Is the ScienceClaw MCP server actively maintained?

The ScienceClaw MCP server was last committed 6mo ago and has 3 contributors. Issue health: 33% of issues resolved. AgentRank freshness score reflects real-time maintenance activity.

ScienceClaw MCP Server

Name: AgentTeam-TaichuAI/ScienceClaw
Rating: 2.9 (1 reviews)
Author: AgentTeam-TaichuAI

AgentTeam-TaichuAI/ScienceClaw

Score: 46.7 Rank #24370 Agent Framework

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ScienceClaw is a personal research assistant built with LangChain DeepAgents and AIO Sandbox infrastructure, adopting a completely new architecture beyond OpenClaw. It offers stronger security, better transparency, and a more user-friendly experience.

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Overview

AgentTeam-TaichuAI/ScienceClaw is a Python tool. ScienceClaw is a personal research assistant built with LangChain DeepAgents and AIO Sandbox infrastructure, adopting a completely new architecture beyond OpenClaw. It offers stronger security, better transparency, and a more user-friendly experience. Topics: ai-agent, bioinformatics, data-analysis, docker, drug-discovery, fastapi, feishu, langchain, langgraph, llm, mcp, multi-agent, pubmed, research-assistant, sandbox, scientific-research, self-hosted, tool-use, vue, wechat.

Ranked #24370 out of 24846 indexed tools.

Ecosystem

Python No license

ai-agentbioinformaticsdata-analysisdockerdrug-discoveryfastapifeishulangchainlanggraphllmmcpmulti-agentpubmedresearch-assistantsandboxscientific-researchself-hostedtool-usevuewechat

Score Breakdown

Stars 15% 670

670 stars → growing community

Freshness 25% 6mo ago

Last commit 6mo ago → stale

Issue Health 25% 33%

7/21 issues closed → many open issues

Contributors 10% 3

3 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A

PyPI Downloads N/A

Forks 73

Description Detailed

License None

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Freshness high impact

Last commit was 186 days ago — a recent commit would boost your freshness score

Issue Health high impact

You have 14 open vs 7 closed issues — triaging stale issues improves health

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Markdown

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Details

Stars: 670
Forks: 73
Open Issues: 14
Closed Issues: 7
Contributors: 3
Dependents: —
Language: Python
License: —
Last Commit: 6mo ago

Matched Queries

topic:mcp

From the README

<div align="center">

<h1>&nbsp;ScienceClaw</h1>

**[English](README.md)** | **[中文](README_zh.md)**

</div>

ScienceClaw is a personal research assistant built with [LangChain DeepAgents](https://github.com/langchain-ai/deepagents) and [AIO Sandbox](https://github.com/agent-infra/sandbox) infrastructure, adopting a completely new architecture beyond OpenClaw. It offers stronger security, better transparency, and a more user-friendly experience.

<div align="center">

*1,900+ built-in scientific tools · Multi-format content generation · Fully local & privacy-first*

      

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<video src="https://github.com/user-attachments/assets/2680110c-e9f6-4007-9c56-b923c35f9992" controls width="800" autoplay muted loop></video>

[Why ScienceClaw](#why-scienceclaw) · [Architecture](#architecture) · [News](#news) · [Quick Start](#quick-start) · [Demo](#demo) · [Free API Credits](#free-api-credits) · [Tools & Skills](#tools-skills) · [Features](#practical-features) · [Project Structure](#project-st

Read full README on GitHub →