René's URL Explorer Experiment


Title: GitHub - HarshShroff/Bio-Oracle: High-throughput Neuro-Symbolic Agent for automated phenotypic screening. Orchestrates Cellpose perception with PydanticAI reasoning for reproducible drug-discovery workflows. · GitHub

Open Graph Title: GitHub - HarshShroff/Bio-Oracle: High-throughput Neuro-Symbolic Agent for automated phenotypic screening. Orchestrates Cellpose perception with PydanticAI reasoning for reproducible drug-discovery workflows.

X Title: GitHub - HarshShroff/Bio-Oracle: High-throughput Neuro-Symbolic Agent for automated phenotypic screening. Orchestrates Cellpose perception with PydanticAI reasoning for reproducible drug-discovery workflows.

Description: High-throughput Neuro-Symbolic Agent for automated phenotypic screening. Orchestrates Cellpose perception with PydanticAI reasoning for reproducible drug-discovery workflows. - HarshShroff/Bio-Oracle

Open Graph Description: High-throughput Neuro-Symbolic Agent for automated phenotypic screening. Orchestrates Cellpose perception with PydanticAI reasoning for reproducible drug-discovery workflows. - HarshShroff/Bio-Oracle

X Description: High-throughput Neuro-Symbolic Agent for automated phenotypic screening. Orchestrates Cellpose perception with PydanticAI reasoning for reproducible drug-discovery workflows. - HarshShroff/Bio-Oracle

