{"id":1521,"name":"pymdp","description":"pymdp: A Python library for active inference in discrete state spaces - Published in JOSS (2022)","url":"https://github.com/infer-actively/pymdp","last_synced_at":"2025-09-04T16:29:22.428Z","repository":{"id":38825959,"uuid":"224498849","full_name":"infer-actively/pymdp","owner":"infer-actively","description":"A Python implementation of active inference for Markov Decision Processes","archived":false,"fork":false,"pushed_at":"2025-09-03T10:29:26.000Z","size":15486,"stargazers_count":559,"open_issues_count":59,"forks_count":113,"subscribers_count":30,"default_branch":"master","last_synced_at":"2025-09-04T06:48:43.807Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/infer-actively.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-11-27T19:03:35.000Z","updated_at":"2025-09-01T23:59:54.000Z","dependencies_parsed_at":"2023-09-28T17:27:24.761Z","dependency_job_id":"51d7d7e2-079e-4456-81fd-43a226ca3e92","html_url":"https://github.com/infer-actively/pymdp","commit_stats":null,"previous_names":[],"tags_count":6,"template":false,"template_full_name":null,"purl":"pkg:github/infer-actively/pymdp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/sbom","scorecard":{"id":487860,"data":{"date":"2025-08-11","repo":{"name":"github.com/infer-actively/pymdp","commit":"a2f0f01a4685a13e77858fedc9e0f498894eef61"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.5,"checks":[{"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 patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":10,"reason":"2 commit(s) and 25 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":1,"reason":"Found 3/22 approved changesets -- score normalized to 1","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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/python-package.yml:1","Info: no jobLevel write permissions found"],"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":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"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":"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/python-package.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:30","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   3 pipCommand 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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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 13 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":"Vulnerabilities","score":0,"reason":"29 existing vulnerabilities detected","details":["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: 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: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: GHSA-3f63-hfp8-52jq","Warn: Project is vulnerable to: GHSA-44wm-f244-xhp3","Warn: Project is vulnerable to: GHSA-4fx9-vc88-q2xc","Warn: Project is vulnerable to: PYSEC-2021-331 / GHSA-7534-mm45-c74v","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-2021-317 / GHSA-98vv-pw6r-q6q4","Warn: Project is vulnerable to: PYSEC-2022-168 / GHSA-9j59-75qj-795w","Warn: Project is vulnerable to: GHSA-j7hp-h8jx-5ppr","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: PYSEC-2023-175","Warn: Project is vulnerable to: PYSEC-2022-42969","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114"],"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":"2025-08-19T18:15:46.832Z","repository_id":38825959,"created_at":"2025-08-19T18:15:46.832Z","updated_at":"2025-08-19T18:15:46.832Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273602050,"owners_count":25135359,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-04T02:00:08.968Z","response_time":61,"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"}},"owner":{"login":"infer-actively","name":"infer-actively","uuid":"75545318","kind":"organization","description":null,"email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/75545318?v=4","repositories_count":2,"last_synced_at":"2023-03-07T14:46:34.484Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/infer-actively","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-17T12:27:13.977Z","updated_at":"2023-03-07T14:46:34.498Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively/repositories"},"packages":[{"id":2766712,"name":"inferactively-pymdp","ecosystem":"pypi","description":"A Python package for solving Markov Decision Processes with Active Inference","homepage":"https://github.com/infer-actively/pymdp","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/infer-actively/pymdp","keywords_array":["artificial intelligence","active inference","free energy principleinformation theory","decision-making","MDP","Markov Decision Process","Bayesian inference","variational inference","reinforcement learning"],"namespace":null,"versions_count":8,"first_release_published_at":"2021-08-17T14:53:20.000Z","latest_release_published_at":"2022-12-08T15:23:04.000Z","latest_release_number":"0.0.7","last_synced_at":"2025-09-03T20:12:39.645Z","created_at":"2022-04-10T11:18:37.228Z","updated_at":"2025-09-04T06:37:55.039Z","registry_url":"https://pypi.org/project/inferactively-pymdp/","install_command":"pip install inferactively-pymdp --index-url https://pypi.org/simple","documentation_url":"https://inferactively-pymdp.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 4 - Beta","Intended Audience :: Developers","License :: OSI Approved :: MIT License","Programming Language :: Python :: 3.7","Topic :: Scientific/Engineering :: Artificial Intelligence"],"normalized_name":"inferactively-pymdp","project_status":null},"repo_metadata":{"id":38825959,"uuid":"224498849","full_name":"infer-actively/pymdp","owner":"infer-actively","description":"A Python implementation of active inference for Markov Decision Processes","archived":false,"fork":false,"pushed_at":"2025-08-27T12:43:59.000Z","size":15399,"stargazers_count":555,"open_issues_count":52,"forks_count":112,"subscribers_count":30,"default_branch":"master","last_synced_at":"2025-08-27T23:58:30.536Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/infer-actively.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-11-27T19:03:35.000Z","updated_at":"2025-08-27T16:43:32.000Z","dependencies_parsed_at":"2023-09-28T17:27:24.761Z","dependency_job_id":"51d7d7e2-079e-4456-81fd-43a226ca3e92","html_url":"https://github.com/infer-actively/pymdp","commit_stats":null,"previous_names":[],"tags_count":6,"template":false,"template_full_name":null,"purl":"pkg:github/infer-actively/pymdp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/sbom","scorecard":{"id":487860,"data":{"date":"2025-08-11","repo":{"name":"github.com/infer-actively/pymdp","commit":"a2f0f01a4685a13e77858fedc9e0f498894eef61"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.5,"checks":[{"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 patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":10,"reason":"2 commit(s) and 25 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":1,"reason":"Found 3/22 approved changesets -- score normalized to 1","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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/python-package.yml:1","Info: no jobLevel write permissions found"],"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":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"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":"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/python-package.