Alembica MCP server

by open-and-sustainable·io.github.open-and-sustainable/alembica-mcp·v0.3.5·2 stars

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MCP server for Alembica validation, extraction, cost estimation, and schema queries.

B83/100grade B

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Safety scan

B83/100

full report

Adoption

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2 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

Alembica MCP tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.10 · 2026-11-03 · same rubric, same numbers if you re-run it

no findings

–Code scanpackage could not be scannedn/a
–Live reliabilityno gateway calls yet and no remote to proben/a
–Tool poisoningtools not inspected (local package is not executed); not countedn/a
Auth qualitylocal package, no credentials required12/15
Maintenancelast push 54 days ago12/15
Maintainer identityregistry namespace matches repository owner; GitHub account older than a year9/10

Overall 83/100. Components that don't apply are left out of the denominator. Any critical finding is an F.Rubric Appeal a finding JSON

How Alembica MCP compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score: 83/100; higher than 65% of 48,255 servers
GitHub stars: 2; more than 75% of 28,688 servers

Install Alembica MCP in Claude Code, Cursor or VS Code

claude mcp add alembica-mcp -- docker run -i --rm ghcr.io/open-and-sustainable/alembica-mcp:0.3.5

Add to Cursor

What the publisher says

From the Alembica MCP repository's README, as published. We do not edit it. Read it on GitHub

alembica

Open Science Software for Semantic Synthesis and Extraction of Information from Unstructured Sources.

About

alembica simplifies the use of Large Language Models (LLMs) to extract structured datasets from unstructured corpora of text. It provides a flexible and scalable framework to process, synthesize, and transform textual information into structured formats suitable for analysis and further processing.

Supports OpenAI, Google AI, Anthropic, Cohere, DeepSeek, Perplexity, AWS Bedrock, Azure AI, Vertex AI, and Self-Hosted OpenAI-compatible providers.

Installation (Go)

To install alembica in Go, run:

go get github.com/open-and-sustainable/alembica

If you want to use alembica in other programming languages, check out the C-Shared Library in the User Guide.

Documentation

User Guide – Learn how to use alembica in different programming languages. API Reference – Explore the Go package documentation.

MCP Server

alembica includes an optional MCP server for agent tool access.

The MCP server can be used from a locally built Go binary, the GHCR container image, or the MCP Registry.

Available in the official MCP Registry:

https://registry.modelcontextprotocol.io/?q=alembica
Server ID: io.github.open-and-sustainable/alembica-mcp

See the User Guide MCP page for installation options, run commands, and tool schemas.

MCP Registry publishing

The MCP server is published to the MCP Registry by GitHub Actions when a version tag such as v1.2.3 is pushed.

The workflow uses GitHub OIDC for authentication, and each new registry version is published explicitly by CI rather than implicitly from GitHub Releases.

Features

Validation of Input – Ensures that queries are correctly formatted to support proper interaction with models.
Cost Assessment – Calculates token costs based on the requested extraction and different model pricing.
Data Extraction – Processes unstructured text and transforms it into structured datasets for further analysis.

Note: Cost estimation is not supported for Self-Hosted, AWS Bedrock, Azure AI, or Vertex AI providers and will return zero.

Optional model fields for cloud/local providers:

baseurl and apiversion for Azure/OpenAI-compatible endpoints
region for AWS Bedrock
project_id and location for Vertex AI

Use schemaVersion: "v2" when you need these cloud/local provider fields or non-enumerated model IDs.

Authors & Contributions

Author: Riccardo Boero - ribo@nilu.no

Contributions are welcome!

License

alembica is licensed under the GNU AFFERO GENERAL PUBLIC LICENSE, Version 3.

Citation

Boero, R. (2025). alembica - Open Science Software for Semantic Synthesis and Extraction of Information from Unstructured Sources. Zenodo.

https://doi.org/10.5281/zenodo.14899666

Nothing above is checked by us. What we check is on the safety report.

Grade history

2026-11-03downgradeA → Bscore 83

Alembica MCP: common questions

Is Alembica MCP server safe?: Mostly: it is graded B (83/100). Read the Alembica MCP safety report
How do I install Alembica MCP?: It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Alembica MCP need an API key?: Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Alembica MCP maintained?: The last commit was 55 days ago (2026-09-10). The latest release is v0.3.5.
How does Alembica MCP compare with other MCP servers?: safety score 83/100 (higher than 65% of 48,255 servers); github stars 2 (more than 75% of 28,688 servers). Full comparison.