René's URL Explorer Experiment


Title: GitHub - MapiAI/SafeGuard-AI: AI-powered platform for detecting and analyzing toxic communication patterns. Built with FastAPI, PostgreSQL, pgvector, HuggingFace, OpenAI GPT-4o-mini, and RAG. Features PII anonymization, fine-tuned DistilBERT gate, zero-shot classification, and Responsible AI design. · GitHub

Open Graph Title: GitHub - MapiAI/SafeGuard-AI: AI-powered platform for detecting and analyzing toxic communication patterns. Built with FastAPI, PostgreSQL, pgvector, HuggingFace, OpenAI GPT-4o-mini, and RAG. Features PII anonymization, fine-tuned DistilBERT gate, zero-shot classification, and Responsible AI design.

X Title: GitHub - MapiAI/SafeGuard-AI: AI-powered platform for detecting and analyzing toxic communication patterns. Built with FastAPI, PostgreSQL, pgvector, HuggingFace, OpenAI GPT-4o-mini, and RAG. Features PII anonymization, fine-tuned DistilBERT gate, zero-shot classification, and Responsible AI design.

Description: AI-powered platform for detecting and analyzing toxic communication patterns. Built with FastAPI, PostgreSQL, pgvector, HuggingFace, OpenAI GPT-4o-mini, and RAG. Features PII anonymization, fine-tuned DistilBERT gate, zero-shot classification, and Responsible AI design. - MapiAI/SafeGuard-AI

Open Graph Description: AI-powered platform for detecting and analyzing toxic communication patterns. Built with FastAPI, PostgreSQL, pgvector, HuggingFace, OpenAI GPT-4o-mini, and RAG. Features PII anonymization, fine-tu...

X Description: AI-powered platform for detecting and analyzing toxic communication patterns. Built with FastAPI, PostgreSQL, pgvector, HuggingFace, OpenAI GPT-4o-mini, and RAG. Features PII anonymization, fine-tu...