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:30","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   3 pipCommand 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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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 13 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":"Vulnerabilities","score":0,"reason":"29 existing vulnerabilities detected","details":["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: 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: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: GHSA-3f63-hfp8-52jq","Warn: Project is vulnerable to: GHSA-44wm-f244-xhp3","Warn: Project is vulnerable to: GHSA-4fx9-vc88-q2xc","Warn: Project is vulnerable to: PYSEC-2021-331 / GHSA-7534-mm45-c74v","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-2021-317 / GHSA-98vv-pw6r-q6q4","Warn: Project is vulnerable to: PYSEC-2022-168 / GHSA-9j59-75qj-795w","Warn: Project is vulnerable to: GHSA-j7hp-h8jx-5ppr","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: PYSEC-2023-175","Warn: Project is vulnerable to: PYSEC-2022-42969","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114"],"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":"2025-08-19T18:15:46.832Z","repository_id":38825959,"created_at":"2025-08-19T18:15:46.832Z","updated_at":"2025-08-19T18:15:46.832Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273502229,"owners_count":25117143,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-03T02:00:09.631Z","response_time":76,"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"},"owner_record":{"login":"infer-actively","name":"infer-actively","uuid":"75545318","kind":"organization","description":null,"email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/75545318?v=4","repositories_count":2,"last_synced_at":"2023-03-07T14:46:34.484Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/infer-actively","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-17T12:27:13.977Z","updated_at":"2023-03-07T14:46:34.498Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively/repositories"},"tags":[{"name":"v0.0.7.1","sha":"2d2152c79d4b28c8efc4a7a77012a5d1c146ec32","kind":"commit","published_at":"2023-03-25T17:55:41.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.7.1","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.7.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.7.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7.1/manifests"},{"name":"v0.0.7","sha":"2ea0afd84f3328b29255e82f6856577a607eb3ea","kind":"commit","published_at":"2022-12-08T15:21:50.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.7","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7/manifests"},{"name":"v0.0.6","sha":"9bed541328843fe1ef6446504066881dc0925320","kind":"commit","published_at":"2022-08-24T21:11:04.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.6","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.6/manifests"},{"name":"v0.0.5","sha":"fcbdfe504a69e263077c42fdb9bb2252de657110","kind":"commit","published_at":"2022-04-25T20:49:12.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.5","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.5/manifests"},{"name":"v0.0.4","sha":"947845d654f65d7059ae13ed1d5448152d907a39","kind":"commit","published_at":"2022-01-10T14:44:29.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.4","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.4/manifests"},{"name":"v0.0.3","sha":"12f039f8a91b55d79b80015b3336135587f0e79f","kind":"commit","published_at":"2021-10-27T20:45:36.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.3","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.3/manifests"}]},"repo_metadata_updated_at":"2025-09-04T06:37:55.039Z","dependent_packages_count":0,"downloads":1123,"downloads_period":"last-month","dependent_repos_count":1,"rankings":{"downloads":18.86186970391406,"dependent_repos_count":21.559058535118407,"dependent_packages_count":10.108852264313626,"stargazers_count":3.4681090792819407,"forks_count":5.590850850355354,"docker_downloads_count":null,"average":11.917748086596678},"purl":"pkg:pypi/inferactively-pymdp","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/inferactively-pymdp","docker_dependents_count":1,"docker_downloads_count":16,"usage_url":"https://repos.ecosyste.ms/usage/pypi/inferactively-pymdp","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/inferactively-pymdp/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-09-03T21:02:53.319Z","issues_count":80,"pull_requests_count":152,"avg_time_to_close_issue":4052408.4571428574,"avg_time_to_close_pull_request":1232016.1832061068,"issues_closed_count":35,"pull_requests_closed_count":131,"pull_request_authors_count":26,"issue_authors_count":31,"avg_comments_per_issue":1.0125,"avg_comments_per_pull_request":0.4407894736842105,"merged_pull_requests_count":121,"bot_issues_count":0,"bot_pull_requests_count":3,"past_year_issues_count":42,"past_year_pull_requests_count":44,"past_year_avg_time_to_close_issue":2102002.0,"past_year_avg_time_to_close_pull_request":537963.1379310344,"past_year_issues_closed_count":8,"past_year_pull_requests_closed_count":29,"past_year_pull_request_authors_count":13,"past_year_issue_authors_count":15,"past_year_avg_comments_per_issue":0.47619047619047616,"past_year_avg_comments_per_pull_request":0.38636363636363635,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":28,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/issues","maintainers":[{"login":"conorheins","count":105,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"tverbele","count":10,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"},{"login":"Arun-Niranjan","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Arun-Niranjan"},{"login":"OzanCatalVerses","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"dimarkov","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/dimarkov"},{"login":"toonvdm","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"BerenMillidge","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/BerenMillidge"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"lancelotdacosta","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/lancelotdacosta"},{"login":"jkbren","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jkbren"},{"login":"salvatomm","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/salvatomm"},{"login":"alec-tschantz","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/alec-tschantz"}],"active_maintainers":[{"login":"conorheins","count":35,