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commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Code-Review","score":9,"reason":"Found 12/13 approved changesets -- score normalized to 9","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Dangerous-Workflow","score":10,"reason":"no dangerous workflow patterns detected","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous 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permission defined: .github/workflows/jupyter_ci.yml:1","Warn: no topLevel permission defined: .github/workflows/pr_automerge.yml:1","Warn: no topLevel permission defined: .github/workflows/pylint.yml:1"],"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Binary-Artifacts","score":9,"reason":"binaries present in source code","details":["Warn: binary detected: 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artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 12 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/black.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/black.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/black.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/black.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/close-stale.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/close-stale.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy_ci.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/deploy_ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy_ci.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/deploy_ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/deploy_ci.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/deploy_ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker_compose_ci.yml:16: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/docker_compose_ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/docker_compose_ci.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/docker_compose_ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/docker_compose_ci.yml:29: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/docker_compose_ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/jupyter_ci.yml:15: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/jupyter_ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/jupyter_ci.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/jupyter_ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/jupyter_ci.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/jupyter_ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_automerge.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/pr_automerge.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_automerge.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/pr_automerge.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pylint.yml:12: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/pylint.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pylint.yml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/milvus-io/bootcamp/pylint.yml/master?enable=pin","Warn: containerImage not pinned by hash: applications/image/biological_multifactor_authentication/server/Dockerfile:1: pin your Docker image by updating ubuntu:20.04 to ubuntu:20.04@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: applications/image/reverse_image_search/client/Dockerfile:2","Warn: containerImage not pinned by hash: applications/image/reverse_image_search/client/Dockerfile:12: pin your Docker image by updating nginx:1.23.1-alpine to nginx:1.23.1-alpine@sha256:b87c350e6c69e0dc7069093dcda226c4430f3836682af4f649f2af9e9b5f1c74","Warn: containerImage not pinned by hash: applications/image/reverse_image_search/server/Dockerfile:1: pin your Docker image by updating python:3.7-slim-buster to