eu.ansvar/botswana-law-mcp

平台与服务

by ansvar-systems

通过 MCP 访问博茨瓦纳法律法规,并支持对各类法案与条文进行全文检索。

什么是 eu.ansvar/botswana-law-mcp

通过 MCP 访问博茨瓦纳法律法规,并支持对各类法案与条文进行全文检索。

README

Botswana Law MCP Server

The BACLAYS alternative for the AI age.

npm version MCP Registry License GitHub stars CI Daily Data Check Database Provisions

Query 882 Botswanan Acts -- from the Data Protection Act 2018 and the Penal Code to the Companies Act, Employment Act, and more -- directly from Claude, Cursor, or any MCP-compatible client.

If you're building legal tech, compliance tools, or doing Botswanan legal research, this is your verified reference database.

Built by Ansvar Systems -- Stockholm, Sweden


Why This Exists

Botswanan legal research means navigating laws.parliament.bw, botswanalii.org, and scattered government PDF publications. Whether you're:

  • A lawyer validating citations in a brief or contract
  • A compliance officer checking obligations under the Data Protection Act 2018 or the Financial Intelligence Act
  • A legal tech developer building tools on Botswanan law
  • A researcher tracing legislative provisions across 882 Acts

...you shouldn't need dozens of browser tabs and manual PDF cross-referencing. Ask Claude. Get the exact provision. With context.

This MCP server makes Botswanan law searchable, cross-referenceable, and AI-readable.


Quick Start

Use Remotely (No Install Needed)

Connect directly to the hosted version -- zero dependencies, nothing to install.

Endpoint: https://botswana-law-mcp.vercel.app/mcp

ClientHow to Connect
Claude.aiSettings > Connectors > Add Integration > paste URL
Claude Codeclaude mcp add botswana-law --transport http https://botswana-law-mcp.vercel.app/mcp
Claude DesktopAdd to config (see below)
GitHub CopilotAdd to VS Code settings (see below)

Claude Desktop -- add to claude_desktop_config.json:

json
{
  "mcpServers": {
    "botswana-law": {
      "type": "url",
      "url": "https://botswana-law-mcp.vercel.app/mcp"
    }
  }
}

GitHub Copilot -- add to VS Code settings.json:

json
{
  "github.copilot.chat.mcp.servers": {
    "botswana-law": {
      "type": "http",
      "url": "https://botswana-law-mcp.vercel.app/mcp"
    }
  }
}

Use Locally (npm)

bash
npx @ansvar/botswana-law-mcp

Claude Desktop -- add to claude_desktop_config.json:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json Windows: %APPDATA%\Claude\claude_desktop_config.json

json
{
  "mcpServers": {
    "botswana-law": {
      "command": "npx",
      "args": ["-y", "@ansvar/botswana-law-mcp"]
    }
  }
}

Cursor / VS Code:

json
{
  "mcp.servers": {
    "botswana-law": {
      "command": "npx",
      "args": ["-y", "@ansvar/botswana-law-mcp"]
    }
  }
}

Example Queries

Once connected, just ask naturally:

  • "What does the Data Protection Act 2018 say about consent for data processing?"
  • "Find provisions in the Penal Code about fraud and financial crimes"
  • "Search for company law requirements under the Companies Act"
  • "What does the Employment Act say about termination and severance?"
  • "Is the Financial Intelligence Act still in force?"
  • "Find provisions about competition law under the Competition Act"
  • "Build a legal stance on corporate governance obligations in Botswana"
  • "Validate the citation 'Section 12 of the Data Protection Act 2018'"

What's Included

CategoryCountDetails
Acts882 statutesComprehensive Botswanan legislation
Provisions7,626 sectionsFull-text searchable with FTS5
Legal Definitions7,703 definitionsExtracted from Act texts
Database Size~17 MBOptimized SQLite, portable
Freshness ChecksAutomatedMonitoring against laws.parliament.bw

Verified data only -- every citation is validated against official sources (laws.parliament.bw, botswanalii.org). Zero LLM-generated content.


