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Install in OpenClaw
/install ragflow-skill-python
Description
Use for RAGFlow dataset tasks: create, list, inspect, update, or delete datasets; upload, list, update, or delete documents; start or stop parsing; check par...
Usage Guidance
This skill appears to be a straightforward client for a RAGFlow HTTP API. Before installing: (1) ensure RAGFLOW_API_URL points to a trusted RAGFlow server you control or trust — the scripts will send files and API requests there; (2) treat RAGFLOW_API_KEY as a secret (it is used in Authorization headers); (3) when uploading, only provide files you intend to send to that server; (4) the SKILL.md includes safe guardrails (explicit confirmation for deletes, separate parse start), but confirm the agent follows those in practice; (5) if you need higher assurance, review the omitted/truncated script contents (upload.py and others) locally to verify no additional network endpoints or hidden behavior are present.
Capability Analysis
Type: OpenClaw Skill
Name: ragflow-skill-python
Version: 1.0.0
The skill bundle provides a standard set of Python scripts for managing RAGFlow datasets and documents via its HTTP API. The implementation uses Python's standard library (urllib, argparse) and follows a consistent, well-documented structure across files like scripts/datasets.py, scripts/upload.py, and scripts/search.py. No evidence of data exfiltration, malicious execution, or prompt injection was found; the scripts include appropriate guardrails and instructions for the AI agent to seek user confirmation for destructive actions.
Capability Tags
Capability Assessment
Purpose & Capability
Name/description match the included scripts and required items: python3 and RAGFLOW_API_URL / RAGFLOW_API_KEY. All declared requirements are directly needed for calling the RAGFlow HTTP API and running the bundled Python scripts.
Instruction Scope
SKILL.md restricts the agent to using the bundled scripts and to prefer --json. Scripts only read the declared env vars and (where applicable) user-provided file paths for uploads; they perform HTTP calls to the configured RAGFlow API. Guardrails for deletes and parsing are explicit.
Install Mechanism
No install spec is provided (instruction-only installation). The skill bundles Python scripts to be executed by python3; there is no external download/install step that would fetch arbitrary code at runtime.
Credentials
Only RAGFLOW_API_URL and RAGFLOW_API_KEY are required and the primary credential is the API key. No unrelated secrets, cloud provider creds, or system-wide config paths are requested.
Persistence & Privilege
always is false and the skill does not request persistent system privileges or modify other skills. Autonomous invocation is allowed (platform default) but not combined with elevated privileges here.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ragflow-skill-python - After installation, invoke the skill by name or use
/ragflow-skill-python - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of the ragflow-dataset-ingest skill for RAGFlow dataset and document management.
- Supports creating, listing, inspecting, updating, and deleting RAGFlow datasets and documents.
- Provides commands to upload documents, start/stop parsing, check parsing status, and retrieve chunks.
- Allows listing of configured models.
- Enforces guardrails for safe deletions, explicit parsing actions, and precise error reporting.
- Standardizes output using exact field returns and table formatting for 3+ items.
Metadata
Frequently Asked Questions
What is ragflow-skill-python?
Use for RAGFlow dataset tasks: create, list, inspect, update, or delete datasets; upload, list, update, or delete documents; start or stop parsing; check par... It is an AI Agent Skill for Claude Code / OpenClaw, with 76 downloads so far.
How do I install ragflow-skill-python?
Run "/install ragflow-skill-python" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is ragflow-skill-python free?
Yes, ragflow-skill-python is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does ragflow-skill-python support?
ragflow-skill-python is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created ragflow-skill-python?
It is built and maintained by chang (@liberalchang); the current version is v1.0.0.
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