{"adoption": {"forks": 176, "observed_at": "2026-08-28T04:05:31.912812+00:00", "stars": 1753}, "canonical_url": "https://ross.abutalabs.com/products/asyncssh", "card": {"archived": false, "artifact_type": "library", "description": "AsyncSSH is a Python package which provides an asynchronous client and server implementation of the SSHv2 protocol on top of the Python asyncio framework.", "domain": ["networking", "security", "developer-tools", "backend"], "enriched": true, "function": ["ssh", "networking", "security", "cryptography", "file-system"], "health_score": 79, "homepage": null, "language": "Python", "license": "EPL-2.0", "license_family": "copyleft", "maturity": "stable", "member_repos": ["ronf/asyncssh"], "name": "ronf/asyncssh", "platform": ["python", "windows", "cross-platform"], "pushed_at": "2026-08-16T00:03:07+00:00", "repo": "ronf/asyncssh", "stars": 1753, "tags": ["sshv2", "asyncio", "sftp", "scp", "port-forwarding", "async-client-server", "linux", "macos"], "topics": [], "urls": [], "use_cases": ["run remote commands over ssh from python asynchronously", "implement an ssh server in python", "transfer files with sftp or scp programmatically", "set up local or remote port forwarding over ssh", "automate ssh-based tasks with asyncio", "authenticate with public keys, passwords, or FIDO2 security keys"], "what_it_is": "AsyncSSH is a Python library providing asynchronous client and server implementations of the SSHv2 protocol, including SFTP and SCP, built on Python's asyncio framework. It supports a wide range of SSH features such as port forwarding, multiple authentication methods, public keys, certificates, and ssh-agent integration.", "when_to_avoid": ["you need a simple blocking SSH client without asyncio", "you are not using Python 3.10+", "you need a command-line SSH tool rather than a library"], "when_to_choose": ["you need SSH client or server functionality in an asyncio-based Python application", "you need SFTP/SCP file transfer with async I/O", "you need advanced SSH features like forwarding, agent support, or X.509 certificates"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/asyncssh", "repo": "ronf/asyncssh", "role": "main", "score": 76}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:31.912812+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:28:14.755076+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e68b843463577ec6d47b47bde739649912e48c167e745eca423dc516e8f88983", "fetched_at": "2026-08-28T04:05:31.912812+00:00", "kind": "readme", "missing": false, "url": "https://github.com/ronf/asyncssh"}, {"content_hash": "0ab7d2451bcbac960f0bf68ad9c9dfdffb5cf820e82e35951ca7c46e0724afce", "fetched_at": "2026-08-29T11:06:15.517759+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/asyncssh/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 97, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4630, "days_push": 18, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 76, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}