python:3.7-slim-buster@sha256:9bd2bfc822a533f99cbe6b1311d5bf0ff136f776ebac9b985407829f17278935","Warn: containerImage not pinned by hash: applications/nlp/question_answering_system/client/Dockerfile:1","Warn: containerImage not pinned by hash: applications/nlp/question_answering_system/client/Dockerfile:10: pin your Docker image by updating nginx:1.23.1-alpine to nginx:1.23.1-alpine@sha256:b87c350e6c69e0dc7069093dcda226c4430f3836682af4f649f2af9e9b5f1c74","Warn: containerImage not pinned by hash: applications/nlp/question_answering_system/server/Dockerfile:1: pin your Docker image by updating python:3.7-slim-buster to python:3.7-slim-buster@sha256:9bd2bfc822a533f99cbe6b1311d5bf0ff136f776ebac9b985407829f17278935","Warn: pipCommand not pinned by hash: applications/image/biological_multifactor_authentication/server/Dockerfile:16-23","Warn: npmCommand not pinned by hash: applications/image/reverse_image_search/client/Dockerfile:7","Warn: pipCommand not pinned by hash: applications/image/reverse_image_search/server/Dockerfile:3","Warn: pipCommand not pinned by hash: applications/image/reverse_image_search/server/Dockerfile:10","Warn: npmCommand not pinned by hash: applications/nlp/question_answering_system/client/Dockerfile:6","Warn: pipCommand not pinned by hash: applications/nlp/question_answering_system/server/Dockerfile:3","Warn: pipCommand not pinned by hash: applications/nlp/question_answering_system/server/Dockerfile:8","Warn: pipCommand not pinned by hash: .github/workflows/docker_compose_ci.yml:23","Warn: pipCommand not pinned by hash: .github/workflows/docker_compose_ci.yml:24","Warn: pipCommand not pinned by hash: .github/workflows/docker_compose_ci.yml:25","Warn: pipCommand not pinned by hash: .github/workflows/docker_compose_ci.yml:40","Warn: pipCommand not pinned by hash: .github/workflows/jupyter_ci.yml:22","Warn: pipCommand not pinned by hash: .github/workflows/jupyter_ci.yml:23","Warn: pipCommand not pinned by hash: .github/workflows/jupyter_ci.yml:24","Warn: pipCommand not pinned by hash: .github/workflows/pylint.yml:19","Warn: pipCommand not pinned by hash: .github/workflows/pylint.yml:20","Warn: pipCommand not pinned by hash: .github/workflows/pylint.yml:23","Info:   0 out of  11 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   5 third-party GitHubAction dependencies pinned","Info:   0 out of   7 containerImage dependencies pinned","Info:   0 out of  15 pipCommand dependencies pinned","Info:   0 out of   2 npmCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Vulnerabilities","score":0,"reason":"292 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2023-98 / GHSA-2qmj-7962-cjq8","Warn: Project is vulnerable to: PYSEC-2024-118 / GHSA-3hjh-jh2h-vrg6","Warn: Project is vulnerable to: PYSEC-2024-115 / GHSA-45pg-36p6-83v9","Warn: Project is vulnerable to: PYSEC-2023-109 / GHSA-57fc-8q82-gfp3","Warn: Project is vulnerable to: PYSEC-2023-205 / GHSA-655w-fm8m-m478","Warn: Project is vulnerable to: PYSEC-2023-92 / GHSA-6643-h7h5-x9wh","Warn: Project is vulnerable to: GHSA-6h8p-4hx9-w66c","Warn: Project is vulnerable to: PYSEC-2023-151 / GHSA-7gfq-f96f-g85j","Warn: Project is vulnerable to: PYSEC-2023-110 / GHSA-7q94-qpjr-xpgm","Warn: Project is vulnerable to: GHSA-8h5w-f6q9-wg35","Warn: Project is vulnerable to: PYSEC-2023-146 / GHSA-92j5-3459-qgp4","Warn: Project is vulnerable to: PYSEC-2023-162 / GHSA-f73w-4m7g-ch9x","Warn: Project is vulnerable to: PYSEC-2023-145 / GHSA-fj32-q626-pjjc","Warn: Project is vulnerable to: PYSEC-2023-18 / GHSA-fprp-p869-w6q2","Warn: Project is vulnerable to: PYSEC-2023-138 / GHSA-gwqq-6vq7-5j86","Warn: Project is vulnerable to: PYSEC-2024-43 / GHSA-h59x-p739-982c","Warn: Project is vulnerable to: GHSA-h9j7-5xvc-qhg5","Warn: Project is vulnerable to: PYSEC-2023-147 / GHSA-prgp-w7vf-ch62","Warn: Project is