Why This Works

Verbatim Source Text (No LLM Processing):

  • All statute text is ingested from botswanalaws.com and the Parliament of Botswana (laws.parliament.bw)
  • Provisions are returned unchanged from SQLite FTS5 database rows
  • Zero LLM summarization or paraphrasing -- the database contains statute text, not AI interpretations

Smart Context Management:

  • Search returns ranked provisions with BM25 scoring (safe for context)
  • Provision retrieval gives exact text by Act name and section number
  • Cross-references help navigate without loading everything at once

Technical Architecture:

code
botswanalaws.com / laws.parliament.bw --> Parse --> SQLite --> FTS5 snippet() --> MCP response
                                            ^                        ^
                                     Provision parser         Verbatim database query

Traditional Research vs. This MCP

Traditional ApproachThis MCP Server
Search laws.parliament.bw by Act nameSearch by plain language: "data protection consent"
Navigate multi-section Acts manuallyGet the exact provision with context
Manual cross-referencing between Actsbuild_legal_stance aggregates across sources
"Is this Act still in force?" --> check manuallycheck_currency tool --> answer in seconds
Find SADC/AU alignment --> dig through frameworksget_eu_basis --> linked frameworks instantly
No API, no integrationMCP protocol --> AI-native

Traditional: Search laws.parliament.bw --> Download PDF --> Ctrl+F --> Cross-reference Acts --> Check amendments manually --> Repeat

This MCP: "What are the data subject rights under the Data Protection Act 2018 and how do they compare to SADC frameworks?" --> Done.


Available Tools (13)

Core Legal Research Tools (8)

ToolDescription
search_legislationFTS5 full-text search across 7,626 provisions with BM25 ranking. Supports quoted phrases, boolean operators, prefix wildcards
get_provisionRetrieve specific provision by Act name and section number
check_currencyCheck if an Act is in force, amended, or repealed
validate_citationValidate citation against database -- zero-hallucination check. Supports "Section 12 Data Protection Act 2018", "s. 5 Penal Code"
build_legal_stanceAggregate citations from multiple Acts for a legal topic
format_citationFormat citations per Botswanan conventions (full/short/pinpoint)
list_sourcesList all available Acts with metadata, coverage scope, and data provenance
aboutServer info, capabilities, dataset statistics, and coverage summary

International Law Integration Tools (5)

ToolDescription
get_eu_basisGet international frameworks (SADC, AU, Commonwealth) that a Botswanan Act aligns with
get_botswanan_implementationsFind Botswanan laws implementing a specific international framework or convention
search_eu_implementationsSearch international documents with Botswanan alignment counts
get_provision_eu_basisGet international law references for a specific provision
validate_eu_complianceCheck alignment status of Botswanan laws against international standards

International Law Alignment

Botswana is not an EU member state. Botswanan law develops through its own Westminster-derived constitutional and parliamentary framework, with international alignment through:

  • SADC -- Southern African Development Community protocols on trade, finance, and governance; SADC Model Law on Data Protection
  • African Union (AU) -- Malabo Convention on Cybersecurity and Personal Data Protection; AU frameworks on digital economy
  • Commonwealth -- Commonwealth legal traditions and model laws; Commonwealth Cyber Declaration
  • UN Conventions -- UNCAC (anti-corruption), Convention on the Rights of the Child, and international human rights instruments

The international bridge tools allow you to explore these alignment relationships -- checking which Botswanan provisions correspond to SADC or AU requirements, and vice versa.

Note: International cross-references reflect alignment and framework relationships, not direct transposition. Botswana develops its own legislative approach, and the alignment tools help identify where Botswanan and international law address similar domains.


Data Sources & Freshness

All content is sourced from authoritative Botswanan legal databases:

Data Provenance

FieldValue
AuthorityRepublic of Botswana
Primary sourcebotswanalaws.com / laws.parliament.bw
LanguagesEnglish (official language)
Coverage882 consolidated Acts
Last ingested2026-02-25

Automated Freshness Checks

A GitHub Actions workflow monitors data sources for changes:

CheckMethod
Act amendmentsDrift detection against known provision anchors
New ActsComparison against source index
Repealed ActsStatus change detection

Verified data only -- every citation is validated against official sources. Zero LLM-generated content.


