mintlify) with text and fresh screenshots after a user-facing change ships.
Localization
bagofwords1/bagofwords
The locale/i18n architecture of bagofwords — catalogs, resolution order, RTL, backend contracts — and the procedures for adding strings, adding a locale, or translating UI.
QA
bagofwords1/bagofwords
Run a live QA pass over the app — first map all user-facing functionality, then boot the full stack and manually exercise flows with Playwright, recording pass/fail evidence and filing a QA report.
Release Notes
bagofwords1/bagofwords
Bump the version and write a CHANGELOG.md release-notes entry after a user-facing change ships.
Related
Categories
Questions about Add LLM Provider Or Model
What does Add LLM Provider Or Model do?
Add a new LLM model to the preset catalog, or a whole new LLM provider — with the mandatory pre-flight verification of model id, pricing, and context window against the provider's official docs. Add LLM Provider Or Model is an agent skill from bagofwords1/bagofwords. Add a new LLM model to the preset catalog, or a whole new LLM provider — with the mandatory pre-flight verification of model id, pricing, and context window against the provider's official docs.
When should I use Add LLM Provider Or Model?
Add LLM Provider Or Model fits situations like: asked to add/update LLM models; tasks that involve Context engineering.
How do I install Add LLM Provider Or Model in Claude Code?
Run `npx skills add bagofwords1/bagofwords --skill add-llm-provider-or-model -a claude-code`. Or copy the skill folder (.agents/skills/add-llm-provider-or-model in bagofwords1/bagofwords) into .claude/skills/add-llm-provider-or-model in your project. Claude Code loads it when a task matches its description.
How do I install Add LLM Provider Or Model in Codex?
Run `npx skills add bagofwords1/bagofwords --skill add-llm-provider-or-model -a codex`. Or copy the skill folder (.agents/skills/add-llm-provider-or-model in bagofwords1/bagofwords) into .agents/skills/add-llm-provider-or-model in your project. Codex loads it when a task matches its description.
Can I use Add LLM Provider Or Model 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 bagofwords1/bagofwords --skill add-llm-provider-or-model -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/add-llm-provider-or-model, .gemini/skills/add-llm-provider-or-model, .github/skills/add-llm-provider-or-model and .opencode/skills/add-llm-provider-or-model in your project.
What does Add LLM Provider Or Model need to run?
Going by SKILL.md and its folder, Add LLM Provider Or Model needs the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Add LLM Provider Or Model access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Add LLM Provider Or Model 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 Add LLM Provider Or Model use?
Add LLM Provider Or Model 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 Add LLM Provider Or Model use?
About 1.3k tokens (SKILL.md is roughly 5.4k 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 Add LLM Provider Or Model?
Skills that share tags, products or a category with Add LLM Provider Or Model: Context Mode Output Sandbox (mksglu/context-mode, 26k stars), Memori Long-Term Memory (MemoriLabs/Memori, 17k stars), Picoclaw Skill Creator (sipeed/picoclaw, 30k stars) and Context Mode for Antigravity CLI (mksglu/context-mode, 26k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Add LLM Provider Or Model?
bagofwords1 (a GitHub organization) maintains it in bagofwords1/bagofwords, which has 459 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 10, 2026.
Source: bagofwords1/bagofwords on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.