vulnerable to: GHSA-rgp8-pm28-3759","Warn: Project is vulnerable to: PYSEC-2023-91 / GHSA-x32c-59v5-h7fg","Warn: Project is vulnerable to: PYSEC-2024-12 / GHSA-2jxw-4hm4-6w87","Warn: Project is vulnerable to: PYSEC-2023-148 / GHSA-2xxc-73fv-36f7","Warn: Project is vulnerable to: GHSA-5hq9-5r78-2gjh","Warn: Project is vulnerable to: GHSA-j3wr-m6xh-64hg","Warn: Project is vulnerable to: GHSA-jmgm-gx32-vp4w","Warn: Project is vulnerable to: PYSEC-2025-11 / GHSA-jvpf-xf32-2w4q","Warn: Project is vulnerable to: GHSA-pw38-xv9x-h8ch","Warn: Project is vulnerable to: GHSA-v3c8-3pr6-gr7p","Warn: Project is vulnerable to: PYSEC-2024-192","Warn: Project is vulnerable to: PYSEC-2021-356 / GHSA-2ww3-fxvq-293j","Warn: Project is vulnerable to: PYSEC-2024-167 / GHSA-cgvx-9447-vcch","Warn: Project is vulnerable to: PYSEC-2021-859 / GHSA-f8m6-h2c7-8h9x","Warn: Project is vulnerable to: PYSEC-2019-106 / GHSA-mr7p-25v2-35wr","Warn: Project is vulnerable to: PYSEC-2022-5 / GHSA-rqjh-jp2r-59cj","Warn: Project is vulnerable to: PYSEC-2014-14 / GHSA-652x-xj99-gmcc","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2014-13 / GHSA-cfj3-7x9c-4p3h","Warn: Project is vulnerable to: PYSEC-2018-28 / GHSA-x84v-xcm2-53pg","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: PYSEC-2017-74","Warn: Project is vulnerable to: PYSEC-2024-230 / GHSA-248v-346w-9cwc","Warn: Project is vulnerable to: GHSA-6673-4983-2vx5","Warn: Project is vulnerable to: GHSA-496j-2rq6-j6cc","Warn: Project is vulnerable to: PYSEC-2024-60 / GHSA-jjg7-2v4v-x38h","Warn: Project is vulnerable to: GHSA-cpwx-vrp4-4pq7","Warn: Project is vulnerable to: GHSA-gmj6-6f8f-6699","Warn: Project is vulnerable to: GHSA-h5c8-rqwp-cp95","Warn: Project is vulnerable to: GHSA-h75v-3vvj-5mfj","Warn: Project is vulnerable to: GHSA-q2x7-8rv6-6q7h","Warn: Project is vulnerable to: GHSA-6rq9-53c3-f7vj","Warn: Project is vulnerable to: PYSEC-2025-10 / GHSA-h36j-8vv3-cj52","Warn: Project is vulnerable to: PYSEC-2024-223 / GHSA-h8wv-9h96-m4hr","Warn: Project is vulnerable to: PYSEC-2024-222 / GHSA-whh8-fjgc-qp73","Warn: Project is vulnerable to: GHSA-qr4w-53vh-m672","Warn: Project is vulnerable to: PYSEC-2023-183","Warn: Project is vulnerable to: GHSA-jh2j-j4j9-crg3","Warn: Project is vulnerable to: PYSEC-2023-184","Warn: Project is vulnerable to: GHSA-3f63-hfp8-52jq","Warn: Project is vulnerable to: GHSA-44wm-f244-xhp3","Warn: Project is vulnerable to: GHSA-j7hp-h8jx-5ppr","Warn: Project is vulnerable to: PYSEC-2023-175","Warn: Project is vulnerable to: GHSA-8qvm-5x2c-j2w7","Warn: Project is vulnerable to: PYSEC-2024-110 / GHSA-jw8x-6495-233v","Warn: Project is vulnerable to: GHSA-34jh-p97f-mpxf","Warn: Project is vulnerable to: PYSEC-2023-212 / GHSA-g4mx-q9vg-27p4","Warn: Project is vulnerable to: GHSA-pq67-6m6q-mj2v","Warn: Project is vulnerable to: PYSEC-2023-192 / GHSA-v845-jxx5-vc9f","Warn: Project is vulnerable to: GHSA-2g68-c3qc-8985","Warn: Project is vulnerable to: GHSA-f9vj-2wh5-fj8j","Warn: Project is vulnerable to: PYSEC-2023-221 / GHSA-hrfv-mqp8-q5rw","Warn: Project is vulnerable to: GHSA-q34m-jh98-gwm2","Warn: Project is vulnerable to: GHSA-jfmj-5v4g-7637","Warn: Project is vulnerable to: GHSA-968p-4wvh-cqc8","Warn: Project is vulnerable to: GHSA-67hx-6x53-jw92","Warn: Project is vulnerable to: GHSA-whgm-jr23-g3j9","Warn: Project is vulnerable to: GHSA-4w2v-q235-vp99","Warn: Project is vulnerable to: GHSA-cph5-m8f7-6c5x","Warn: Project is vulnerable to: GHSA-wf5p-g6vw-rhxx","Warn: Project is vulnerable to: GHSA-jr5f-v2jv-69x6","Warn: Project is vulnerable to: GHSA-qwcr-r2fm-qrc7","Warn: Project is vulnerable to: GHSA-v6h2-p8h4-qcjw","Warn: Project is vulnerable to: GHSA-grv7-fg5c-xmjg","Warn: Project is vulnerable to: GHSA-x9w5-v3q2-3rhw","Warn: Project is vulnerable to: GHSA-w8qv-6jwh-64r5","Warn: Project is vulnerable to: GHSA-pxg6-pf52-xh8x","Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275","Warn: Project is vulnerable to: GHSA-w573-4hg7-7wgq","Warn: Project is vulnerable to: GHSA-434g-2637-qmqr","Warn: Project is vulnerable to: GHSA-49q7-c7j4-3p7m","Warn: Project is vulnerable to: GHSA-977x-g7h5-7qgw","Warn: Project is vulnerable to: GHSA-f7q4-pwc6-w24p","Warn: Project is vulnerable to: GHSA-fc9h-whq2-v747","Warn: Project is vulnerable to: GHSA-vjh7-7g9h-fjfh","Warn: Project is vulnerable to: GHSA-4gmj-3p3h-gm8h","Warn: Project is vulnerable to: GHSA-rv95-896h-c2vc","Warn: Project is vulnerable to: GHSA-qw6h-vgh9-j6wx","Warn: Project is vulnerable to: GHSA-74fj-2j2h-c42q","Warn: Project is vulnerable to: GHSA-pw2r-vq6v-hr8c","Warn: Project is vulnerable to: GHSA-jchw-25xp-jwwc","Warn: Project is vulnerable to: GHSA-cxjh-pqwp-8mfp","Warn: Project is vulnerable to: GHSA-fjxv-7rqg-78g4","Warn: Project is vulnerable to: GHSA-c7qv-q95q-8v27","Warn: Project is vulnerable to: GHSA-78xj-cgh5-2h22","Warn: Project is vulnerable to: GHSA-2p57-rm9w-gvfp","Warn: Project is vulnerable to: GHSA-9c47-m6qq-7p4h","Warn: Project is vulnerable to: GHSA-76p3-8jx3-jpfq","Warn: Project is vulnerable to: GHSA-3rfm-jhwj-7488","Warn: Project is vulnerable to: GHSA-hhq3-ff78-jv3g","Warn: Project is vulnerable to: GHSA-35jh-r3h4-6jhm","Warn: Project is vulnerable to: GHSA-952p-6rrq-rcjv","Warn: Project is vulnerable to: GHSA-f8q6-p94x-37v3","Warn: Project is vulnerable to: GHSA-r683-j2x4-v87g","Warn: Project is vulnerable to: GHSA-5rrq-pxf6-6jx5","Warn: Project is vulnerable to: GHSA-8fr3-hfg3-gpgp","Warn: Project is vulnerable to: GHSA-gf8q-jrpm-jvxq","Warn: Project is vulnerable to: GHSA-2r2c-g63r-vccr","Warn: Project is vulnerable to: GHSA-cfm4-qjh2-4765","Warn: Project is vulnerable to: GHSA-x4jg-mjrx-434g","Warn: Project is vulnerable to: GHSA-5fw9-fq32-wv5p","Warn: Project is vulnerable to: GHSA-rp65-9cf3-cjxr","Warn: Project is vulnerable to: GHSA-cwx2-736x-mf6w","Warn: Project is vulnerable to: GHSA-v39p-96qg-c8rf","Warn: Project is vulnerable to: GHSA-8v63-cqqc-6r2c","Warn: Project is vulnerable to: GHSA-76c9-3jph-rj3q","Warn: Project is vulnerable to: GHSA-9wv6-86v2-598j","Warn: Project is vulnerable to: GHSA-rhx6-c78j-4q9w","Warn: Project is vulnerable to: GHSA-h7cp-r72f-jxh6","Warn: Project is vulnerable to: GHSA-v62p-rq8g-8h59","Warn: Project is vulnerable to: GHSA-566m-qj78-rww5","Warn: Project is vulnerable to: GHSA-hwj9-h5mp-3pm3","Warn: Project is vulnerable to: GHSA-7fh5-64p2-3v2j","Warn: Project is vulnerable to: GHSA-5q6m-3h65-w53x","Warn: Project is vulnerable to: GHSA-p8p7-x288-28g6","Warn: Project is vulnerable to: GHSA-c2qf-rxjj-qqgw","Warn: Project is vulnerable to: GHSA-m6fv-jmcg-4jfg","Warn: Project is vulnerable to: GHSA-hxcc-f52p-wc94","Warn: Project is vulnerable to: GHSA-cm22-4g7w-348p","Warn: Project is vulnerable to: GHSA-g4rg-993r-mgx7","Warn: Project is vulnerable to: GHSA-c9g6-9335-x697","Warn: Project is vulnerable to: GHSA-52f5-9888-hmc6","Warn: Project is vulnerable to: GHSA-72xf-g2v4-qvf3","Warn: Project is vulnerable to: GHSA-fhg7-m89q-25r3","Warn: Project is vulnerable to: GHSA-wr3j-pwj9-hqq6","Warn: Project is vulnerable to: GHSA-4v9v-hfq4-rm2v","Warn: Project is vulnerable to: GHSA-9jgg-88mc-972h","Warn: Project is vulnerable to: GHSA-j8xg-fqg3-53r7","Warn: Project is vulnerable to: GHSA-3h5v-q93c-6h6q","Warn: Project is vulnerable to: GHSA-p9pc-299p-vxgp","Warn: Project is vulnerable to: PYSEC-2024-38 / GHSA-2jv5-9r88-3w3p","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: GHSA-4fx9-vc88-q2xc","Warn: Project is vulnerable to: PYSEC-2023-227 / GHSA-8ghj-p4vj-mr35","Warn: Project is vulnerable to: PYSEC-2022-10 / GHSA-8vj2-vxx3-667w","Warn: Project is vulnerable to: