{"adoption": {"forks": 682, "observed_at": "2026-08-28T04:04:52.230246+00:00", "stars": 1489}, "canonical_url": "https://ross.abutalabs.com/products/multiqc", "card": {"archived": false, "artifact_type": "cli-tool", "description": "Aggregate results from bioinformatics analyses across many samples into a single report.", "domain": ["bioinformatics", "data-visualization", "analytics", "developer-tools"], "enriched": true, "function": ["data-visualization", "analytics", "parser"], "health_score": 97, "homepage": "https://seqera.io/multiqc/", "language": "JavaScript", "license": "GPL-3.0", "license_family": "copyleft", "maturity": "stable", "member_repos": ["MultiQC/MultiQC"], "name": "MultiQC/MultiQC", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-08-12T02:59:28+00:00", "repo": "MultiQC/MultiQC", "stars": 1489, "tags": ["quality-control", "html-reports", "sequencing", "ngs", "genomics", "pipeline-reporting", "reporting", "docker"], "topics": ["bioinformatics", "analysis", "pypi", "bioconda", "multiqc", "python", "data-visualization", "quality-control", "reporting", "seqera", "vizualisation"], "urls": [], "use_cases": ["aggregate QC metrics from many sequencing samples into one report", "summarize outputs of multiple bioinformatics tools in a single HTML page", "detect outliers and batch effects across samples in an NGS pipeline", "add a final QC reporting step to a Nextflow or other genomics pipeline", "compare quality statistics across all samples without opening individual tool logs", "parse custom script outputs into a standardized report"], "what_it_is": "MultiQC is a Python command-line tool that scans directories for log files and outputs from 150+ bioinformatics tools and aggregates them into a single interactive HTML report. It is designed to be run at the end of analysis pipelines to summarize quality-control statistics across many samples and analysis steps.", "when_to_avoid": ["your domain is not bioinformatics/genomics and no module exists for your tool outputs", "you need a real-time monitoring dashboard rather than a static report", "you need programmatic APIs for downstream processing rather than human-readable reports"], "when_to_choose": ["you run bioinformatics pipelines with many samples and need consolidated QC reporting", "you use popular genomics tools (FastQC, Samtools, etc.) whose logs MultiQC already parses", "you want interactive, shareable HTML reports with plots and data exports"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/multiqc", "repo": "MultiQC/MultiQC", "role": "main", "score": 88}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:52.230246+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:33:39.237986+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b257039ee7db4618009a53009d9337031809c850e37b355b4f09b3ec5506ebdf", "fetched_at": "2026-08-28T04:04:52.230246+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MultiQC/MultiQC"}, {"content_hash": "59f2423a74bbf32c2883df03277e457af6192deedcf34cca3e935fd39109cd80", "fetched_at": "2026-08-29T11:40:07.039682+00:00", "kind": "homepage", "missing": false, "url": "https://seqera.io/multiqc/"}, {"content_hash": "2570efdcf4714d312e447146f72508e1fe8a8edb08274b896c5925b2a9414cba", "fetched_at": "2026-08-29T11:40:07.049415+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc"}, {"content_hash": "7f9b61e44f671631b07e473bd170f7b630ee55827cb01aaf779764bd2c83c387", "fetched_at": "2026-08-29T11:40:07.052217+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/multiqc/getting_started/installation?__hstc=137570287.8b28b24391ce7439150445b248bd1fbe.1722334630307.1728556007222.1728559721540.55&__hssc=137570287.1.1728559721540&__hsfp=1805135621"}, {"content_hash": "a93c57af9da017ba0abcc87348599beb480a38bb8d3ca7304c8881c743e10f57", "fetched_at": "2026-08-29T11:40:07.057813+00:00", "kind": "site_page", "missing": false, "url": "https://docs.seqera.io/"}, {"content_hash": "9392f358e8f74cb21fdc69586ecb8516129a2ce0a82cb0e88fcc39b878fe6423", "fetched_at": "2026-08-29T11:40:07.059773+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/about"}, {"content_hash": "8993025d09d87a9476457cca90fbc98df02c288db2b9b7fdc6305a7817382117", "fetched_at": "2026-08-29T11:40:07.055557+00:00", "kind": "site_page", "missing": false, "url": "https://seqera.io/pricing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 97, "longevity": 100, "rhythm": 71}, "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": 4047, "days_push": 21, "days_rel": 113, "gap_med": 44, "n_releases_24m": 14}, "score": 88, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}