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prawo-pl-mcp

prawo-pl-mcp

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github.com/matematicsolutionsLegal & Government5Updated 2w ago

About prawo-pl-mcp

prawo-pl-mcp aggregates Polish and selected EU legal-data connectors behind a small set of unified tools. It is for users querying legal sources across separate databases, and normalizes parameters, starts connectors on demand, and paginates long documents.

Key features

  1. 01Search across legal-data sources
  2. 02Fetch documents with pagination
  3. 03Call source-specific native tools
  4. 04List sources and their coverage
  5. 05Normalize connector parameters
  6. 06Start connectors on first use

Use cases

  1. 01Search Polish case law and legislation
  2. 02Retrieve company-register or tax-ruling records
  3. 03Inspect procurement or data-protection decisions
  4. 04Query selected EU laws and regulations

MCP support

Acts as an MCP server and proxies MCP calls to independent connector servers over stdio, starting them on demand. It exposes unified search, document, source-catalog, coverage, and native-call tools.

Configuration

Local server config is the same for every client. Copy it into your client’s MCP config file.

mcp.json · Universal config
{
"mcpServers": {
"matematicsolutions-prawo-pl": {
"command": "uvx",
"args": [
"prawo-pl-mcp"
]
}
}
}
Run commanduvx prawo-pl-mcp

Local servers need a runtime on your machine (e.g. Node.js 18+). Config file locations differ by client; see your client’s docs.

Packages
pypiprawo-pl-mcp0.2.4

Tools

5

Saved tool list · updated 2w ago

This tool takes no parameters.

Details

From the project README

prawo-pl-mcp

One MCP server for Polish legal data.

Ten independent connectors - case law, legislation, the company register, tax rulings, public procurement, data-protection decisions, plus EU extras - behind five tools. Each connector stays a separate package with its own repository; this server spawns them on demand and translates between their conventions.

"Prawo" is Polish for "law"; the name follows yargi-mcp's move of naming a country server in its own language.

Why an aggregator

The connectors cover Polish legal data well, but as separate MCP servers, one per database - ten installs and ten config entries before the first question. yargi-mcp showed the fix for Turkish law: 16 institutions, one server. prawo-pl-mcp does the same for Poland:

  • Five tools instead of 42. pl_list_sources, pl_search, pl_get_document, pl_call and pl_coverage - fewer tool schemas means less context spent before the LLM starts working.
  • One convention. The connectors grew organically: dateFrom here, date_from there, pages counted from 0 or from 1 depending on the repo. Here page is always 1-based and dates are always date_from/date_to (YYYY-MM-DD); the translation happens inside. One name per concept applies to the aggregator's own tools too: page is the page parameter of both pl_search and pl_get_document (page_number still works as a deprecated alias), and pl_call takes arguments or its alias args.
  • Native names on the table. Every catalog entry carries native_params - the native parameter name each unified one maps to for that source, so article_number (eu-compliance) is visible without spawning the connector or reading an upstream error. pl_call checks the names it was given against the connector's own schema and says which one it meant.
  • Nothing preinstalled. Connectors run as subprocesses via npx -y / uvx, downloaded on the first call to a given source and kept alive afterwards. A source that cannot start reports a readable error while the rest keep working.
  • Paginated documents. Full judgment and act texts are chunked at ~5000 characters per page (yargi-mcp's pattern), so a 200-page ruling does not flood the context window. Sources that paginate server-side (isap) get the page forwarded natively and are reported as pagination: "native" - the aggregator does not re-cut an already-cut page and does not invent a total_pages it cannot know.