PYSEC-2022-168 / GHSA-9j59-75qj-795w","Warn: Project is vulnerable to: PYSEC-2022-42979 / GHSA-m2vv-5vj5-2hm7","Warn: Project is vulnerable to: PYSEC-2022-8 / GHSA-pw3c-h7wp-cvhx","Warn: Project is vulnerable to: PYSEC-2022-9 / GHSA-xrcv-f9gm-v42c","Warn: Project is vulnerable to: GHSA-mr82-8j83-vxmv","Warn: Project is vulnerable to: GHSA-v9hf-5j83-6xpp","Warn: Project is vulnerable to: GHSA-59g5-xgcq-4qw3","Warn: Project is vulnerable to: PYSEC-2019-156 / GHSA-xp76-357g-9wqq","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114","Warn: Project is vulnerable to: GHSA-v88g-cgmw-v5xw","Warn: Project is vulnerable to: GHSA-93q8-gq69-wqmw","Warn: Project is vulnerable to: GHSA-fwr7-v2mv-hh25","Warn: Project is vulnerable to: GHSA-257v-vj4p-3w2h","Warn: Project is vulnerable to: GHSA-gxpj-cx7g-858c","Warn: Project is vulnerable to: GHSA-3wcq-x3mq-6r9p","Warn: Project is vulnerable to: GHSA-r9p9-mrjm-926w","Warn: Project is vulnerable to: GHSA-6h5x-7c5m-7cr7","Warn: Project is vulnerable to: GHSA-ww39-953v-wcq6","Warn: Project is vulnerable to: GHSA-43f8-2h32-f4cj","Warn: Project is vulnerable to: GHSA-qqgx-2p2h-9c37","Warn: Project is vulnerable to: GHSA-7r28-3m3f-r2pr","Warn: Project is vulnerable to: GHSA-r8j5-h5cx-65gg","Warn: Project is vulnerable to: GHSA-896r-f27r-55mw","Warn: Project is vulnerable to: GHSA-p6mc-m468-83gw","Warn: Project is vulnerable to: GHSA-29mw-wpgm-hmr9","Warn: Project is vulnerable to: GHSA-r6rj-9ch6-g264","Warn: Project is vulnerable to: GHSA-xvch-5gv4-984h","Warn: Project is vulnerable to: GHSA-92xj-mqp7-vmcj","Warn: Project is vulnerable to: GHSA-wxgw-qj99-44c2","Warn: Project is vulnerable to: GHSA-hj48-42vr-x3v9","Warn: Project is vulnerable to: GHSA-hrpp-h998-j3pp","Warn: Project is vulnerable to: GHSA-vx3p-948g-6vhq","Warn: Project is vulnerable to: GHSA-4wf5-vphf-c2xc","Warn: Project is vulnerable to: GHSA-jgrx-mgxx-jf9v","Warn: Project is vulnerable to: GHSA-662x-fhqg-9p8v","Warn: Project is vulnerable to: GHSA-394c-5j6w-4xmx","Warn: Project is vulnerable to: GHSA-78cj-fxph-m83p","Warn: Project is vulnerable to: GHSA-9m6j-fcg5-2442","Warn: Project is vulnerable to: GHSA-hh27-ffr2-f2jc","Warn: Project is vulnerable to: GHSA-rqff-837h-mm52","Warn: Project is vulnerable to: GHSA-8v38-pw62-9cw2","Warn: Project is vulnerable to: GHSA-hgjh-723h-mx2j","Warn: Project is vulnerable to: GHSA-jf5r-8hm2-f872","Warn: Project is vulnerable to: GHSA-6fc8-4gx4-v693","Warn: Project is vulnerable to: GHSA-c4w7-xm78-47vh","Warn: Project is vulnerable to: PYSEC-2021-100 / GHSA-8h2j-cgx8-6xv7","Warn: Project is vulnerable to: PYSEC-2018-34 / GHSA-2fc2-6r4j-p65h","Warn: Project is vulnerable to: PYSEC-2021-856 / GHSA-5545-2q6w-2gh6","Warn: Project is vulnerable to: PYSEC-2019-108 / GHSA-9fq2-x9r6-wfmf","Warn: Project is vulnerable to: PYSEC-2018-33 / GHSA-cw6w-4rcx-xphc","Warn: Project is vulnerable to: PYSEC-2021-857 / GHSA-f7c7-j99h-c22f","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: PYSEC-2020-73","Warn: Project is vulnerable to: PYSEC-2020-150 / GHSA-33c7-2mpw-hg34","Warn: Project is vulnerable to: PYSEC-2020-151 / GHSA-f97h-2pfx-f59f","Warn: Project is vulnerable to: GHSA-267x-w5hx-8hjr","Warn: Project is vulnerable to: GHSA-33h2-69j3-r336","Warn: Project is vulnerable to: GHSA-3448-vrgh-85xr","Warn: Project is vulnerable to: GHSA-5rpc-gwh9-q9fg","Warn: Project is vulnerable to: GHSA-634c-v2xv-ffpg","Warn: Project is vulnerable to: GHSA-6v6p-p97v-g2p7","Warn: Project is vulnerable to: GHSA-83rh-hx5x-q9p5","Warn: Project is vulnerable to: GHSA-8849-5h85-98qw","Warn: Project is vulnerable to: GHSA-89rj-5ggj-3p9p","Warn: Project is vulnerable to: GHSA-8w3x-457r-wg53","Warn: Project is vulnerable to: GHSA-9g8h-pjm4-q92p","Warn: Project is vulnerable to: GHSA-c7gp-2pch-qh2v","Warn: Project is vulnerable