hugegraph-ai connects the HugeGraph graph platform with artificial intelligence tools, including large language models, graph retrieval, knowledge-graph construction, and graph machine learning. It is intended for developers building applications that query, analyze, or reason over graph data through Python interfaces and related modules.
Borrowing it
Nothing to install: this file belongs to apache/hugegraph-ai. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/apache/hugegraph-ai/main/AGENTS.mdgit clone --depth 1 https://github.com/apache/hugegraph-aiWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/apache/hugegraph-ai/agents-md)<a href="https://agentmods.dev/instructions/apache/hugegraph-ai/agents-md"><img src="https://agentmods.dev/badge/instructions/apache/hugegraph-ai/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/apache/hugegraph-ai/agents-md"><img src="https://agentmods.dev/badge/instructions/apache/hugegraph-ai/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00787 | $0.00787 |
| Opus 5.5 | $0.00315 | $0.00315 |
| Sonnet 5.5 | $0.00157 | $0.00157 |
| Haiku 4.5 | $0.00079 | $0.00079 |
Grade A, and why
hugegraph-ai AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 54 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Guidance for AI agents working in this repository. Keep README content in README files; keep this file focused on decisions agents commonly get wrong.
Stack & Modules
- This is a Python
uvworkspace. Prefer root-level workspace commands unless a module-specific file says otherwise. hugegraph-llm-sdk/owns the standalone graph schema/extraction runtime. Keep its base installation independent of application/provider dependencies; verify LLM callers after SDK changes.hugegraph-llm/is the primary and most frequently changed module. When editing or reviewing it, readhugegraph-llm/AGENTS.mdfirst.hugegraph-python-client/is a supporting dependency for HugeGraph access. Change it only when the client contract itself must change, and verifyhugegraph-llmcallers when you do.- Treat
hugegraph-ml/andvermeer-python-client/as lower-frequency modules. Do not expand changes into them without a direct reason.
Testing Expectations
- Any code change must include sufficient and effective test coverage for the changed behavior, regression risk, or failure path.
- Do not add tests that only improve coverage numbers while mocking away the behavior being changed.
- If a change cannot reasonably include automated tests, state why and provide the manual verification performed.
- Cross-module or shared dependency changes must test the affected downstream module, not only the package where the edit was made.
Code Search Anchors
hugegraph-llm/src/hugegraph_llm/- main LLM, RAG, KG, prompt, API, and vector-index code.hugegraph-python-client/src/pyhugegraph/- Python client used by LLM code to talk to HugeGraph.pyproject.tomland modulepyproject.tomlfiles - workspace membership, dependency groups, lint settings, Python versions.rules/README.md- staged AI-assisted workflow for multi-file features, API contract changes, or cross-module design changes.
Build & Test
uv sync --all-extras
uv run --extra dev ruff format --check .
uv run --extra dev ruff check .
uv run --extra dev ty check hugegraph-llm-sdk/src/hugegraph_llm_sdk hugegraph-llm/src/hugegraph_llm hugegraph-python-client/src/pyhugegraph
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago Changed · +5 lines · +139 tokens per session d64b35291a26
- 2mo ago First seen · 49 lines · 648 tokens per session scan A b449241bef2b
hugegraph-ai AGENTS.md is an instructions file published in the GitHub repository apache/hugegraph-ai (145 stars, last pushed yesterday), licensed Apache-2.0. It adds 787 tokens to every session, about $0.0031 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
hugegraph-ai AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| hugegraph-ai AGENTS.mdapache/hugegraph-ai | Instructions file | 145 | yesterday | Apache-2.0 | A | 787 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |