{"adoption": {"forks": 202, "observed_at": "2026-08-28T04:04:16.442150+00:00", "stars": 1295}, "canonical_url": "https://ross.abutalabs.com/products/sshtunnel", "card": {"archived": false, "artifact_type": "library", "description": "SSH tunnels to remote server.", "domain": ["networking", "security", "developer-tools", "backend"], "enriched": true, "function": ["networking", "security", "proxy"], "health_score": 43, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "stable", "member_repos": ["pahaz/sshtunnel"], "name": "pahaz/sshtunnel", "platform": ["python", "cross-platform"], "pushed_at": "2025-08-27T14:29:08+00:00", "repo": "pahaz/sshtunnel", "stars": 1295, "tags": ["ssh-tunnel", "port-forwarding", "paramiko", "tcp-forwarding"], "topics": ["python", "tunnel", "ssh"], "urls": [], "use_cases": ["connect to a database port only reachable via SSH", "forward a remote web service port through an SSH server", "reach a private server behind a firewall from a local client", "open SSH tunnels programmatically in Python tests", "create SSH port forwards on Windows without OpenSSH"], "what_it_is": "A pure Python library for creating SSH tunnels and TCP port forwarding through remote servers, built on paramiko. It lets applications programmatically open forwarded ports to services behind firewalls or on private networks.", "when_to_avoid": ["you just need a one-off tunnel from the command line (use OpenSSH's -L flag)", "you need high-throughput or production-grade tunneling performance", "you need SOCKS proxying rather than port forwarding"], "when_to_choose": ["you need SSH tunneling from Python code without external ssh binaries", "you need cross-platform support including Windows", "you want a simple context-manager API for opening and closing tunnels"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/sshtunnel", "repo": "pahaz/sshtunnel", "role": "main", "score": 40}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:16.442150+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:54:01.934785+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "93d2b1171aae80ccc2a37d8af4993b5fde89cc506f3a4a8efa07d8f6ffa64b5e", "fetched_at": "2026-08-28T04:04:16.442150+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pahaz/sshtunnel"}, {"content_hash": "f09f8ac821129080e4dee5fd88ad74837a2b19ea3d46bb11fa96b7fd5ceddfa5", "fetched_at": "2026-08-29T12:10:38.157100+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/sshtunnel/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 39, "longevity": 100, "rhythm": 8}, "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": 4466, "days_push": 371, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 40, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}