{"adoption": {"forks": 114, "observed_at": "2026-09-03T02:15:15.390326+00:00", "stars": 1085}, "canonical_url": "https://ross.abutalabs.com/products/nnsight", "card": {"archived": false, "artifact_type": "library", "description": "The nnsight package enables interpreting and manipulating the internals of deep learned models.", "domain": ["machine-learning", "deep-learning", "large-language-models", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["machine-learning", "deep-learning", "llm-inference", "sdk"], "health_score": 98, "homepage": "https://nnsight.net/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["ndif-team/nnsight"], "name": "ndif-team/nnsight", "platform": ["python", "cross-platform"], "pushed_at": "2026-09-02T22:03:32+00:00", "repo": "ndif-team/nnsight", "stars": 1085, "tags": ["interpretability", "activation-patching", "pytorch", "model-internals", "neural-network-intervention", "ndif", "remote-execution", "mechanistic-interpretability", "gpu"], "topics": ["interpretability", "machine-learning", "neural-networks", "python", "pytorch"], "urls": [], "use_cases": ["access hidden states and activations from any layer of a neural network", "modify activations to study causal effects in language models", "run activation patching experiments on transformers", "interpret internals of large language models too big to run locally", "compute gradients with respect to intermediate model values", "batch interventions across multiple inputs efficiently", "trace model execution and save intermediate tensors for analysis"], "what_it_is": "nnsight is a Python library for interpreting and intervening on the internals of deep learning models, built on PyTorch. It lets researchers access, modify, and save activations and gradients during forward passes, locally on any PyTorch model or remotely on large models via the NDIF infrastructure.", "when_to_avoid": ["you only need standard inference or fine-tuning without inspecting internals", "you work with non-PyTorch frameworks like JAX or TensorFlow", "you need a no-code or GUI interpretability tool rather than a Python API"], "when_to_choose": ["you need fine-grained access to model internals like activations and gradients during inference", "you want to run interpretability experiments on both small local models and huge remote models with the same code", "you are doing mechanistic interpretability research on PyTorch or HuggingFace models", "you need to intervene on model execution mid-forward-pass"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/nnsight", "repo": "ndif-team/nnsight", "role": "main", "score": 88}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-03T02:15:15.390326+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:53:42.512944+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e4e83a92adb32760fe3b09d3cb816bbbfb93a942ce8ae56010404d603923a58f", "fetched_at": "2026-09-03T02:15:15.390326+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ndif-team/nnsight"}, {"content_hash": "f95e597978298d41033423e6aa3f9dbabc6c112c94510213f8fe9ff3bdfb310a", "fetched_at": "2026-08-29T12:56:08.868412+00:00", "kind": "homepage", "missing": false, "url": "https://nnsight.net/"}, {"content_hash": "31ce02eb0c27dadc1607973f033125bffeaa2f56820683799086c4ba1eb32a6c", "fetched_at": "2026-08-29T12:56:08.877470+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started"}, {"content_hash": "9ec67151664631a633ec01e0b04bdc469de13587cb8eb699dc82a1add37b9d8f", "fetched_at": "2026-08-29T12:56:08.879208+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation"}, {"content_hash": "24965ebf093377aa5ba1692fcad8e4b370df48caabcf317f7ed0faccc5d9e533", "fetched_at": "2026-08-29T12:56:08.880877+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/features"}, {"content_hash": "b508e7313e7f9c057f2b6dd7b07409056861d4ca3ca7f866b9316f74f6d133d1", "fetched_at": "2026-08-29T12:56:08.882595+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/about"}, {"content_hash": "f2a359b032b15f74773665529d77a01833b06f839d7e57c8331498f854b7ea7e", "fetched_at": "2026-08-29T12:56:08.884490+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/installation"}, {"content_hash": "8ab0c4faa9ca7e2d35c709b68179c54f5d230cce774765953a10fc2bd0e29f12", "fetched_at": "2026-08-29T12:56:08.886076+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/getting-started/quickstart"}, {"content_hash": "a4cdcc6da79fbfe70e81623ddc74a11ad8e1834c0f1271671fae5418f9d749fd", "fetched_at": "2026-08-29T12:56:08.887636+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention"}, {"content_hash": "08ff2106547e038199634f49509a187e025683fd4598a0ee8c18075662ba317d", "fetched_at": "2026-08-29T12:56:08.889099+00:00", "kind": "site_page", "missing": false, "url": "https://nnsight.net/documentation/intervention/envoy"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 100, "longevity": 74, "rhythm": 82}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1048, "days_push": 0, "days_rel": 120, "gap_med": 8, "n_releases_24m": 38}, "score": 88, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 3, "stale_scrape": false}}