Query, visualize, and analyze data in a Bag of Words (BOW) workspace via the bagofwords MCP tools.
$ npx skills add bagofwords1/bagofwords --skill bagofwords -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bagofwords1/bagofwords bagofwords --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/integrations/mcp .claude/skills/bagofwords && 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 "bagofwords" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/integrations/mcp into .claude/skills/bagofwords/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bagofwords", 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/integrations/mcpType 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 bagofwords -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bagofwords1/bagofwords bagofwords --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/integrations/mcp .agents/skills/bagofwords && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bagofwords" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/integrations/mcp into .agents/skills/bagofwords/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bagofwords", 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 bagofwords -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bagofwords1/bagofwords bagofwords --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/integrations/mcp .cursor/skills/bagofwords && 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 "bagofwords" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/integrations/mcp into .cursor/skills/bagofwords/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bagofwords", 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 integrations/mcp--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 bagofwords -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bagofwords1/bagofwords bagofwords --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/integrations/mcp .gemini/skills/bagofwords && 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 "bagofwords" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/integrations/mcp into .gemini/skills/bagofwords/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bagofwords", 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 bagofwordsInstalls 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 bagofwords -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/integrations/mcp .github/skills/bagofwords && 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 "bagofwords" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/integrations/mcp into .github/skills/bagofwords/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bagofwords", 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 bagofwords -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 bagofwords --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/integrations/mcp .opencode/skills/bagofwords && 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 "bagofwords" agent skill from https://github.com/bagofwords1/bagofwords/tree/main/integrations/mcp into .opencode/skills/bagofwords/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bagofwords", 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.
bagofwordsQuery, visualize, and analyze data in a Bag of Words (BOW) workspace via the bagofwords MCP tools.
Bagofwords is an agent skill from bagofwords1/bagofwords. Query, visualize, and analyze data in a Bag of Words (BOW) workspace via the bagofwords MCP tools. Use for creating reports, running tracked queries, and building dashboards.
Its SKILL.md is about 1.5k 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 Data & Analytics, covering Data analysis and MCP servers. It works with Model Context Protocol. The repository describes itself as: Chat with your data - with memory, rules, and observability built in. Deploy in 2 minutes.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit f227059. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Bagofwords loads about 1.5k tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 772 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.
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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 772 words (~1,466 tokens).
“BOW is a data-analytics workspace connected to the organization's databases and files. You drive it through the bagofwords MCP tools. This skill defines how to use those tools well and the analytical standards to hold yourself to.”
Just SKILL.md in integrations/mcp of bagofwords1/bagofwords.
Open the folder on GitHubat commit f227059
Bagofwords 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 |
|---|---|---|---|---|---|---|
| Bagofwords this skillbagofwords1/bagofwords | 459 | — | ~1.5k | Automated safety check: Pass | Custom licence | |
| Querying Indonesian Gov Datasuryast/indonesia-gov-apis | 172 | — | ~997 | Automated safety check: Pass | MIT | |
| Openbb Data Fetchermonarchjuno/vibe-investing | 299 | — | ~2.9k | Automated safety check: Notes | MIT | |
| Diagnosekbanc85/claudia | 296 | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Cesium Mapgaopengbin/cesium-mcp | 140 | — | ~964 | Automated safety check: Pass | MIT | |
| Cao Workflowawslabs/cli-agent-orchestrator | 1.4k | — | ~4.5k | Automated safety check: Pass | Apache-2.0 |
suryast/indonesia-gov-apis
Query 57 Indonesian government APIs and data sources — BPJPH halal certification, BPOM food safety, OJK financial legality, BPS statistics, BMKG weather/earthquakes, Bank Indonesia exchange rates…
monarchjuno/vibe-investing
Fetch financial, market, economic, fundamental, news, options, crypto, ETF, index, and macro data through the OpenBB Python interface instead of the OpenBB MCP server.
kbanc85/claudia
Check memory system health and troubleshoot connectivity issues.
gaopengbin/cesium-mcp
Open and operate the Cesium MCP 3D map, create map objects and GeoJSON layers, or inspect the selected object in the connected map.
awslabs/cli-agent-orchestrator
Author and run CAO Python workflow scripts — multi-step, parameterized, fan-out orchestrations executed by cao workflow run.
PostHog/posthog
Export PostHog events, persons, sessions, or the results of a HogQL query on demand and download the resulting files.
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…
bagofwords1/bagofwords
Add a new data source / connection type (e.g. An agent skill from bagofwords1/bagofwords.
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.
bagofwords1/bagofwords
Update the product docs at docs.bagofwords.com (Mintlify) with text and fresh screenshots after a user-facing change ships.
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.
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.
Works with
Categories
Query, visualize, and analyze data in a Bag of Words (BOW) workspace via the bagofwords MCP tools. Bagofwords is an agent skill from bagofwords1/bagofwords. Query, visualize, and analyze data in a Bag of Words (BOW) workspace via the bagofwords MCP tools.
Bagofwords fits situations like: creating reports; running tracked queries; building dashboards.
Run `npx skills add bagofwords1/bagofwords --skill bagofwords -a claude-code`. Or copy the skill folder (integrations/mcp in bagofwords1/bagofwords) into .claude/skills/bagofwords in your project. Claude Code loads it when a task matches its description.
Run `npx skills add bagofwords1/bagofwords --skill bagofwords -a codex`. Or copy the skill folder (integrations/mcp in bagofwords1/bagofwords) into .agents/skills/bagofwords in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bagofwords1/bagofwords --skill bagofwords -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bagofwords, .gemini/skills/bagofwords, .github/skills/bagofwords and .opencode/skills/bagofwords in your project.
SKILL.md names no scripts, command-line tools or credentials: Bagofwords is instructions for the agent only.
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.
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.
Bagofwords has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1.5k tokens (SKILL.md is roughly 5.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Bagofwords: Querying Indonesian Gov Data (suryast/indonesia-gov-apis, 172 stars), Openbb Data Fetcher (monarchjuno/vibe-investing, 299 stars), Diagnose (kbanc85/claudia, 296 stars) and Cesium Map (gaopengbin/cesium-mcp, 140 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.