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"Arun-Niranjan","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Arun-Niranjan"},{"login":"tverbele","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"},{"login":"OzanCatalVerses","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"toonvdm","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"lancelotdacosta","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/lancelotdacosta"},{"login":"salvatomm","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/salvatomm"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/inferactively-pymdp/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/inferactively-pymdp/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/inferactively-pymdp/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/inferactively-pymdp/related_packages","maintainers":[{"uuid":"cheins","login":"cheins","name":null,"email":null,"url":null,"packages_count":3,"html_url":"https://pypi.org/user/cheins/","role":null,"created_at":"2023-02-24T11:14:24.028Z","updated_at":"2023-02-24T11:14:24.028Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/cheins/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":724715,"maintainers_count":308190,"namespaces_count":0,"keywords_count":237984,"github":"pypi","metadata":{"funded_packages_count":50481},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-04T05:23:51.177Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}},{"id":2943336,"name":"test-inferactively-pymdp","ecosystem":"pypi","description":"A Python package for solving Markov Decision Processes with Active Inference","homepage":"https://github.com/infer-actively/pymdp","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/infer-actively/pymdp","keywords_array":["artificial intelligence","active inference","free energy principleinformation theory","decision-making","MDP","Markov Decision Process","Bayesian inference","variational inference","reinforcement learning"],"namespace":null,"versions_count":3,"first_release_published_at":"2021-08-17T14:02:13.000Z","latest_release_published_at":"2021-10-08T17:18:50.000Z","latest_release_number":"0.0.3","last_synced_at":"2025-09-03T20:12:44.051Z","created_at":"2022-04-10T12:48:48.690Z","updated_at":"2025-09-04T06:38:02.884Z","registry_url":"https://pypi.org/project/test-inferactively-pymdp/","install_command":"pip install test-inferactively-pymdp --index-url https://pypi.org/simple","documentation_url":"https://test-inferactively-pymdp.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 4 - Beta","Intended Audience :: Developers","License :: OSI Approved :: MIT License","Programming Language :: Python :: 3.7","Topic :: Scientific/Engineering :: Artificial Intelligence"],"normalized_name":"test-inferactively-pymdp","project_status":null},"repo_metadata":{"id":38825959,"uuid":"224498849","full_name":"infer-actively/pymdp","owner":"infer-actively","description":"A Python implementation of active inference for Markov Decision Processes","archived":false,"fork":false,"pushed_at":"2025-08-27T12:43:59.000Z","size":15399,"stargazers_count":555,"open_issues_count":52,"forks_count":112,"subscribers_count":30,"default_branch":"master","last_synced_at":"2025-08-27T23:58:30.536Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/infer-actively.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-11-27T19:03:35.000Z","updated_at":"2025-08-27T16:43:32.000Z","dependencies_parsed_at":"2023-09-28T17:27:24.761Z","dependency_job_id":"51d7d7e2-079e-4456-81fd-43a226ca3e92","html_url":"https://github.com/infer-actively/pymdp","commit_stats":null,"previous_names":[],"tags_count":6,"template":false,"template_full_name":null,"purl":"pkg:github/infer-actively/pymdp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/sbom","scorecard":{"id":487860,"data":{"date":"2025-08-11","repo":{"name":"github.com/infer-actively/pymdp","commit":"a2f0f01a4685a13e77858fedc9e0f498894eef61"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.5,"checks":[{"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 patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":10,"reason":"2 commit(s) and 25 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":1,"reason":"Found 3/22 approved changesets -- score normalized to 1","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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/python-package.yml:1","Info: no jobLevel write permissions found"],"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":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"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":"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/python-package.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:30","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   3 pipCommand 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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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 13 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":"Vulnerabilities","score":0,"reason":"29 existing vulnerabilities detected","details":["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: 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: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: GHSA-3f63-hfp8-52jq","Warn: Project is vulnerable to: GHSA-44wm-f244-xhp3","Warn: Project is vulnerable to: GHSA-4fx9-vc88-q2xc","Warn: Project is vulnerable to: PYSEC-2021-331 / GHSA-7534-mm45-c74v","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-2021-317 / GHSA-98vv-pw6r-q6q4","Warn: Project is vulnerable to: PYSEC-2022-168 / GHSA-9j59-75qj-795w","Warn: Project is vulnerable to: GHSA-j7hp-h8jx-5ppr","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: PYSEC-2023-175","Warn: Project is vulnerable to: PYSEC-2022-42969","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114"],"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":"2025-08-19T18:15:46.832Z","repository_id":38825959,"created_at":"2025-08-19T18:15:46.832Z","updated_at":"2025-08-19T18:15:46.832Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273502229,"owners_count":25117143,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-03T02:00:09.631Z","response_time":76,"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"},"owner_record":{"login":"infer-actively","name":"infer-actively","uuid":"75545318","kind":"organization","description":null,"email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/75545318?v=4","repositories_count":2,"last_synced_at":"2023-03-07T14:46:34.484Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/infer-actively","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-17T12:27:13.977Z","updated_at":"2023-03-07T14:46:34.498Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively/repositories"},"tags":[{"name":"v0.0.7.1","sha":"2d2152c79d4b28c8efc4a7a77012a5d1c146ec32","kind":"commit","published_at":"2023-03-25T17:55:41.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.7.1","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.7.