Coverage

Source idWhatInstitution / databaseConnectorRuntime
saosCase law: common courts, Supreme Court, Constitutional Tribunal + citatorSAOSmcp-saosnpx
nsaCase law: administrative courts (NSA + 16 WSA)CBOSAmcp-nsanpx
isapLegislation: Dziennik Ustaw + Monitor Polski, 96k+ actsSejm ELI APImcp-isapnpx
krsCompany register: extracts, history, board compositionKRS API (Ministry of Justice)mcp-krsnpx
eurekaTax rulings: 550k+ individual interpretationsEUREKA (Ministry of Finance)mcp-eurekanpx
kioPublic procurement: National Appeal Chamber rulingsorzeczenia.uzp.gov.plkio-orzeczenia-mcpuvx
uodoGDPR enforcement: Polish DPA decisions, fines, statsorzeczenia.uodo.gov.pluodo-orzeczenia-mcpuvx
eu-sparqlEU law: EUR-Lex by CELEX, CJEU by ECLI, GDPRhubCellar SPARQLmcp-eu-sparqlnpx
eu-compliance14 EU regulations offline (GDPR, AI Act, DORA, NIS2...)Local SQLite corpusmcp-eu-compliancenpx
legalizeLaw-as-git: 32 jurisdictions, versioned by commitlegalize-devlegalize-mcpuvx

Polish sources are tagged group: pl, EU extras group: eu - filter with pl_list_sources(group="pl").

Tools

ToolWhat it does
pl_list_sourcesCatalog of sources (no subprocess spawned). With source_id: live tool schemas of one connector.
pl_searchSearch any source with normalized parameters; source-specific filters via extra.
pl_get_documentFull document by identifier (judgment id, ELI, KRS number, signature...), paginated.
pl_callAny native tool of any connector: citator, DPA statistics, board composition, regulation comparison...
pl_coverageDeclare what this connector covers, when each family was captured, and - explicitly - what it does NOT cover. Every gap carries a fallback.

The typical flow an LLM follows (spelled out in the server's instructions): pl_list_sources → pl_search → pl_get_document, with pl_call for the specialized tools each connector brings.

Install

Requires Python ≥ 3.11 plus the runtimes of the sources you use: Node.js ≥ 18 for npx sources, uv for uvx sources. If a runtime is missing, its sources report source_unavailable and the rest work.

Claude Code
claude mcp add pl-legal -- uvx prawo-pl-mcp
Claude Desktop / any MCP client (stdio)
{
  "mcpServers": {
    "pl-legal": {
      "command": "uvx",
      "args": ["prawo-pl-mcp"]
    }
  }
}
Remote (Streamable HTTP)
uvicorn prawo_pl_mcp.asgi:app --host 0.0.0.0 --port 8000

Open by default (public, read-only data). Set PRAWO_PL_MCP_API_KEY to require X-API-Key: <key> or Authorization: Bearer <key> on every request.

Configuration

EnvDefaultMeaning
PRAWO_PL_MCP_CMD_<ID>-Override the spawn command for a source, e.g. PRAWO_PL_MCP_CMD_SAOS="node C:/dev/mcp-saos/dist/index.js" for a local checkout. <ID> = source id, uppercase, - → _.
PRAWO_PL_MCP_INIT_TIMEOUT180Seconds allowed for a connector's first start (includes package download).
PRAWO_PL_MCP_TIMEOUT90Seconds per tool call after startup.
PRAWO_PL_MCP_AUDIT_DIR~/.matematic/auditWhere the JSONL audit log goes.
PRAWO_PL_MCP_API_KEY-ASGI mode only: require this API key (dual-channel).

Architecture

The aggregator is a thin proxy (ADR 0001). Connectors are not imported, vendored or forked; the aggregator speaks MCP to them over stdio the same way any client would. The whole layer is a source registry (one dataclass entry per connector), a lazy subprocess pool, a parameter translator and a paginator. Adding a source means adding a registry entry.

LLM client ──MCP──▶ prawo-pl-mcp ──MCP/stdio──▶ npx @matematicsolutions/mcp-saos
                        │         ──MCP/stdio──▶ uvx kio-orzeczenia-mcp
                        │         ──MCP/stdio──▶ ... (spawned on first use)
                        └─ registry + param mapping + 5000-char pagination

Every call lands in a JSONL audit log (timestamp, tool, source, parameter hash, latency - never document content).

Development

git clone https://github.com/matematicsolutions/prawo-pl-mcp && cd prawo-pl-mcp
uv sync --extra dev
uv run pytest          # offline tests: registry, dispatch mapping, pagination, drift
uv run prawo-pl-mcp    # stdio server

License

Apache-2.0. Individual connectors carry their own licenses (MIT or Apache-2.0), their own rate limits and their own terms toward upstream databases - the aggregator adds no caching and no transformation beyond pagination, so each connector's constraints apply unchanged.

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