Opengraph URL: https://github.com/HarshShroff/Bio-Oracle

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:ef7e189a-0b34-6f60-f8b4-fb81caeed227
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idC178:15AC9:A688B11:E1292A8:6A4BADBE
html-safe-nonced288cc7ca743498a3de86e05a6e44fe69b942bdc6e2ace4c10ed481192dd90af
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDMTc4OjE1QUM5OkE2ODhCMTE6RTEyOTJBODo2QTRCQURCRSIsInZpc2l0b3JfaWQiOiI2NDIxNjUwNjQ5OTY3MjgyNTQiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmacd5e8227bfa7314669a9d194aad322d33bbefaa918c94c7b2e30686adeb79c4ef
hovercard-subject-tagrepository:1138450668
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/HarshShroff/Bio-Oracle
twitter:imagehttps://repository-images.githubusercontent.com/1138450668/267c0e9f-496d-4cf4-b466-4e1b61df22a5
twitter:cardsummary_large_image
og:imagehttps://repository-images.githubusercontent.com/1138450668/267c0e9f-496d-4cf4-b466-4e1b61df22a5
og:image:altHigh-throughput Neuro-Symbolic Agent for automated phenotypic screening. Orchestrates Cellpose perception with PydanticAI reasoning for reproducible drug-discovery workflows. - HarshShroff/Bio-Oracle
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None3ede370c1d797b0693475db9bb4298020548dcae9c98a2f071d54aaf1b4e9faa
turbo-cache-controlno-cache
go-importgithub.com/HarshShroff/Bio-Oracle git https://github.com/HarshShroff/Bio-Oracle.git
octolytics-dimension-user_id29751900
octolytics-dimension-user_loginHarshShroff
octolytics-dimension-repository_id1138450668
octolytics-dimension-repository_nwoHarshShroff/Bio-Oracle
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1138450668
octolytics-dimension-repository_network_root_nwoHarshShroff/Bio-Oracle
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
releaseaf627ba2b0ed5351c6d1b8e04fdbe893325c237f
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/HarshShroff/Bio-Oracle#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FHarshShroff%2FBio-Oracle
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FHarshShroff%2FBio-Oracle
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=HarshShroff%2FBio-Oracle
Reloadhttps://github.com/HarshShroff/Bio-Oracle
Reloadhttps://github.com/HarshShroff/Bio-Oracle
Reloadhttps://github.com/HarshShroff/Bio-Oracle
HarshShroff https://github.com/HarshShroff
Bio-Oraclehttps://github.com/HarshShroff/Bio-Oracle
Notifications https://github.com/login?return_to=%2FHarshShroff%2FBio-Oracle
Fork 0 https://github.com/login?return_to=%2FHarshShroff%2FBio-Oracle
Star 0 https://github.com/login?return_to=%2FHarshShroff%2FBio-Oracle
Code https://github.com/HarshShroff/Bio-Oracle
Issues 0 https://github.com/HarshShroff/Bio-Oracle/issues
Pull requests 0 https://github.com/HarshShroff/Bio-Oracle/pulls
Actions https://github.com/HarshShroff/Bio-Oracle/actions
Projects https://github.com/HarshShroff/Bio-Oracle/projects
Security and quality 0 https://github.com/HarshShroff/Bio-Oracle/security
Insights https://github.com/HarshShroff/Bio-Oracle/pulse
Code https://github.com/HarshShroff/Bio-Oracle
Issues https://github.com/HarshShroff/Bio-Oracle/issues
Pull requests https://github.com/HarshShroff/Bio-Oracle/pulls
Actions https://github.com/HarshShroff/Bio-Oracle/actions
Projects https://github.com/HarshShroff/Bio-Oracle/projects
Security and quality https://github.com/HarshShroff/Bio-Oracle/security
Insights https://github.com/HarshShroff/Bio-Oracle/pulse
https://github.com/HarshShroff/Bio-Oracle
Brancheshttps://github.com/HarshShroff/Bio-Oracle/branches
Tagshttps://github.com/HarshShroff/Bio-Oracle/tags
https://github.com/HarshShroff/Bio-Oracle/branches
https://github.com/HarshShroff/Bio-Oracle/tags
3 Commitshttps://github.com/HarshShroff/Bio-Oracle/commits/main/
https://github.com/HarshShroff/Bio-Oracle/commits/main/
assetshttps://github.com/HarshShroff/Bio-Oracle/tree/main/assets
assetshttps://github.com/HarshShroff/Bio-Oracle/tree/main/assets
scriptshttps://github.com/HarshShroff/Bio-Oracle/tree/main/scripts
scriptshttps://github.com/HarshShroff/Bio-Oracle/tree/main/scripts
srchttps://github.com/HarshShroff/Bio-Oracle/tree/main/src
srchttps://github.com/HarshShroff/Bio-Oracle/tree/main/src
.dockerignorehttps://github.com/HarshShroff/Bio-Oracle/blob/main/.dockerignore
