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datenlabor-bmz/ai-websearch-benchmark

opencode:8742

Small vibecoded benchmark meant as a smoke test for search API results.

Entity type · RepositoryPublic dossier · indexable21 Jul 2026, 08:42

Identity extends only as far as the published stable identifier or explicit mapping. Similar names are not merged. Missing links mean not observed in the bounded sources—not absent in reality.

identity ≠ name similarity · edge ≠ causality

9direct evidenced connections

9exact-identifier edges

10referenced source snapshots

5published attributes

ONE-HOP EVIDENCE

Every direct connection and its proof

The relation label and evidence class describe the entire claim. Open the source record before drawing a broader conclusion.

Exact identifieredge:018c3aa2af5ed765ae980534

Relationshipdeclares_dependency

Software packageLangChain Community

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:25aa871abc2319e3948958cc

Relationshipdeclares_dependency

Software packageLangChain OpenAI

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:396678a8c83d52ab36e55343

Relationshipdeclares_dependency

Software packageLangChain

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:526d660d35698362b66dac8f

Relationshipdeclares_dependency

Software packageLangChain Core

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:98043f48e101a5cd1c53eb21

Relationshipdeclares_dependency

Software packageLangChain · Tavily

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:9c2c3d3645afa992c4ed306c

Relationshipdeclares_dependency

Software packageOpenAI SDK

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:b7f725379a185dd52d3d7782

Relationshipdeclares_dependency

Software packageLangGraph

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:cb747b21336fa248ec69db7a

Relationshipdeclares_dependency

Software packageLangChain · Linkup

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

Exact identifieredge:fe38cf989de1c804aa1a8500

Relationshipdeclares_dependency

Software packagetiktoken

repository_commit_manifest_package_identity

No additional excerpt published.

Open source ↗

PUBLISHED ATTRIBUTES

Fields retained with this identity

Attributes are descriptive source fields. They do not create cross-dataset identity unless an edge states that join explicitly.

Ai Package Count: 9
Commit Sha: cd6b854b1b400d7e45796aaa22bded8183642916
Last Activity At: 2026-05-07T14:25:51.430Z
Path With Namespace: datenlabor-bmz/ai-websearch-benchmark
Tree Complete: true

PROVENANCE

Inspect the source snapshots

A source snapshot describes what was available at collection time. Corrections and later publications can change future observations.

01

german-public-sector-ai-code-radaropencode:8742 · opencode_project_id_and_commit

02

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langchain-community · repository_commit_manifest_package_identity

03

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langchain-openai · repository_commit_manifest_package_identity

04

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langchain · repository_commit_manifest_package_identity

05

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langchain-core · repository_commit_manifest_package_identity

06

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langchain-tavily · repository_commit_manifest_package_identity

07

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:openai · repository_commit_manifest_package_identity

08

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langgraph · repository_commit_manifest_package_identity

09

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:langchain-linkup · repository_commit_manifest_package_identity

10

german-public-sector-ai-dependency-atlasopencode:8742@cd6b854b1b400d7e45796aaa22bded8183642916:pypi:tiktoken · repository_commit_manifest_package_identity

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IndexPublic AI outcome ledgerFollow public AI funding from projects and organizations to reported outputs and citations. Every connection retains its evidence; patents and procurement appear only with exact identifier bridges.Provenance checkPublic-sector AI system passportSee which public records can be linked to each published government AI system through stable identifiers or exact source-declared repository URLs—with a source for every edge and visible evidence boundaries.IndexPublic AI actorsSearch organizations across funding, research, procurement, influence and infrastructure. Every role stays tied to its source; matching names are queued for review only.