Agent skill

Hugegraph Data Importer

by apache in apache/hugegraph-ai

Route HugeGraph MCP graph data extraction and controlled import/delete tasks to stable public tools.

Apache-2.0Auto-check passedKnowledge Management

Install Hugegraph Data Importer

skills CLI
$ npx skills add apache/hugegraph-ai --skill hugegraph-data-importer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install apache/hugegraph-ai hugegraph-data-importer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/apache/hugegraph-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/hugegraph-data-importer .claude/skills/hugegraph-data-importer && rm -rf skills-src

Use ~/.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/

Facts

Skill name
hugegraph-data-importer
GitHub stars
145
Token cost
~544 tokens
SKILL.md length
137 words
Files
2
Skills in repo
5
Repo updated
First seen
Licence
Apache-2.0

At a glance

Route HugeGraph MCP graph data extraction and controlled import/delete tasks to stable public tools.

  • The user asks to extract graph data from text
  • SKILL.md covers Tool Routes and Order
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Import structured vertices

What it does

Hugegraph Data Importer is an agent skill from apache/hugegraph-ai. Route HugeGraph MCP graph data extraction and controlled import/delete tasks to stable public tools. Use when the user asks to extract graph data from text, import structured vertices or edges, verify an import, or asks whether table, SQL, update, or delete graph writes are available.

Its SKILL.md is about 540 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, covering SQL. It works with Model Context Protocol and SQL. 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 extract graph data from text
  • Import structured vertices
  • Verify an import
  • Asks whether table

Example prompts

  • “/hugegraph-data-importer”

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 (its code samples are json).

    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 Data Importer loads about 544 tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 137 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~77
When it runs · the whole SKILL.md, loaded when a task matches
~544

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). 137 words, ~544 tokens.

Download SKILL.mdSave it as .claude/skills/hugegraph-data-importer/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
hugegraph-data-importer
description
Route HugeGraph MCP graph data extraction and controlled import/delete tasks to stable public tools. Use when the user asks to extract graph data from text, import structured vertices or edges, verify an import, or asks whether table, SQL, update, or delete graph writes are available.

HugeGraph Data Importer

Tool Routes

GoalTool
Inspect schema, primary keys, or edge endpointsinspect_graph_tool(include_raw_schema=true)
Extract candidate graph data from textextract_graph_data_tool(text, graph_schema?, example_prompt?)
Preview structured vertex/edge importimport_graph_data_tool(mode="ingest", graph_data, dry_run=true)
Execute confirmed importUnavailable: preview-only, no plan_id; confirmation returns FEATURE_DISABLED
Preview controlled vertex/edge deletedelete_graph_data_tool(change_plan, dry_run=true)
Execute confirmed controlled deleteconfirm_write_tool(plan_id) for a confirmable exact edge delete only
Verify imported dataquery_graph_data_tool (bounded page or exact ID query)

change_plan must contain exact operations. For example, a vertex delete preview (not executable) is:

json
{"operations":[{"op":"delete_vertex","label":"person","match":{"name":"Alice"}}]}

Edge deletion uses op: "delete_edge", label, source_label, source_match, target_label, and target_match. Each operation must resolve to exactly one target during dry-run; bulk and cascade deletes are not supported.

Order

text
inspect_graph_tool -> extract_graph_data_tool or prepare graph_data
-> import_graph_data_tool(dry_run=true)
-> review preview (stop: no executable import plan)

For controlled deletes:

text
inspect_graph_tool(include_raw_schema=true)
-> delete_graph_data_tool(dry_run=true)
-> confirm_write_tool(plan_id), only for confirmable exact edge deletes
-> get_write_status_tool(plan_id) -> query_graph_data_tool

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-data-importer of apache/hugegraph-ai.

  • SKILL.md
  • agents/openai.yaml

Open the folder on GitHubat commit 9922568

Compare with similar skills

Hugegraph Data Importer 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.

Hugegraph Data Importer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Hugegraph Data Importer this skillapache/hugegraph-ai145—~544Automated safety check: PassApache-2.0
StarRocks SQL Doc Auto-FixStarRocks/starrocks12k—~7.6kAutomated safety check: NotesApache-2.0
Schema Explorationtimescale/pg-aiguide1.9k—~1.1kAutomated safety check: PassApache-2.0
Database QueryEXboys/evotown646—~425Automated safety check: PassMIT
Greptimedb Perses DashboardGreptimeTeam/dashboard111—~3.9kAutomated safety check: PassApache-2.0
NpgsqlrestNpgsqlRest/NpgsqlRest132—~7kAutomated safety check: NotesMIT

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  • Hugegraph Operator

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  • Hugegraph Schema Designer

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  • Hugegraph Query Analyst

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    Route HugeGraph MCP structured graph query tasks to stable read-only tools.

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  • Hugegraph Regression Tester

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Questions about Hugegraph Data Importer

What does Hugegraph Data Importer do?

Route HugeGraph MCP graph data extraction and controlled import/delete tasks to stable public tools. Hugegraph Data Importer is an agent skill from apache/hugegraph-ai. Route HugeGraph MCP graph data extraction and controlled import/delete tasks to stable public tools.

When should I use Hugegraph Data Importer?

Hugegraph Data Importer fits situations like: the user asks to extract graph data from text; import structured vertices; verify an import; asks whether table.

How do I install Hugegraph Data Importer in Claude Code?

Run `npx skills add apache/hugegraph-ai --skill hugegraph-data-importer -a claude-code`. Or copy the skill folder (skills/hugegraph-data-importer in apache/hugegraph-ai) into .claude/skills/hugegraph-data-importer in your project. Claude Code loads it when a task matches its description.

How do I install Hugegraph Data Importer in Codex?

Run `npx skills add apache/hugegraph-ai --skill hugegraph-data-importer -a codex`. Or copy the skill folder (skills/hugegraph-data-importer in apache/hugegraph-ai) into .agents/skills/hugegraph-data-importer in your project. Codex loads it when a task matches its description.

Can I use Hugegraph Data Importer 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-data-importer -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-data-importer, .gemini/skills/hugegraph-data-importer, .github/skills/hugegraph-data-importer and .opencode/skills/hugegraph-data-importer in your project.

What does Hugegraph Data Importer need to run?

SKILL.md names no scripts, command-line tools or credentials: Hugegraph Data Importer is instructions for the agent only.

Does Hugegraph Data Importer 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 Data Importer 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 Data Importer use?

Hugegraph Data Importer 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 Data Importer use?

About 544 tokens (SKILL.md is roughly 2.2k 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 Data Importer?

Skills that share tags, products or a category with Hugegraph Data Importer: StarRocks SQL Doc Auto-Fix (StarRocks/starrocks, 12k stars), Schema Exploration (timescale/pg-aiguide, 1.9k stars), Database Query (EXboys/evotown, 646 stars) and Greptimedb Perses Dashboard (GreptimeTeam/dashboard, 111 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Hugegraph Data Importer?

apache (a GitHub organization) maintains it in apache/hugegraph-ai, which has 145 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.