to: GHSA-cvhw-2593-5j2q","Warn: Project is vulnerable to: GHSA-fffj-9qwg-qmh5","Warn: Project is vulnerable to: GHSA-fm39-cw8h-3p63","Warn: Project is vulnerable to: GHSA-fr58-2xhv-qp3w","Warn: Project is vulnerable to: GHSA-fvq6-392h-6mjj","Warn: Project is vulnerable to: GHSA-fw99-f933-rgh8","Warn: Project is vulnerable to: GHSA-hxfw-jm98-v4mq","Warn: Project is vulnerable to: GHSA-jcxv-2j3h-mg59","Warn: Project is vulnerable to: GHSA-jggw-2q6g-c3m6","Warn: Project is vulnerable to: GHSA-m43c-649m-pm48","Warn: Project is vulnerable to: GHSA-m6vm-8g8v-xfjh","Warn: Project is vulnerable to: GHSA-pqjj-6f5q-gqph","Warn: Project is vulnerable to: GHSA-q799-q27x-vp7w","Warn: Project is vulnerable to: GHSA-rqxg-xvcq-3v2f","Warn: Project is vulnerable to: GHSA-vc29-rj92-gc7j","Warn: Project is vulnerable to: GHSA-w96g-3p64-63wr","Warn: Project is vulnerable to: GHSA-wq8f-wvqp-xvvm","Warn: Project is vulnerable to: GHSA-x3rm-644h-67m8","Warn: Project is vulnerable to: GHSA-3c5c-7235-994j","Warn: Project is vulnerable to: PYSEC-2021-41 / GHSA-3wvg-mj6g-m9cv","Warn: Project is vulnerable to: PYSEC-2020-77 / GHSA-3xv8-3j54-hgrp","Warn: Project is vulnerable to: PYSEC-2020-80 / GHSA-43fq-w8qq-v88h","Warn: Project is vulnerable to: PYSEC-2021-35 / GHSA-57h3-9rgr-c24m","Warn: Project is vulnerable to: PYSEC-2020-172 / GHSA-5gm3-px64-rw72","Warn: Project is vulnerable to: PYSEC-2021-331 / GHSA-7534-mm45-c74v","Warn: Project is vulnerable to: PYSEC-2021-92 / GHSA-7r7m-5h27-29hp","Warn: Project is vulnerable to: PYSEC-2020-78 / GHSA-8843-m7mw-mxqm","Warn: Project is vulnerable to: PYSEC-2014-87 / GHSA-8m9x-pxwq-j236","Warn: Project is vulnerable to: PYSEC-2021-36 / GHSA-8xjq-8fcg-g5hw","Warn: Project is vulnerable to: PYSEC-2016-6 / GHSA-8xjv-v9xq-m5h9","Warn: Project is vulnerable to: PYSEC-2021-42 / GHSA-95q3-8gr9-gm8w","Warn: Project is vulnerable to: PYSEC-2014-10 / GHSA-cfmr-38g9-f2h7","Warn: Project is vulnerable to: PYSEC-2020-76 / GHSA-cqhg-xjhh-p8hf","Warn: Project is vulnerable to: PYSEC-2021-40 / GHSA-f4w8-cv6p-x6r5","Warn: Project is vulnerable to: PYSEC-2021-69 / GHSA-f5g8-5qq7-938w","Warn: Project is vulnerable to: PYSEC-2021-139 / GHSA-g6rj-rv7j-xwp4","Warn: Project is vulnerable to: PYSEC-2015-16 / GHSA-h5rf-vgqx-wjv2","Warn: Project is vulnerable to: PYSEC-2016-5 / GHSA-hggx-3h72-49ww","Warn: Project is vulnerable to: PYSEC-2020-84 / GHSA-hj69-c76v-86wr","Warn: Project is vulnerable to: PYSEC-2016-7 / GHSA-hvr8-466p-75rh","Warn: Project is vulnerable to: PYSEC-2015-15 / GHSA-j6f7-g425-4gmx","Warn: Project is vulnerable to: PYSEC-2019-110 / GHSA-j7mj-748x-7p78","Warn: Project is vulnerable to: GHSA-jgpv-4h4c-xhw3","Warn: Project is vulnerable to: PYSEC-2021-37 / GHSA-mvg9-xffr-p774","Warn: Project is vulnerable to: PYSEC-2020-83 / GHSA-p49h-hjvm-jg3h","Warn: Project is vulnerable to: PYSEC-2021-93 / GHSA-q5hq-fp76-qmrc","Warn: Project is vulnerable to: PYSEC-2020-82 / GHSA-r7rm-8j6h-r933","Warn: Project is vulnerable to: PYSEC-2014-23 / GHSA-r854-96gq-rfg3","Warn: Project is vulnerable to: PYSEC-2016-8 / GHSA-rwr3-c2q8-gm56","Warn: Project is vulnerable to: PYSEC-2020-81 / GHSA-vcqg-3p29-xw73","Warn: Project is vulnerable to: PYSEC-2020-79 / GHSA-vj42-xq3r-hr3r","Warn: Project is vulnerable to: PYSEC-2021-70 / GHSA-vqcj-wrf2-7v73","Warn: Project is vulnerable to: PYSEC-2016-9 / GHSA-w4vg-rf63-f3j3","Warn: Project is vulnerable to: PYSEC-2014-22 / GHSA-x895-2wrm-hvp7","Warn: Project is vulnerable to: PYSEC-2021-137","Warn: Project is vulnerable to: PYSEC-2021-138","Warn: Project is vulnerable to: PYSEC-2021-317","Warn: Project is vulnerable to: PYSEC-2021-38","Warn: Project is vulnerable to: PYSEC-2021-39","Warn: Project is vulnerable to: PYSEC-2021-94","Warn: Project is vulnerable to: PYSEC-2024-153 / GHSA-rxff-vr5r-8cj5","Warn: Project is vulnerable to: PYSEC-2020-107 / GHSA-jjw5-xxj6-pcv5","Warn: Project is vulnerable to: PYSEC-2020-108"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-21T12:31:41.360Z","repository_id":37405584,"created_at":"2025-08-21T12:31:41.360Z","updated_at":"2025-08-21T12:31:41.360Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":344872684,"owners_count":38351749,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-10-03T21:59:58.778Z","status":"online","status_checked_at":"2026-10-19T02:00:06.414Z","response_time":53,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["audio-search","deep-learning","embeddings","image-classification","image-recognition","image-search","llm","milvus","nlp","python","question-answering","rag","semantic-search","unstructured-data","vector-database"],"created_at":"2024-08-01T13:02:26.843Z","updated_at":"2026-10-19T08:06:56.243Z","avatar_url":"https://github.com/milvus-io.png","language":"Jupyter Notebook","funding_links":[],"categories":["Python","HTML","Video \u0026 Animation","Learning and Reference","Full list","Data \u0026 Search"],"sub_categories":["Examples and Exercises","Data \u0026 Search","🎮 Key Interactive Features"],"readme":"\u003cimg src=\"pics/logo.png\" alt=\"milvus bootcamp banner\"\u003e\n\n\u003cdiv class=\"column\" align=\"middle\"\u003e\n  \u003ca href=\"https://github.com/milvus-io/bootcamp/blob/master/LICENSE\"\u003e\u003cimg height=\"20\" src=\"https://img.shields.io/github/license/milvus-io/bootcamp\" alt=\"license\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://milvus.io\"\u003e\u003cimg src=\"https://img.shields.io/badge/milvus-blue\" alt=\"milvus\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://cloud.zilliz.com/signup?utm_source=partner\u0026utm_medium=referral\u0026utm_campaign=2024-11-04_web_github-readme_global\"\u003e\u003cimg src=\"https://img.shields.io/badge/zilliz-green\" alt=\"fully-managed-milvus\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://milvus.io/slack\"\u003e\u003cimg src=\"https://img.shields.io/badge/Slack-%234A154B.svg?style=flat\u0026logo=slack\u0026logoColor=white\" alt=\"slack\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://discord.gg/mKc3R95yE5\"\u003e\u003cimg height=\"20\" src=\"https://img.shields.io/badge/Discord-%235865F2.svg?style=for-the-badge\u0026logo=discord\u0026logoColor=white\" alt=\"discord\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://x.com/milvusio\"\u003e\u003cimg src=\"https://img.shields.io/twitter/follow/milvusio\" alt=\"twitter\"/\u003e\u003c/a\u003e\n\u003c/div\u003e\n\n## :bird: What You Can Do\n\nBegin an interactive journey to master [Milvus](https://milvus.io), enhancing your projects with seamless integration and optimization tools.\n\n- **Explore Tutorials:** Dive into notebooks that walk you through diverse Milvus use cases.\n\n- **Deploy Demos:** Build your own demo to see Milvus in action.\n\n- **Discover Use Cases:** Learn how Milvus integrates with other tools and frameworks through practical examples.\n\n- **Expand Your Skills:** Apply evaluation methods to test and optimize your applications.\n\n## :pencil: Examples\n\nYou can explore a comprehensive [Tutorials Overview](https://milvus.io/docs/tutorials-overview.md) covering topics such as Retrieval-Augmented Generation (RAG), Semantic Search, Hybrid Search, Question Answering, Recommendation Systems, and various quick-start guides. These resources are designed to help you get started quickly and efficiently.