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.7.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7.1/manifests"},{"name":"v0.0.7","sha":"2ea0afd84f3328b29255e82f6856577a607eb3ea","kind":"commit","published_at":"2022-12-08T15:21:50.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.7","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7/manifests"},{"name":"v0.0.6","sha":"9bed541328843fe1ef6446504066881dc0925320","kind":"commit","published_at":"2022-08-24T21:11:04.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.6","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.6/manifests"},{"name":"v0.0.5","sha":"fcbdfe504a69e263077c42fdb9bb2252de657110","kind":"commit","published_at":"2022-04-25T20:49:12.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.5","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.5/manifests"},{"name":"v0.0.4","sha":"947845d654f65d7059ae13ed1d5448152d907a39","kind":"commit","published_at":"2022-01-10T14:44:29.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.4","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.4/manifests"},{"name":"v0.0.3","sha":"12f039f8a91b55d79b80015b3336135587f0e79f","kind":"commit","published_at":"2021-10-27T20:45:36.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.3","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.3/manifests"}]},"repo_metadata_updated_at":"2025-09-04T06:38:02.883Z","dependent_packages_count":0,"downloads":20,"downloads_period":"last-month","dependent_repos_count":1,"rankings":{"downloads":41.40403192176084,"dependent_repos_count":21.559058535118407,"dependent_packages_count":10.108852264313626,"stargazers_count":3.4720807931616644,"forks_count":5.590850850355354,"docker_downloads_count":null,"average":16.426974872941976},"purl":"pkg:pypi/test-inferactively-pymdp","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/test-inferactively-pymdp","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/test-inferactively-pymdp","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/test-inferactively-pymdp/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-09-03T21:02:53.319Z","issues_count":80,"pull_requests_count":152,"avg_time_to_close_issue":4052408.4571428574,"avg_time_to_close_pull_request":1232016.1832061068,"issues_closed_count":35,"pull_requests_closed_count":131,"pull_request_authors_count":26,"issue_authors_count":31,"avg_comments_per_issue":1.0125,"avg_comments_per_pull_request":0.4407894736842105,"merged_pull_requests_count":121,"bot_issues_count":0,"bot_pull_requests_count":3,"past_year_issues_count":42,"past_year_pull_requests_count":44,"past_year_avg_time_to_close_issue":2102002.0,"past_year_avg_time_to_close_pull_request":537963.1379310344,"past_year_issues_closed_count":8,"past_year_pull_requests_closed_count":29,"past_year_pull_request_authors_count":13,"past_year_issue_authors_count":15,"past_year_avg_comments_per_issue":0.47619047619047616,"past_year_avg_comments_per_pull_request":0.38636363636363635,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":28,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/issues","maintainers":[{"login":"conorheins","count":105,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"tverbele","count":10,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"},{"login":"Arun-Niranjan","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Arun-Niranjan"},{"login":"OzanCatalVerses","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"dimarkov","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/dimarkov"},{"login":"toonvdm","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"BerenMillidge","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/BerenMillidge"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"lancelotdacosta","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/lancelotdacosta"},{"login":"jkbren","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jkbren"},{"login":"salvatomm","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/salvatomm"},{"login":"alec-tschantz","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/alec-tschantz"}],"active_maintainers":[{"login":"conorheins","count":35,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"Arun-Niranjan","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Arun-Niranjan"},{"login":"tverbele","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"},{"login":"OzanCatalVerses","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"toonvdm","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"lancelotdacosta","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/lancelotdacosta"},{"login":"salvatomm","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/salvatomm"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/test-inferactively-pymdp/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/test-inferactively-pymdp/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/test-inferactively-pymdp/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/test-inferactively-pymdp/related_packages","maintainers":[{"uuid":"cheins","login":"cheins","name":null,"email":null,"url":null,"packages_count":3,"html_url":"https://pypi.org/user/cheins/","role":null,"created_at":"2023-02-25T15:09:33.048Z","updated_at":"2023-02-25T15:09:33.048Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/cheins/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":724715,"maintainers_count":308190,"namespaces_count":0,"keywords_count":237984,"github":"pypi","metadata":{"funded_packages_count":50481},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-04T05:23:51.177Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}},{"id":11779467,"name":"github.com/infer-actively/pymdp","ecosystem":"go","description":null,"homepage":null,"licenses":"mit","normalized_licenses":["MIT"],"repository_url":"https://github.com/infer-actively/pymdp","keywords_array":[],"namespace":null,"versions_count":5,"first_release_published_at":"2021-10-27T20:45:36.000Z","latest_release_published_at":"2022-12-08T15:21:50.000Z","latest_release_number":"v0.0.7","last_synced_at":"2025-09-03T20:12:45.369Z","created_at":"2025-06-09T09:44:03.216Z","updated_at":"2025-09-03T20:12:45.370Z","registry_url":"https://pkg.go.dev/github.com/infer-actively/pymdp","install_command":"go get github.com/infer-actively/pymdp","documentation_url":"https://pkg.go.dev/github.com/infer-actively/pymdp#section-documentation","metadata":{},"repo_metadata":{"id":38825959,"uuid":"224498849","full_name":"infer-actively/pymdp","owner":"infer-actively","description":"A Python implementation of active inference for Markov Decision Processes","archived":false,"fork":false,"pushed_at":"2025-08-27T12:43:59.000Z","size":15399,"stargazers_count":555,"open_issues_count":52,"forks_count":112,"subscribers_count":30,"default_branch":"master","last_synced_at":"2025-08-27T23:58:30.536Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/infer-actively.