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MUCGPT

landeshauptstadt-muenchen/mucgpt
Public repository

This dossier retains every exact technology reference observed at one public commit. Descriptions are displayed for context and never create evidence.

Published source evidence does not prove deployment, procurement, productive use or organizational ownership beyond what the source explicitly states.

GitLab project ID + commit SHA + exact file path
8evidence rows
8technologies
mainobserved branch
presentpubliccode.yml
Exact published evidence

Files and identities in this repository

Every row keeps the exact source path and commit SHA. Open the source to inspect the evidence in its original context.

manifest_dependency · direct declarationmucgpt-frontend/package.json
Exact identityTransformers.jsnpm:@huggingface/transformers
Version^4.2.04d053562ad
Open exact source ↗
manifest_dependency · direct declarationmucgpt-core-service/pyproject.toml
Exact identityLangChainpypi:langchain
Version>=1.3.94d053562ad
Open exact source ↗
manifest_dependency · direct declarationmucgpt-core-service/pyproject.toml
Exact identityLangChain Communitypypi:langchain-community
Version>=0.4.14d053562ad
Open exact source ↗
manifest_dependency · direct declarationmucgpt-core-service/pyproject.toml
Exact identityLangChain Corepypi:langchain-core
Version>=1.2.314d053562ad
Open exact source ↗
manifest_dependency · direct declarationmucgpt-core-service/pyproject.toml
Exact identityLangChain · MCP Adapterspypi:langchain-mcp-adapters
Version>=0.2.24d053562ad
Open exact source ↗
manifest_dependency · direct declarationmucgpt-core-service/pyproject.toml
Exact identityLangChain OpenAIpypi:langchain-openai
Version>=1.1.124d053562ad
Open exact source ↗
manifest_dependency · direct declarationmucgpt-core-service/pyproject.toml
Exact identityLangGraphpypi:langgraph
Version>=1.1.64d053562ad
Open exact source ↗
manifest_dependency · direct declarationmucgpt-core-service/pyproject.toml
Exact identityOpenAI SDKpypi:openai
Version==2.31.04d053562ad
Open exact source ↗
Stable profile

Machine-readable identity and observation window

GitLab project ID
7202
Namespace
landeshauptstadt-muenchen/mucgpt
Observed commit
4d053562adec8962a8e523b7ed27b48a9f882d60
Default branch
main
First observed
18 Jul 2026
Last observed
12 Aug 2026
Last GitLab activity
21 Jul 2026
Open repository ↗Open commit ↗
Interpretation boundary

What this page can—and cannot—show

The page is a deterministic projection of official public GitLab data. A missing row means not observed within the bounded files and checkpoint, not absent in reality.

Retrieval, parsing and publishing use no generative AI model.Open official source ↗

i6eal (2026): MUCGPT — source-backed AI code evidence dossier, data state 12 Aug 2026. https://i6eal.de/en/tools/ki-code-radar/repository/opencode-7202/

Reading this dossier

Does this dossier prove productive use?
No. It documents only an exact technology reference published in code at an observed commit.
Why are the commit SHA and file path retained?
Together with the stable GitLab project ID, they make every displayed finding inspectable and resistant to later repository changes.
What does a missing version mean?
The exact identity was observable, but the inspected source did not publish a version that the deterministic parser could retain.

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