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Route HugeGraph MCP operational checks to status, schema, permission, AI availability, and read-only verification tools.
Install Hugegraph Operator
$ npx skills add apache/hugegraph-ai --skill hugegraph-operator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install apache/hugegraph-ai hugegraph-operator --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/apache/hugegraph-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/hugegraph-operator .claude/skills/hugegraph-operator && 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 "hugegraph-operator" agent skill from https://github.com/apache/hugegraph-ai/tree/main/skills/hugegraph-operator into .claude/skills/hugegraph-operator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hugegraph-operator", 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/apache/hugegraph-ai/tree/main/skills/hugegraph-operatorType 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 apache/hugegraph-ai --skill hugegraph-operator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install apache/hugegraph-ai hugegraph-operator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/hugegraph-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/hugegraph-operator .agents/skills/hugegraph-operator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hugegraph-operator" agent skill from https://github.com/apache/hugegraph-ai/tree/main/skills/hugegraph-operator into .agents/skills/hugegraph-operator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hugegraph-operator", 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 apache/hugegraph-ai --skill hugegraph-operator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install apache/hugegraph-ai hugegraph-operator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/hugegraph-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/hugegraph-operator .cursor/skills/hugegraph-operator && 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 "hugegraph-operator" agent skill from https://github.com/apache/hugegraph-ai/tree/main/skills/hugegraph-operator into .cursor/skills/hugegraph-operator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hugegraph-operator", 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/apache/hugegraph-ai.git --path skills/hugegraph-operator--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 apache/hugegraph-ai --skill hugegraph-operator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install apache/hugegraph-ai hugegraph-operator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/hugegraph-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/hugegraph-operator .gemini/skills/hugegraph-operator && 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 "hugegraph-operator" agent skill from https://github.com/apache/hugegraph-ai/tree/main/skills/hugegraph-operator into .gemini/skills/hugegraph-operator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hugegraph-operator", 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 apache/hugegraph-ai hugegraph-operatorInstalls 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 apache/hugegraph-ai --skill hugegraph-operator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/apache/hugegraph-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/hugegraph-operator .github/skills/hugegraph-operator && 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 "hugegraph-operator" agent skill from https://github.com/apache/hugegraph-ai/tree/main/skills/hugegraph-operator into .github/skills/hugegraph-operator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hugegraph-operator", 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 apache/hugegraph-ai --skill hugegraph-operator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install apache/hugegraph-ai hugegraph-operator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/apache/hugegraph-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/hugegraph-operator .opencode/skills/hugegraph-operator && 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 "hugegraph-operator" agent skill from https://github.com/apache/hugegraph-ai/tree/main/skills/hugegraph-operator into .opencode/skills/hugegraph-operator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hugegraph-operator", 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
hugegraph-operator- GitHub stars
- 144
- Token cost
- ~513 tokens
- SKILL.md length
- 146 words
- Files
- 2
- Skills in repo
- 5
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Route HugeGraph MCP operational checks to status, schema, permission, AI availability, and read-only verification tools.
- The user asks to check the current graph
- SKILL.md covers Tool Routes and Order
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- HugeGraph-AI state
What it does
Hugegraph Operator is an agent skill from apache/hugegraph-ai. Route HugeGraph MCP operational checks to status, schema, permission, AI availability, and read-only verification tools. Use when the user asks to check the current graph, schema, MCP connection, readonly state, HugeGraph-AI state, counts, indexes, or readiness.
Its SKILL.md is about 510 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 Knowledge Management. It works with Model Context Protocol. The repository describes itself as: The integration of HugeGraph with AI/LLM & GraphRAG. The licence is Apache-2.0.
When your agent uses it
- The user asks to check the current graph
- HugeGraph-AI state
Example prompts
- “/hugegraph-operator”
What it can do on your machine
Read from SKILL.md and the folder at commit 9922568. 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
Hugegraph Operator loads about 513 tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 146 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 apache/hugegraph-ai at commit 9922568, republished under its Apache-2.0 licence (© apache). 146 words, ~513 tokens.
Download SKILL.mdSave it as
.claude/skills/hugegraph-operator/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- hugegraph-operator
- description
- Route HugeGraph MCP operational checks to status, schema, permission, AI availability, and read-only verification tools. Use when the user asks to check the current graph, schema, MCP connection, readonly state, HugeGraph-AI state, counts, indexes, or readiness.