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-11-27T19:03:35.000Z","updated_at":"2025-08-27T16:43:32.000Z","dependencies_parsed_at":"2023-09-28T17:27:24.761Z","dependency_job_id":"51d7d7e2-079e-4456-81fd-43a226ca3e92","html_url":"https://github.com/infer-actively/pymdp","commit_stats":null,"previous_names":[],"tags_count":6,"template":false,"template_full_name":null,"purl":"pkg:github/infer-actively/pymdp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/sbom","scorecard":{"id":487860,"data":{"date":"2025-08-11","repo":{"name":"github.com/infer-actively/pymdp","commit":"a2f0f01a4685a13e77858fedc9e0f498894eef61"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3.5,"checks":[{"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 patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Maintained","score":10,"reason":"2 commit(s) and 25 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":1,"reason":"Found 3/22 approved changesets -- score normalized to 1","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":"Token-Permissions","score":0,"reason":"detected GitHub workflow tokens with excessive permissions","details":["Warn: no topLevel permission defined: .github/workflows/python-package.yml:1","Info: no jobLevel write permissions found"],"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":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"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":"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/python-package.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/python-package.yml:23: update your workflow using https://app.stepsecurity.io/secureworkflow/infer-actively/pymdp/python-package.yml/master?enable=pin","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:28","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:29","Warn: pipCommand not pinned by hash: .github/workflows/python-package.yml:30","Info:   0 out of   2 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of   3 pipCommand 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":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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 13 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":"Vulnerabilities","score":0,"reason":"29 existing vulnerabilities detected","details":["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: 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: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: PYSEC-2017-1 / GHSA-frgw-fgh6-9g52","Warn: Project is vulnerable to: GHSA-6p56-wp2h-9hxr","Warn: Project is vulnerable to: GHSA-3f63-hfp8-52jq","Warn: Project is vulnerable to: GHSA-44wm-f244-xhp3","Warn: Project is vulnerable to: GHSA-4fx9-vc88-q2xc","Warn: Project is vulnerable to: PYSEC-2021-331 / GHSA-7534-mm45-c74v","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-2021-317 / GHSA-98vv-pw6r-q6q4","Warn: Project is vulnerable to: PYSEC-2022-168 / GHSA-9j59-75qj-795w","Warn: Project is vulnerable to: GHSA-j7hp-h8jx-5ppr","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: PYSEC-2023-175","Warn: Project is vulnerable to: PYSEC-2022-42969","Warn: Project is vulnerable to: PYSEC-2023-102","Warn: Project is vulnerable to: PYSEC-2023-114"],"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":"2025-08-19T18:15:46.832Z","repository_id":38825959,"created_at":"2025-08-19T18:15:46.832Z","updated_at":"2025-08-19T18:15:46.832Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":272455586,"owners_count":24937787,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-28T02:00:10.768Z","response_time":74,"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"},"owner_record":{"login":"infer-actively","name":"infer-actively","uuid":"75545318","kind":"organization","description":null,"email":null,"website":null,"location":null,"twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/75545318?v=4","repositories_count":2,"last_synced_at":"2023-03-07T14:46:34.484Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/infer-actively","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-17T12:27:13.977Z","updated_at":"2023-03-07T14:46:34.498Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/infer-actively/repositories"},"tags":[{"name":"v0.0.7.1","sha":"2d2152c79d4b28c8efc4a7a77012a5d1c146ec32","kind":"commit","published_at":"2023-03-25T17:55:41.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.7.1","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.7.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.7.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7.1/manifests"},{"name":"v0.0.7","sha":"2ea0afd84f3328b29255e82f6856577a607eb3ea","kind":"commit","published_at":"2022-12-08T15:21:50.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.7","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.7/manifests"},{"name":"v0.0.6","sha":"9bed541328843fe1ef6446504066881dc0925320","kind":"commit","published_at":"2022-08-24T21:11:04.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.6","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.6/manifests"},{"name":"v0.0.5","sha":"fcbdfe504a69e263077c42fdb9bb2252de657110","kind":"commit","published_at":"2022-04-25T20:49:12.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.5","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.5","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.5","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.5","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.5/manifests"},{"name":"v0.0.4","sha":"947845d654f65d7059ae13ed1d5448152d907a39","kind":"commit","published_at":"2022-01-10T14:44:29.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.4","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.4","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.4","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.4","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.4/manifests"},{"name":"v0.0.3","sha":"12f039f8a91b55d79b80015b3336135587f0e79f","kind":"commit","published_at":"2021-10-27T20:45:36.000Z","download_url":"https://codeload.github.com/infer-actively/pymdp/tar.gz/v0.0.3","html_url":"https://github.com/infer-actively/pymdp/releases/tag/v0.0.3","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/infer-actively/pymdp@v0.0.3","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.3","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/tags/v0.0.3/manifests"}]},"repo_metadata_updated_at":"2025-08-28T06:43:13.594Z","dependent_packages_count":0,"downloads":null,"downloads_period":null,"dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":5.736112545925084,"dependent_packages_count":5.375175157675018,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":5.555643851800051},"purl":"pkg:golang/github.com/infer-actively/pymdp","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/go/github.com/infer-actively/pymdp","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/go/github.com/infer-actively/pymdp","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/go/github.com/infer-actively/pymdp/