Security

This project uses multiple layers of automated security scanning:

ScannerWhat It DoesSchedule
CodeQLStatic analysis for security vulnerabilitiesWeekly + PRs
SemgrepSAST scanning (OWASP top 10, secrets, TypeScript)Every push
GitleaksSecret detection across git historyEvery push
TrivyCVE scanning on filesystem and npm dependenciesDaily
Socket.devSupply chain attack detectionPRs
DependabotAutomated dependency updatesWeekly

See SECURITY.md for the full policy and vulnerability reporting.


Important Disclaimers

Legal Advice

THIS TOOL IS NOT LEGAL ADVICE

Statute text is sourced from botswanalaws.com and laws.parliament.bw. However:

  • This is a research tool, not a substitute for professional legal counsel
  • Court case coverage is not included -- do not rely solely on this for case law research
  • Verify critical citations against primary sources for court filings
  • International cross-references reflect alignment relationships, not direct transposition

Before using professionally, read: DISCLAIMER.md | SECURITY.md

Client Confidentiality

Queries go through the Claude API. For privileged or confidential matters, use on-premise deployment.

Bar Association

For professional legal use in Botswana, consult guidance from the Law Society of Botswana regarding professional obligations and confidentiality requirements.


Development

Setup

bash
git clone https://github.com/Ansvar-Systems/Botswana-law-mcp
cd Botswana-law-mcp
npm install
npm run build
npm test

Running Locally

bash
npm run dev                                       # Start MCP server
npx @anthropic/mcp-inspector node dist/index.js   # Test with MCP Inspector

Data Management

bash
npm run ingest              # Ingest Acts from botswanalaws.com
npm run build:db            # Rebuild SQLite database
npm run drift:detect        # Run drift detection against anchors
npm run check-updates       # Check for amendments and new Acts
npm run census              # Generate coverage census

Performance

  • Search Speed: <100ms for most FTS5 queries
  • Database Size: ~17 MB (efficient, portable)
  • Reliability: 100% ingestion success rate across 882 Acts

Related Projects: Complete Compliance Suite

This server is part of Ansvar's Compliance Suite -- MCP servers that work together for end-to-end compliance coverage:

@ansvar/eu-regulations-mcp

Query 49 EU regulations directly from Claude -- GDPR, AI Act, DORA, NIS2, MiFID II, eIDAS, and more. Full regulatory text with article-level search. npx @ansvar/eu-regulations-mcp

@ansvar/us-regulations-mcp

Query US federal and state compliance laws -- HIPAA, CCPA, SOX, GLBA, FERPA, and more. npx @ansvar/us-regulations-mcp

@ansvar/security-controls-mcp

Query 261 security frameworks -- ISO 27001, NIST CSF, SOC 2, CIS Controls, SCF, and more. npx @ansvar/security-controls-mcp

70+ national law MCPs covering Australia, Brazil, Canada, Denmark, Ethiopia, France, Germany, Ghana, India, Ireland, Japan, Kenya, Malawi, Netherlands, Nigeria, Norway, Singapore, South Africa, Sweden, Switzerland, UAE, UK, and more.


Contributing

Contributions welcome! See CONTRIBUTING.md for guidelines.

