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Exposure Registry

Open-source packages that hand work to language models. For each package the registry records the first release that declares an LLM SDK, agent framework or MCP dependency, the authority its dependencies grant (shell, files, browser, network, code execution), and which other packages reach an LLM component through their dependencies.

Source: each package's own registry metadata (PyPI, npm, crates.io and the Go module proxy), read release by release. How this is measured ยท Updated 2026-10-10

Packages tracked
3,985
Declare an LLM dependency
617
Reach one through a dependency
92
LLM packages with host authority
291

Packages first declaring an LLM dependency, by month

Nov 2023: 1212Nov 2023Dec 2023: 23Jan 2024: 22Feb 2024: 3939Mar 2024: 14Apr 2024: 21May 2024: 19Jun 2024: 11Jul 2024: 10Aug 2024: 15Sep 2024: 8Oct 2024: 7Nov 2024: 22Dec 2024: 14Jan 2025: 15Jan 2025Feb 2025: 12Mar 2025: 13Apr 2025: 8May 2025: 8Jun 2025: 16Jul 2025: 5Aug 2025: 2Sep 2025: 9Oct 2025: 9Nov 2025: 10Dec 2025: 7Jan 2026: 27Jan 2026Feb 2026: 6Mar 2026: 8Apr 2026: 10May 2026: 8Jun 2026: 13Jul 2026: 24Aug 2026: 6Sep 2026: 5Oct 2026: 11Oct 2026
Packages first declaring an LLM dependency, per month
MonthItems
Nov 202312
Dec 202323
Jan 202422
Feb 202439
Mar 202414
Apr 202421
May 202419
Jun 202411
Jul 202410
Aug 202415
Sep 20248
Oct 20247
Nov 202422
Dec 202414
Jan 202515
Feb 202512
Mar 202513
Apr 20258
May 20258
Jun 202516
Jul 20255
Aug 20252
Sep 20259
Oct 20259
Nov 202510
Dec 20257
Jan 202627
Feb 20266
Mar 20268
Apr 202610
May 20268
Jun 202613
Jul 202624
Aug 20266
Sep 20265
Oct 20261

Authority granted

LLM-integrated packages whose dependencies grant each capability.

544 packages

PackageExposureIntegrated sinceDeclaresAuthorityAdvisories
bert-scorePyPIDirect2019-11-300.2.2Hugging Face Hub / TransformersOutbound HTTP
farm-haystackPyPIDirect2019-11-280.1.0.post2HaystackBrowser control, Outbound HTTP1
weaviate-clientPyPIDirect2019-11-040.1.0WeaviateOutbound HTTP
autogenPyPIDirect2019-10-190.0.4AutoGen / AG2Browser control, Code execution, File system, Outbound HTTP, MCP tools
faiss-gpuPyPIDirect2019-07-241.5.3FAISSnone detected
faiss-cpuPyPIDirect2019-07-171.5.3FAISSnone detected
pymilvusPyPIDirect2019-06-160.1.0MilvusOutbound HTTP
transformersPyPIDirect2016-08-170.1Hugging Face Hub / Transformersnone detected24
aliyunstorepluginPyPI1 hop awayNot recordedNone declarednone detected
arize-phoenix-clientPyPI1 hop awayNot recordedNone declaredOutbound HTTP
arize-phoenix-otelPyPI1 hop awayNot recordedNone declarednone detected
aviary-gsm8kPyPI1 hop awayNot recordedNone declarednone detected
aviary-hotpotqaPyPI1 hop awayNot recordedNone declaredOutbound HTTP
aviary-labbenchPyPI1 hop awayNot recordedNone declarednone detected
aviary-lfrqaPyPI1 hop awayNot recordedNone declarednone detected
axolotl-contribs-lgplPyPI1 hop awayNot recordedNone declarednone detected
azure-cliPyPI1 hop awayNot recordedNone declaredShell commands
azureml-mlflowPyPI1 hop awayNot recordedNone declarednone detected
bentoml-unslothPyPI1 hop awayNot recordedNone declarednone detected
bigframesPyPI1 hop awayNot recordedNone declaredOutbound HTTP
catalystPyPI1 hop awayNot recordedNone declaredOutbound HTTP
checkpoint-enginePyPI1 hop awayNot recordedNone declaredOutbound HTTP
comet-mlPyPI1 hop awayNot recordedNone declaredOutbound HTTP
coredisPyPI1 hop awayNot recordedNone declarednone detected
dagger-ioPyPI1 hop awayNot recordedNone declarednone detected
dagsterPyPI1 hop awayNot recordedNone declaredCode execution, File system, Outbound HTTP
databricks-agentsPyPI1 hop awayNot recordedNone declarednone detected
exllamaPyPI1 hop awayNot recordedNone declarednone detected
fastmcp-tasksPyPI1 hop awayNot recordedNone declarednone detected
fasttransformPyPI2 hops awayNot recordedNone declarednone detected
flashpackPyPI1 hop awayNot recordedNone declarednone detected
giskardPyPI2 hops awayNot recordedNone declarednone detected
giskard-checksPyPI1 hop awayNot recordedNone declarednone detected2
graphragPyPI1 hop awayNot recordedNone declarednone detected
harbor-langsmithPyPI1 hop awayNot recordedNone declaredOutbound HTTP
hf-gradioPyPI1 hop awayNot recordedNone declarednone detected
humming-kernelsPyPI1 hop awayNot recordedNone declarednone detected
imagebind-unofficialPyPI1 hop awayNot recordedNone declarednone detected
jupyter-aiPyPI1 hop awayNot recordedNone declarednone detected
jupyter-ai-magic-commandsPyPI1 hop awayNot recordedNone declarednone detected
langchain-dashscopePyPI1 hop awayNot recordedNone declarednone detected
langflowPyPI1 hop awayNot recordedNone declarednone detected42
lfx-arxivPyPI1 hop awayNot recordedNone declarednone detected
lfx-firecrawlPyPI1 hop awayNot recordedNone declarednone detected
lfx-nextplaidPyPI1 hop awayNot recordedNone declaredOutbound HTTP
lfx-oraclePyPI1 hop awayNot recordedNone declarednone detected
lfx-paddlePyPI1 hop awayNot recordedNone declaredOutbound HTTP
lfx-toolguardPyPI1 hop awayNot recordedNone declarednone detected
lfx-vllmPyPI1 hop awayNot recordedNone declaredOutbound HTTP
marimo-lensPyPI1 hop awayNot recordedNone declarednone detected

A package counts as integrated when a release declares one of the dependencies in the published catalog as a runtime or optional (extra) dependency. The integration date is the first such release, found by searching the release history on the assumption that a dependency, once added, is kept. Data: JSON, and the registry tables in each dataset release.