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-27T16:38:28.386Z","issues_count":60,"pull_requests_count":111,"avg_time_to_close_issue":4539152.7,"avg_time_to_close_pull_request":1292636.8811881188,"issues_closed_count":30,"pull_requests_closed_count":101,"pull_request_authors_count":23,"issue_authors_count":29,"avg_comments_per_issue":1.4166666666666667,"avg_comments_per_pull_request":0.4864864864864865,"merged_pull_requests_count":93,"bot_issues_count":0,"bot_pull_requests_count":3,"past_year_issues_count":22,"past_year_pull_requests_count":17,"past_year_avg_time_to_close_issue":3718767.0,"past_year_avg_time_to_close_pull_request":822252.5,"past_year_issues_closed_count":3,"past_year_pull_requests_closed_count":12,"past_year_pull_request_authors_count":9,"past_year_issue_authors_count":13,"past_year_avg_comments_per_issue":1.0454545454545454,"past_year_avg_comments_per_pull_request":0.5294117647058824,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":12,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/issues","maintainers":[{"login":"conorheins","count":83,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"tverbele","count":5,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"},{"login":"dimarkov","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/dimarkov"},{"login":"toonvdm","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"OzanCatalVerses","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"BerenMillidge","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/BerenMillidge"},{"login":"jkbren","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jkbren"},{"login":"alec-tschantz","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/alec-tschantz"}],"active_maintainers":[{"login":"conorheins","count":12,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"OzanCatalVerses","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"toonvdm","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"tverbele","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"}]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Finfer-actively%2Fpymdp/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Finfer-actively%2Fpymdp/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Finfer-actively%2Fpymdp/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Finfer-actively%2Fpymdp/related_packages","maintainers":[],"registry":{"name":"proxy.golang.org","url":"https://proxy.golang.org","ecosystem":"go","default":true,"packages_count":1951493,"maintainers_count":0,"namespaces_count":741113,"keywords_count":109139,"github":"golang","metadata":{"funded_packages_count":48962},"icon_url":"https://github.com/golang.png","created_at":"2022-04-04T15:19:22.939Z","updated_at":"2025-09-04T05:53:31.480Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/namespaces"}}],"commits":{"id":9625205,"full_name":"infer-actively/pymdp","default_branch":"master","committers":[{"name":"conorheins","email":"conor.heins@gmail.com","login":"conorheins","count":639},{"name":"dimarkov","email":"5038100+dimarkov","login":"dimarkov","count":95},{"name":"alec-tschantz","email":"tschantz.alec@gmail.com","login":"alec-tschantz","count":69},{"name":"Conor Heins","email":"conor@user03s-MacBook-Pro.local","login":null,"count":14},{"name":"Tim Verbelen","email":"tim.verbelen@verses.io","login":null,"count":11},{"name":"arun","email":"arun.niranjan.12@ucl.ac.uk","login":"Arun-Niranjan","count":10},{"name":"Beren","email":"bmillidgework@gmail.com","login":"BerenMillidge","count":5},{"name":"Alessandro Muzzi","email":"c-alessandro.muzzi@verses.io","login":null,"count":3},{"name":"Ran Wei","email":"ran.wei@verses.ai","login":"ran-wei-verses","count":2},{"name":"dependabot[bot]","email":"49699333+dependabot[bot]","login":"dependabot[bot]","count":2},{"name":"Alexander Kiefer","email":"alexanderkiefer@Alexanders-MBP.fios-router.home","login":null,"count":2},{"name":"Brennan Klein","email":"brennan@Brennans-MacBook-Pro.local","login":null,"count":2},{"name":"Daphne Demekas","email":"zcahdde@ucl.ac.uk","login":null,"count":2},{"name":"Leon Bovett","email":"leon.bovett@me.com","login":"leonbovett","count":1},{"name":"Pietro Monticone","email":"38562595+pitmonticone","login":"pitmonticone","count":1},{"name":"SWauthier","email":"41919819+SWauthier","login":"SWauthier","count":1},{"name":"dimarkov","email":"oramale@gmail.com","login":null,"count":1},{"name":"mahault","email":"42900146+mahault","login":"mahault","count":1}],"total_commits":861,"total_committers":18,"total_bot_commits":2,"total_bot_committers":1,"mean_commits":47.833333333333336,"dds":0.2578397212543554,"past_year_committers":[{"name":"Conor Heins","email":"conor.heins@gmail.com","login":"conorheins","count":2},{"name":"Leon Bovett","email":"leon.bovett@me.com","login":"leonbovett","count":1},{"name":"Dimitrije Markovic","email":"5038100+dimarkov","login":"dimarkov","count":1}],"past_year_total_commits":4,"past_year_total_committers":3,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":1.3333333333333333,"past_year_dds":0.5,"last_synced_at":"2025-08-07T06:33:25.691Z","last_synced_commit":"a2f0f01a4685a13e77858fedc9e0f498894eef61","created_at":"2025-04-11T11:14:36.531Z","updated_at":"2025-08-07T06:33:25.696Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-08-28T00:00:20.468Z","repositories_count":5479765,"commits_count":853309695,"contributors_count":31095220,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"infer-actively/pymdp","html_url":"https://github.com/infer-actively/pymdp","last_synced_at":"2025-09-03T21:02:53.319Z","status":null,"issues_count":80,"pull_requests_count":152,"avg_time_to_close_issue":4052408.4571428574,"avg_time_to_close_pull_request":1232016.1832061068,"issues_closed_count":35,"pull_requests_closed_count":131,"pull_request_authors_count":26,"issue_authors_count":31,"avg_comments_per_issue":1.0125,"avg_comments_per_pull_request":0.4407894736842105,"merged_pull_requests_count":121,"bot_issues_count":0,"bot_pull_requests_count":3,"past_year_issues_count":42,"past_year_pull_requests_count":44,"past_year_avg_time_to_close_issue":2102002.0,"past_year_avg_time_to_close_pull_request":537963.1379310344,"past_year_issues_closed_count":8,"past_year_pull_requests_closed_count":29,"past_year_pull_request_authors_count":13,"past_year_issue_authors_count":15,"past_year_avg_comments_per_issue":0.47619047619047616,"past_year_avg_comments_per_pull_request":0.38636363636363635,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":28,"created_at":"2023-05-14T15:53:49.476Z","updated_at":"2025-09-03T21:02:53.321Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/infer-actively%2Fpymdp/issues","issue_labels_count":{"enhancement":13,"question":6,"bug":6,"cleanup":3,"better_errors":3,"documentation":3,"help wanted":2,"open":2,"good first issue":2,"tutorial_suggestion":2},"pull_request_labels_count":{"dependencies":3},"issue_author_associations_count":{"COLLABORATOR":43,"NONE":34,"CONTRIBUTOR":3},"pull_request_author_associations_count":{"COLLABORATOR":113,"NONE":21,"CONTRIBUTOR":18},"issue_authors":{"conorheins":32,"Arun-Niranjan":10,"JohnBoik":4,"scott-carroll-verses-ai":3,"riddhipits":3,"seankmartin":2,"patrickmineault":2,"JmacCl":1,"xugami":1,"arthurgreef":1,"nnishio106":1,"SamGijsen":1,"sunghwan87":1,"mklingebiel":1,"vala1958":1,"impredicative":1,"alex-kiefer":1,"lqiang2003cn":1,"aandriella":1,"thanos927":1,"yaowang1111":1,"PetrAnokhin":1,"philipollaswilson":1,"Sangxiaofu":1,"nghevabe":1,"tverbele":1,"lancelotdacosta":1,"levi770":1,"CNelias":1,"tims457":1,"osaaso3":1},"pull_request_authors":{"conorheins":73,"tverbele":11,"Arun-Niranjan":8,"OzanCatalVerses":8,"toonvdm":7,"dimarkov":7,"ran-wei-verses":5,"BerenMillidge":3,"dependabot[bot]":3,"riddhipits":3,"aswinpaul":2,"leonbovett":2,"nikolamilovic-ft":2,"spetey":2,"LearnableLoopAI":2,"ran-weii":2,"JmacCl":2,"scott-carroll-verses-ai":2,"AleMuzzi":1,"alec-tschantz":1,"lancelotdacosta":1,"salvatomm":1,"exilefaker":1,"jkbren":1,"SWauthier":1,"pitmonticone":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10077358,"issues_count":31287535,"pull_requests_count":95909983,"authors_count":10692008,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{"enhancement":4,"cleanup":2,"good first issue":1,"tutorial_suggestion":1,"question":1},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"COLLABORATOR":27,"NONE":14,"CONTRIBUTOR":1},"past_year_pull_request_author_associations_count":{"COLLABORATOR":32,"NONE":9,"CONTRIBUTOR":3},"past_year_issue_authors":{"conorheins":16,"Arun-Niranjan":8,"JohnBoik":4,"riddhipits":3,"aandriella":1,"alex-kiefer":1,"arthurgreef":1,"CNelias":1,"JmacCl":1,"lancelotdacosta":1,"levi770":1,"nghevabe":1,"philipollaswilson":1,"tims457":1,"tverbele":1},"past_year_pull_request_authors":{"conorheins":19,"OzanCatalVerses":4,"tverbele":3,"riddhipits":3,"LearnableLoopAI":2,"leonbovett":2,"toonvdm":2,"nikolamilovic-ft":2,"JmacCl":2,"ran-wei-verses":2,"lancelotdacosta":1,"Arun-Niranjan":1,"salvatomm":1},"maintainers":[{"login":"conorheins","count":105,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"tverbele","count":10,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"},{"login":"Arun-Niranjan","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Arun-Niranjan"},{"login":"OzanCatalVerses","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"dimarkov","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/dimarkov"},{"login":"toonvdm","count":7,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"BerenMillidge","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/BerenMillidge"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"lancelotdacosta","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/lancelotdacosta"},{"login":"jkbren","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/jkbren"},{"login":"salvatomm","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/salvatomm"},{"login":"alec-tschantz","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/alec-tschantz"}],"active_maintainers":[{"login":"conorheins","count":35,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/conorheins"},{"login":"Arun-Niranjan","count":8,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/Arun-Niranjan"},{"login":"tverbele","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/tverbele"},{"login":"OzanCatalVerses","count":4,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/OzanCatalVerses"},{"login":"riddhipits","count":3,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/riddhipits"},{"login":"toonvdm","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/toonvdm"},{"login":"lancelotdacosta","count":2,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/lancelotdacosta"},{"login":"salvatomm","count":1,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/salvatomm"}]},"events":{"total":{"CreateEvent":11,"IssuesEvent":41,"WatchEvent":94,"DeleteEvent":9,"MemberEvent":3,"IssueCommentEvent":54,"PushEvent":43,"PullRequestReviewCommentEvent":13,"PullRequestReviewEvent":28,"PullRequestEvent":44,"ForkEvent":30},"last_year":{"CreateEvent":11,"IssuesEvent":41,"WatchEvent":94,"DeleteEvent":9,"MemberEvent":3,"IssueCommentEvent":56,"PushEvent":43,"PullRequestReviewCommentEvent":13,"PullRequestReviewEvent":28,"PullRequestEvent":44,"ForkEvent":30}},"keywords":[],"dependencies":[{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"manifest","created_at":"2022-09-18T05:36:28.680Z","updated_at":"2022-09-18T05:36:28.680Z","repository_link":"https://github.com/infer-actively/pymdp/blob/master/docs/requirements.txt","dependencies":[{"id":5237539438,"package_name":"sphinx","ecosystem":"pypi","requirements":"==4.2.0","direct":true,"kind":"runtime","optional":false},{"id":5237539439,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":5237539440,"package_name":"sphinx-autodoc-typehints","ecosystem":"pypi","requirements":"==1.11.1","direct":true,"kind":"runtime","optional":false},{"id":5237539441,"package_name":"jupyter-sphinx","ecosystem":"pypi","requirements":"\u003e=0.3.2","direct":true,"kind":"runtime","optional":false},{"id":5237539442,"package_name":"myst-nb","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":5237539443,"package_name":"jinja2","ecosystem":"pypi","requirements":"==3.0.0","direct":true,"kind":"runtime","optional":false},{"id":5237539444,"package_name":"matplotlib","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":5237539445,"package_name":"numpy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":5237539446,"package_name":"seaborn","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2022-09-18T05:36:28.710Z","updated_at":"2022-09-18T05:36:28.710Z","repository_link":"https://github.com/infer-actively/pymdp/blob/master/requirements.txt","dependencies":[{"id":5237539454,"package_name":"attrs","ecosystem":"pypi","requirements":"\u003e=20.3.0","direct":true,"kind":"runtime","optional":false},{"id":5237539455,"package_name":"cycler","ecosystem":"pypi","requirements":"\u003e=0.10.0","direct":true,"kind":"runtime","optional":false},{"id":5237539456,"package_name":"iniconfig","ecosystem":"pypi","requirements":"\u003e=1.1.1","direct":true,"kind":"runtime","optional":false},{"id":5237539457,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"\u003e=1.3.1","direct":true,"kind":"runtime","optional":false},{"id":5237539458,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.1.3","direct":true,"kind":"runtime","optional":false},{"id":5237539459,"package_name":"nose","ecosystem":"pypi","requirements":"\u003e=1.3.7","direct":true,"kind":"runtime","optional":false},{"id":5237539460,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.19.5","direct":true,"kind":"runtime","optional":false},{"id":5237539461,"package_name":"openpyxl","ecosystem":"pypi","requirements":"\u003e=3.0.7","direct":true,"kind":"runtime","optional":false},{"id":5237539462,"package_name":"packaging","ecosystem":"pypi","requirements":"\u003e=20.8","direct":true,"kind":"runtime","optional":false},{"id":5237539463,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.2.4","direct":true