.dockerignorehttps://github.com/HarshShroff/Bio-Oracle/blob/main/.dockerignore
.gitignorehttps://github.com/HarshShroff/Bio-Oracle/blob/main/.gitignore
.gitignorehttps://github.com/HarshShroff/Bio-Oracle/blob/main/.gitignore
CONTRIBUTING.mdhttps://github.com/HarshShroff/Bio-Oracle/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/HarshShroff/Bio-Oracle/blob/main/CONTRIBUTING.md
Dockerfilehttps://github.com/HarshShroff/Bio-Oracle/blob/main/Dockerfile
Dockerfilehttps://github.com/HarshShroff/Bio-Oracle/blob/main/Dockerfile
LICENSEhttps://github.com/HarshShroff/Bio-Oracle/blob/main/LICENSE
LICENSEhttps://github.com/HarshShroff/Bio-Oracle/blob/main/LICENSE
README.mdhttps://github.com/HarshShroff/Bio-Oracle/blob/main/README.md
README.mdhttps://github.com/HarshShroff/Bio-Oracle/blob/main/README.md
SECURITY.mdhttps://github.com/HarshShroff/Bio-Oracle/blob/main/SECURITY.md
SECURITY.mdhttps://github.com/HarshShroff/Bio-Oracle/blob/main/SECURITY.md
pyproject.tomlhttps://github.com/HarshShroff/Bio-Oracle/blob/main/pyproject.toml
pyproject.tomlhttps://github.com/HarshShroff/Bio-Oracle/blob/main/pyproject.toml
requirements.txthttps://github.com/HarshShroff/Bio-Oracle/blob/main/requirements.txt
requirements.txthttps://github.com/HarshShroff/Bio-Oracle/blob/main/requirements.txt
setup_env.shhttps://github.com/HarshShroff/Bio-Oracle/blob/main/setup_env.sh
setup_env.shhttps://github.com/HarshShroff/Bio-Oracle/blob/main/setup_env.sh
READMEhttps://github.com/HarshShroff/Bio-Oracle
Contributinghttps://github.com/HarshShroff/Bio-Oracle
MIT licensehttps://github.com/HarshShroff/Bio-Oracle
Securityhttps://github.com/HarshShroff/Bio-Oracle
https://github.com/HarshShroff/Bio-Oracle#bio-oracle-neuro-symbolic-agentic-ai-for-high-content-screening
https://www.python.org/downloads/release/python-311/
https://developer.apple.com/metal/pytorch/
https://github.com/pydantic/pydantic-ai
https://github.com/HarshShroff/Bio-Oracle/blob/main/LICENSE
https://www.docker.com/
https://github.com/HarshShroff/Bio-Oracle/blob/main/assets/results_summary.png
https://github.com/HarshShroff/Bio-Oracle#architecture
https://github.com/HarshShroff/Bio-Oracle#the-neuro-symbolic-moat
https://github.com/HarshShroff/Bio-Oracle#key-capabilities
https://github.com/HarshShroff/Bio-Oracle#1--high-performance-vision
https://github.com/HarshShroff/Bio-Oracle#2--scientific-rigor--validation
https://github.com/HarshShroff/Bio-Oracle#3--transparent-reasoning--observability
https://github.com/HarshShroff/Bio-Oracle#deployment--orchestration
https://github.com/HarshShroff/Bio-Oracle#quick-start-development-mode
https://github.com/HarshShroff/Bio-Oracle#production-usage-headless--containerized
https://github.com/HarshShroff/Bio-Oracle#future-expansion
https://github.com/HarshShroff/Bio-Oracle#license
LICENSEhttps://github.com/HarshShroff/Bio-Oracle/blob/main/LICENSE
bioinformatics https://github.com/topics/bioinformatics
drug-discovery https://github.com/topics/drug-discovery
high-content-screening https://github.com/topics/high-content-screening
cellpose https://github.com/topics/cellpose
neuro-symbolic-ai https://github.com/topics/neuro-symbolic-ai
agentic-ai https://github.com/topics/agentic-ai
pydantic-ai https://github.com/topics/pydantic-ai
Readme https://github.com/HarshShroff/Bio-Oracle#readme-ov-file
MIT license https://github.com/HarshShroff/Bio-Oracle#MIT-1-ov-file
Contributing https://github.com/HarshShroff/Bio-Oracle#contributing-ov-file
Security policy https://github.com/HarshShroff/Bio-Oracle#security-ov-file
Please reload this pagehttps://github.com/HarshShroff/Bio-Oracle
Activityhttps://github.com/HarshShroff/Bio-Oracle/activity
0 forkshttps://github.com/HarshShroff/Bio-Oracle/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FHarshShroff%2FBio-Oracle&report=HarshShroff+%28user%29
Contributorshttps://github.com/HarshShroff/Bio-Oracle/graphs/contributors
Please reload this pagehttps://github.com/HarshShroff/Bio-Oracle
Python 95.4% https://github.com/HarshShroff/Bio-Oracle/search?l=python
Dockerfile 2.9% https://github.com/HarshShroff/Bio-Oracle/search?l=dockerfile
Shell 1.7% https://github.com/HarshShroff/Bio-Oracle/search?l=shell
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.