Priority areas:

  • Court case law expansion (High Court of Botswana, Court of Appeal)
  • SADC protocol alignment mapping
  • AU Malabo Convention cross-references
  • Historical Act versions and amendment tracking
  • Subsidiary legislation and statutory instruments

Roadmap

  • Core Act database with FTS5 search
  • Full corpus ingestion (882 Acts, 7,626 provisions, 7,703 definitions)
  • International law alignment tools
  • Vercel Streamable HTTP deployment
  • npm package publication
  • Court case law expansion (High Court, Court of Appeal)
  • Historical Act versions (amendment tracking)
  • Subsidiary legislation and statutory instruments
  • SADC protocol cross-references

Citation

If you use this MCP server in academic research:

bibtex
@software{botswana_law_mcp_2026,
  author = {Ansvar Systems AB},
  title = {Botswana Law MCP Server: AI-Powered Legal Research Tool},
  year = {2026},
  url = {https://github.com/Ansvar-Systems/Botswana-law-mcp},
  note = {882 Botswanan Acts with 7,626 provisions sourced from botswanalaws.com}
}

License

Apache License 2.0. See LICENSE for details.

Data Licenses

  • Statutes & Legislation: Republic of Botswana (public domain)
  • International Framework Metadata: SADC / AU / Commonwealth (public domain)

About Ansvar Systems

We build AI-accelerated compliance and legal research tools for the global market. This MCP server started as our internal reference tool -- turns out everyone building for the Botswanan or Southern African market has the same research frustrations.

So we're open-sourcing it. Navigating 882 Acts shouldn't require a law degree.

ansvar.eu -- Stockholm, Sweden


<p align="center"> <sub>Built with care in Stockholm, Sweden</sub> </p>

常见问题

eu.ansvar/botswana-law-mcp 是什么?

通过 MCP 访问博茨瓦纳法律法规,并支持对各类法案与条文进行全文检索。

相关 Skills

MCP构建

by anthropics

Universal
热门

聚焦高质量 MCP Server 开发,覆盖协议研究、工具设计、错误处理与传输选型,适合用 FastMCP 或 MCP SDK 对接外部 API、封装服务能力。

想让 LLM 稳定调用外部 API,就用 MCP构建:从 Python 到 Node 都有成熟指引,帮你更快做出高质量 MCP 服务器。

平台与服务
未扫描121.2k

Slack动图

by anthropics

Universal
热门

面向Slack的动图制作Skill,内置emoji/消息GIF的尺寸、帧率和色彩约束、校验与优化流程,适合把创意或上传图片快速做成可直接发送的Slack动画。

帮你快速做出适配 Slack 的动图,内置约束规则和校验工具,少踩上传与播放坑,做表情包和演示都更省心。

平台与服务
未扫描121.2k

邮件模板

by alirezarezvani

Universal
热门

快速搭建生产可用的事务邮件系统:生成 React Email/MJML 模板,接入 Resend、Postmark、SendGrid 或 AWS SES,并支持本地预览、i18n、暗色模式、反垃圾优化与追踪埋点。

面向营销与服务场景,快速搭建高质量邮件模板,省去反复设计与切图成本,成熟度和社区认可都很高。

平台与服务
未扫描12.1k

相关 MCP Server

Slack 消息

编辑精选

by Anthropic

热门

Slack 是让 AI 助手直接读写你的 Slack 频道和消息的 MCP 服务器。

这个服务器解决了团队协作中需要 AI 实时获取 Slack 信息的痛点,特别适合开发团队让 Claude 帮忙汇总频道讨论或发送通知。不过,它目前只是参考实现,文档有限,不建议在生产环境直接使用——更适合开发者学习 MCP 如何集成第三方服务。

平台与服务
84.2k

by netdata

热门

io.github.netdata/mcp-server 是让 AI 助手实时监控服务器指标和日志的 MCP 服务器。

这个工具解决了运维人员需要手动检查系统状态的痛点,最适合 DevOps 团队让 Claude 自动分析性能数据。不过,它依赖 NetData 的现有部署,如果你没用过这个监控平台,得先花时间配置。

平台与服务
78.5k

by d4vinci

热门

Scrapling MCP Server 是专为现代网页设计的智能爬虫工具,支持绕过 Cloudflare 等反爬机制。

这个工具解决了爬取动态网页和反爬网站时的头疼问题,特别适合需要批量采集电商价格或新闻数据的开发者。不过,它依赖外部浏览器引擎,资源消耗较大,不适合轻量级任务。

平台与服务
38.1k

评论