\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003ctd width=\"30%\"\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003e\n        \u003cimg src=\"https://assets.zilliz.com/image_search_59a64e4f22.gif\" /\u003e\n      \u003c/a\u003e\n    \u003c/td\u003e\n    \u003ctd width=\"30%\"\u003e\n\u003ca href=\"https://milvus.io/milvus-demos\"\u003e\n\u003cimg src=\"https://assets.zilliz.com/qa_df5ee7bd83.gif\" /\u003e\n\u003c/a\u003e\n    \u003c/td\u003e\n    \u003ctd width=\"30%\"\u003e\n\u003ca href=\"https://milvus.io/milvus-demos\"\u003e\n\u003cimg src=\"https://assets.zilliz.com/mole_search_76f8340572.gif\" /\u003e\n\u003c/a\u003e\n    \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003cth\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003eImage Search\u003c/a\u003e\n    \u003c/th\u003e\n    \u003cth\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003eRAG\u003c/a\u003e\n    \u003c/th\u003e\n    \u003cth\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003eDrug Discovery\u003c/a\u003e\n    \u003c/th\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n\nHere is a selection of demos and tutorials to show how to build various types of AI applications made with Milvus:\n\n| Tutorial | Use Case | Related Milvus Features |\n| ----------- | -------- | -------- |\n| [Build RAG with Milvus](https://milvus.io/docs/build-rag-with-milvus.md) |  RAG | vector search |\n| [Advanced RAG Optimizations](https://milvus.io/docs/how_to_enhance_your_rag.md) | RAG | vector search, full text search |\n| [Full Text Search with Milvus](https://milvus.io/docs/full_text_search_with_milvus.md) | Text Search | full text search |\n| [Hybrid Search with Milvus](https://milvus.io/docs/hybrid_search_with_milvus.md) | Hybrid Search | hybrid search, multi vector, dense embedding, sparse embedding |\n| [Image Search with Milvus](https://milvus.io/docs/image_similarity_search.md) | Semantic Search | vector search, dynamic field |\n| [Multimodal Search using Multi Vectors](https://milvus.io/docs/multimodal_rag_with_milvus.md) | Semantic Search | multi vector, hybrid search |\n| [Movie Recommendation with Milvus](https://milvus.io/docs/movie_recommendation_with_milvus.md) | Recommendation System | vector search |\n| [Graph RAG with Milvus](https://milvus.io/docs/graph_rag_with_milvus.md) | RAG | graph search |\n| [Use Milvus as a LangChain Vector Store](https://milvus.io/docs/basic_usage_langchain.md) | RAG | vector search |\n| [RAG with Milvus and LlamaIndex](https://milvus.io/docs/integrate_with_llamaindex.md) | RAG | vector search |\n| [Contextual Retrieval with Milvus](https://milvus.io/docs/contextual_retrieval_with_milvus.md) | Quickstart | vector search |\n| [Vector Visualization](https://milvus.io/docs/vector_visualization.md) | Quickstart | vector search |\n| [HDBSCAN Clustering with Milvus](https://milvus.io/docs/hdbscan_clustering_with_milvus.md) | Quickstart | vector search |\n\n\n## :fire: Community\n\nJoin the Milvus community on [Discord](https://discord.gg/8uyFbECzPX) to share your suggestions, advice, and questions with our engineering team.\n\nTo learn latest news about Milvus, follow us on social media:\n\n- [X](https://twitter.com/milvusio)\n- [LinkedIn](https://www.linkedin.com/company/the-milvus-project)\n- [Youtube](https://www.youtube.com/channel/UCMCo_F7pKjMHBlfyxwOPw-g)\n- [Medium](https://medium.com/@milvusio)\n\nYou can also check out our [FAQ page](https://milvus.io/docs/performance_faq.md) to discover solutions or answers to your issues or questions, and subscribe to Milvus mailing lists:\n\n- [Technical Steering Committee](https://lists.lfai.foundation/g/milvus-tsc)\n- [Technical Discussions](https://lists.lfai.foundation/g/milvus-technical-discuss)\n- [Announcement](https://lists.lfai.foundation/g/milvus-announce)\n\nLet's accelerate your Milvus journey together!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilvus-io%2Fbootcamp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmilvus-io%2Fbootcamp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilvus-io%2Fbootcamp/lists"}