,"kind":"runtime","optional":false},{"id":5237539464,"package_name":"Pillow","ecosystem":"pypi","requirements":"\u003e=8.2.0","direct":true,"kind":"runtime","optional":false},{"id":5237539465,"package_name":"pluggy","ecosystem":"pypi","requirements":"\u003e=0.13.1","direct":true,"kind":"runtime","optional":false},{"id":5237539466,"package_name":"py","ecosystem":"pypi","requirements":"\u003e=1.10.0","direct":true,"kind":"runtime","optional":false},{"id":5237539467,"package_name":"pyparsing","ecosystem":"pypi","requirements":"\u003e=2.4.7","direct":true,"kind":"runtime","optional":false},{"id":5237539468,"package_name":"pytest","ecosystem":"pypi","requirements":"\u003e=6.2.1","direct":true,"kind":"runtime","optional":false},{"id":5237539469,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"\u003e=2.8.1","direct":true,"kind":"runtime","optional":false},{"id":5237539470,"package_name":"pytz","ecosystem":"pypi","requirements":"\u003e=2020.5","direct":true,"kind":"runtime","optional":false},{"id":5237539471,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.6.0","direct":true,"kind":"runtime","optional":false},{"id":5237539472,"package_name":"seaborn","ecosystem":"pypi","requirements":"\u003e=0.11.1","direct":true,"kind":"runtime","optional":false},{"id":5237539473,"package_name":"six","ecosystem":"pypi","requirements":"\u003e=1.15.0","direct":true,"kind":"runtime","optional":false},{"id":5237539474,"package_name":"toml","ecosystem":"pypi","requirements":"\u003e=0.10.2","direct":true,"kind":"runtime","optional":false},{"id":5237539475,"package_name":"typing-extensions","ecosystem":"pypi","requirements":"\u003e=3.7.4.3","direct":true,"kind":"runtime","optional":false},{"id":5237539476,"package_name":"xlsxwriter","ecosystem":"pypi","requirements":"\u003e=1.4.3","direct":true,"kind":"runtime","optional":false},{"id":5237539477,"package_name":"sphinx-rtd-theme","ecosystem":"pypi","requirements":"\u003e=0.4","direct":true,"kind":"runtime","optional":false},{"id":5237539478,"package_name":"myst-nb","ecosystem":"pypi","requirements":"\u003e=0.13.1","direct":true,"kind":"runtime","optional":false},{"id":5237539479,"package_name":"autograd","ecosystem":"pypi","requirements":"\u003e=1.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2022-09-18T05:36:28.752Z","updated_at":"2022-09-18T05:36:28.752Z","repository_link":"https://github.com/infer-actively/pymdp/blob/master/setup.py","dependencies":[{"id":5237539606,"package_name":"attrs","ecosystem":"pypi","requirements":"\u003e=20.3.0","direct":true,"kind":"runtime","optional":false},{"id":5237539607,"package_name":"cycler","ecosystem":"pypi","requirements":"\u003e=0.10.0","direct":true,"kind":"runtime","optional":false},{"id":5237539608,"package_name":"iniconfig","ecosystem":"pypi","requirements":"\u003e=1.1.1","direct":true,"kind":"runtime","optional":false},{"id":5237539609,"package_name":"kiwisolver","ecosystem":"pypi","requirements":"\u003e=1.3.1","direct":true,"kind":"runtime","optional":false},{"id":5237539610,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.1.3","direct":true,"kind":"runtime","optional":false},{"id":5237539611,"package_name":"nose","ecosystem":"pypi","requirements":"\u003e=1.3.7","direct":true,"kind":"runtime","optional":false},{"id":5237539612,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.19.5","direct":true,"kind":"runtime","optional":false},{"id":5237539613,"package_name":"openpyxl","ecosystem":"pypi","requirements":"\u003e=3.0.7","direct":true,"kind":"runtime","optional":false},{"id":5237539614,"package_name":"packaging","ecosystem":"pypi","requirements":"\u003e=20.8","direct":true,"kind":"runtime","optional":false},{"id":5237539615,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.2.4","direct":true,"kind":"runtime","optional":false},{"id":5237539616,"package_name":"Pillow","ecosystem":"pypi","requirements":"\u003e=8.2.0","direct":true,"kind":"runtime","optional":false},{"id":5237539617,"package_name":"pluggy","ecosystem":"pypi","requirements":"\u003e=0.13.1","direct":true,"kind":"runtime","optional":false},{"id":5237539618,"package_name":"py","ecosystem":"pypi","requirements":"\u003e=1.10.0","direct":true,"kind":"runtime","optional":false},{"id":5237539619,"package_name":"pyparsing","ecosystem":"pypi","requirements":"\u003e=2.4.7","direct":true,"kind":"runtime","optional":false},{"id":5237539620,"package_name":"pytest","ecosystem":"pypi","requirements":"\u003e=6.2.1","direct":true,"kind":"runtime","optional":false},{"id":5237539621,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"\u003e=2.8.1","direct":true,"kind":"runtime","optional":false},{"id":5237539622,"package_name":"pytz","ecosystem":"pypi","requirements":"\u003e=2020.5","direct":true,"kind":"runtime","optional":false},{"id":5237539623,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.6.0","direct":true,"kind":"runtime","optional":false},{"id":5237539624,"package_name":"seaborn","ecosystem":"pypi","requirements":"\u003e=0.11.1","direct":true,"kind":"runtime","optional":false},{"id":5237539625,"package_name":"six","ecosystem":"pypi","requirements":"\u003e=1.15.0","direct":true,"kind":"runtime","optional":false},{"id":5237539626,"package_name":"toml","ecosystem":"pypi","requirements":"\u003e=0.10.2","direct":true,"kind":"runtime","optional":false},{"id":5237539627,"package_name":"typing-extensions","ecosystem":"pypi","requirements":"\u003e=3.7.4.3","direct":true,"kind":"runtime","optional":false},{"id":5237539628,"package_name":"xlsxwriter","ecosystem":"pypi","requirements":"\u003e=1.4.3","direct":true,"kind":"runtime","optional":false},{"id":5237539629,"package_name":"sphinx-rtd-theme","ecosystem":"pypi","requirements":"\u003e=0.4","direct":true,"kind":"runtime","optional":false},{"id":5237539630,"package_name":"myst-nb","ecosystem":"pypi","requirements":"\u003e=0.13.1","direct":true,"kind":"runtime","optional":false},{"id":5237539631,"package_name":"autograd","ecosystem":"pypi","requirements":"\u003e=1.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/python-package.yml","sha":null,"kind":"manifest","created_at":"2023-02-08T19:16:06.503Z","updated_at":"2023-02-08T19:16:06.503Z","repository_link":"https://github.com/infer-actively/pymdp/blob/master/.github/workflows/python-package.yml","dependencies":[{"id":7465617676,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":7465617677,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false}]}],"score":16.37561836787252,"created_at":"2025-09-04T09:17:49.161Z","updated_at":"2025-10-07T08:04:32.862Z","avatar_url":"https://github.com/infer-actively.png","language":"Python","category":"Scientific Software","sub_category":"Peer-reviewed","monthly_downloads":1143,"funding_links":[],"readme_doi_urls":["https://doi.org/10.21105/joss.04098"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["mesh","parallel","ode","simulations","distribution","energy-system","pde"],"project_url":"https://science.ecosyste.ms/api/v1/projects/1521","html_url":"https://science.ecosyste.ms/projects/1521"}