HugeGraph Operator
Tool Routes
| Goal | Tool |
|---|---|
| Quick check connection, status, permissions | inspect_graph_tool(include_raw_schema=false) |
| Fetch vertex/edge counts | inspect_graph_tool(include_counts=true) |
| Inspect full schema, primary keys, indexes, edge endpoints | inspect_graph_tool(include_raw_schema=true) |
| Check readonly, graph, or graphspace | inspect_graph_tool(include_raw_schema=false) |
| Verify whether graph data exists | query_graph_data_tool (bounded page or exact ID query) |
| Get schema context before query | inspect_graph_tool(include_raw_schema=true) |
| Check schema before import | inspect_graph_tool(include_raw_schema=true) |
| Check schema before schema design | inspect_graph_tool(include_raw_schema=true) |
| Check AI generation readiness | inspect_graph_tool(include_raw_schema=false), then optionally generate_gremlin_tool(query, execute=false) |
inspect_graph_tool reports hugegraph_ai_status, but does not expose the
HUGEGRAPH_MCP_ALLOW_AI or HUGEGRAPH_MCP_ADMIN_MODE configuration values.
Check those environment variables in the server process when diagnosing a
disabled AI call or an admin-gated tool.
Order
Status check: inspect_graph_tool
Schema audit: inspect_graph_tool(include_raw_schema=true)
Data verification: inspect_graph_tool(include_counts=true) -> query_graph_data_toolWhen AI is disabled by configuration, hugegraph_ai_status="disabled" is normal; no AI service check is needed. unavailable means an enabled AI service check failed.
Structured query and plan lifecycle tools require the default v2_core toolset. For a v1 deployment, enable HUGEGRAPH_MCP_TOOLSET=v2_core and restart before using them.
© apache, 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 skills/hugegraph-operator of apache/hugegraph-ai.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit 9922568
Compare with similar skills
Hugegraph Operator 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 |
|---|---|---|---|---|---|---|
| Hugegraph Operator this skillapache/hugegraph-ai | 144 | — | ~513 | Automated safety check: Pass | Apache-2.0 | |
| Multi-Source to NotebookLM Processorjoeseesun/qiaomu-anything-to-notebooklm | 6.2k | — | ~3.6k | Automated safety check: Pass | MIT | |
| Open Knowledge Discoveryinkeep/open-knowledge | 4.4k | 1 repos | ~2k | Automated safety check: Pass | GPL-3.0 | |
| NotebookLM Research Workflowclaude-world/notebooklm-skill | 465 | — | ~1.8k | Automated safety check: Pass | MIT | |
| Arkon Editnduckmink/arkon | 1.5k | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Arkon Querynduckmink/arkon | 1.5k | — | ~1k | Automated safety check: Pass | Custom licence |
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Related
Works with
Categories
Questions about Hugegraph Operator
What does Hugegraph Operator do?
Route HugeGraph MCP operational checks to status, schema, permission, AI availability, and read-only verification tools. Hugegraph Operator is an agent skill from apache/hugegraph-ai. Route HugeGraph MCP operational checks to status, schema, permission, AI availability, and read-only verification tools.
When should I use Hugegraph Operator?
Hugegraph Operator fits situations like: the user asks to check the current graph; hugeGraph-AI state.
How do I install Hugegraph Operator in Claude Code?
Run `npx skills add apache/hugegraph-ai --skill hugegraph-operator -a claude-code`. Or copy the skill folder (skills/hugegraph-operator in apache/hugegraph-ai) into .claude/skills/hugegraph-operator in your project. Claude Code loads it when a task matches its description.
How do I install Hugegraph Operator in Codex?
Run `npx skills add apache/hugegraph-ai --skill hugegraph-operator -a codex`. Or copy the skill folder (skills/hugegraph-operator in apache/hugegraph-ai) into .agents/skills/hugegraph-operator in your project. Codex loads it when a task matches its description.
Can I use Hugegraph Operator 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 apache/hugegraph-ai --skill hugegraph-operator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hugegraph-operator, .gemini/skills/hugegraph-operator, .github/skills/hugegraph-operator and .opencode/skills/hugegraph-operator in your project.
What does Hugegraph Operator need to run?
SKILL.md names no scripts, command-line tools or credentials: Hugegraph Operator is instructions for the agent only.
Does Hugegraph Operator 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 Hugegraph Operator 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 Hugegraph Operator use?
Hugegraph Operator 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 Hugegraph Operator use?
About 513 tokens (SKILL.md is roughly 2.1k 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 Hugegraph Operator?
Skills that share tags, products or a category with Hugegraph Operator: Multi-Source to NotebookLM Processor (joeseesun/qiaomu-anything-to-notebooklm, 6.2k stars), Open Knowledge Discovery (inkeep/open-knowledge, 4.4k stars), NotebookLM Research Workflow (claude-world/notebooklm-skill, 465 stars) and Arkon Edit (nduckmink/arkon, 1.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Hugegraph Operator?
apache (a GitHub organization) maintains it in apache/hugegraph-ai, which has 144 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on October 3, 2026.
Source: apache/hugegraph-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.