Mail addresses
maria@email.com

Opengraph URL: https://github.com/MapiAI/SafeGuard-AI

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:07308d10-e54e-f3b6-8a9c-bc873d6c349f
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idE676:115683:10A25BD:165F6EA:6A4C6D27
html-safe-nonce6003d300b7a2aea337b43e5e932dd362bcafc6a269be5bf349f5cd7323c82bb3
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFNjc2OjExNTY4MzoxMEEyNUJEOjE2NUY2RUE6NkE0QzZEMjciLCJ2aXNpdG9yX2lkIjoiMTA0Nzg5MDMzNjAyNDM5MDk1MSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac30b62e29fc82821ff2bfc9961beb78bccf34ed5d5607c07d9a8c83b6752f1c3c
hovercard-subject-tagrepository:1269041101
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/MapiAI/SafeGuard-AI
twitter:imagehttps://opengraph.githubassets.com/7a730e345d1efa1c7698b0e4bd82cd85463e414ba08dd2602fbbc858b3736664/MapiAI/SafeGuard-AI
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/7a730e345d1efa1c7698b0e4bd82cd85463e414ba08dd2602fbbc858b3736664/MapiAI/SafeGuard-AI
og:image:altAI-powered platform for detecting and analyzing toxic communication patterns. Built with FastAPI, PostgreSQL, pgvector, HuggingFace, OpenAI GPT-4o-mini, and RAG. Features PII anonymization, fine-tu...
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None3d11bb817438277de2a940854450e83a7d32b6aeb5014e9e6b00a6423900251c
turbo-cache-controlno-cache
go-importgithub.com/MapiAI/SafeGuard-AI git https://github.com/MapiAI/SafeGuard-AI.git
octolytics-dimension-user_id186288176
octolytics-dimension-user_loginMapiAI
octolytics-dimension-repository_id1269041101
octolytics-dimension-repository_nwoMapiAI/SafeGuard-AI
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1269041101
octolytics-dimension-repository_network_root_nwoMapiAI/SafeGuard-AI
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
release14099438da5379150f15a2892474c7c7e6c0e55e
ui-targetcanary-2
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/MapiAI/SafeGuard-AI#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FMapiAI%2FSafeGuard-AI
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%2FMapiAI%2FSafeGuard-AI
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=MapiAI%2FSafeGuard-AI
Reloadhttps://github.com/MapiAI/SafeGuard-AI
Reloadhttps://github.com/MapiAI/SafeGuard-AI
Reloadhttps://github.com/MapiAI/SafeGuard-AI
MapiAI https://github.com/MapiAI
SafeGuard-AIhttps://github.com/MapiAI/SafeGuard-AI
Notifications https://github.com/login?return_to=%2FMapiAI%2FSafeGuard-AI
Fork 0 https://github.com/login?return_to=%2FMapiAI%2FSafeGuard-AI
Star 0 https://github.com/login?return_to=%2FMapiAI%2FSafeGuard-AI
Code https://github.com/MapiAI/SafeGuard-AI
Issues 0 https://github.com/MapiAI/SafeGuard-AI/issues
Pull requests 0 https://github.com/MapiAI/SafeGuard-AI/pulls
Actions https://github.com/MapiAI/SafeGuard-AI/actions
Projects https://github.com/MapiAI/SafeGuard-AI/projects
Security and quality 0 https://github.com/MapiAI/SafeGuard-AI/security
Insights https://github.com/MapiAI/SafeGuard-AI/pulse
Code https://github.com/MapiAI/SafeGuard-AI
Issues https://github.com/MapiAI/SafeGuard-AI/issues
Pull requests https://github.com/MapiAI/SafeGuard-AI/pulls
Actions https://github.com/MapiAI/SafeGuard-AI/actions
Projects https://github.com/MapiAI/SafeGuard-AI/projects
Security and quality https://github.com/MapiAI/SafeGuard-AI/security
Insights https://github.com/MapiAI/SafeGuard-AI/pulse
https://github.com/MapiAI/SafeGuard-AI
Brancheshttps://github.com/MapiAI/SafeGuard-AI/branches
Tagshttps://github.com/MapiAI/SafeGuard-AI/tags
https://github.com/MapiAI/SafeGuard-AI/branches
https://github.com/MapiAI/SafeGuard-AI/tags
20 Commitshttps://github.com/MapiAI/SafeGuard-AI/commits/main/
https://github.com/MapiAI/SafeGuard-AI/commits/main/
backendhttps://github.com/MapiAI/SafeGuard-AI/tree/main/backend
backendhttps://github.com/MapiAI/SafeGuard-AI/tree/main/backend
docshttps://github.com/MapiAI/SafeGuard-AI/tree/main/docs
docshttps://github.com/MapiAI/SafeGuard-AI/tree/main/docs
frontendhttps://github.com/MapiAI/SafeGuard-AI/tree/main/frontend
frontendhttps://github.com/MapiAI/SafeGuard-AI/tree/main/frontend
.env.examplehttps://github.com/MapiAI/SafeGuard-AI/blob/main/.env.example
.env.examplehttps://github.com/MapiAI/SafeGuard-AI/blob/main/.env.example
.gitignorehttps://github.com/MapiAI/SafeGuard-AI/blob/main/.gitignore
.gitignorehttps://github.com/MapiAI/SafeGuard-AI/blob/main/.gitignore
README.mdhttps://github.com/MapiAI/SafeGuard-AI/blob/main/README.md
README.mdhttps://github.com/MapiAI/SafeGuard-AI/blob/main/README.md
test_gate.pyhttps://github.com/MapiAI/SafeGuard-AI/blob/main/test_gate.py
test_gate.pyhttps://github.com/MapiAI/SafeGuard-AI/blob/main/test_gate.py
READMEhttps://github.com/MapiAI/SafeGuard-AI
https://github.com/MapiAI/SafeGuard-AI#️-safeguard-ai
https://camo.githubusercontent.com/9c08d91bc43a73bb0d69d3f6e1b8e885c2ed1d7e2e450af782d2883b9c6ddf1a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507974686f6e2d332e31312b2d626c7565
https://camo.githubusercontent.com/fa6d979449178028c5d6ab813913de0719180d60ed9efda83cbfc800f0ba9498/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f466173744150492d302e3130302b2d677265656e
https://camo.githubusercontent.com/d7265e23dd5cf36a17f133564fdccd9eb3c8f0d65938b9ad7adeb2f535a65f6a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f506f737467726553514c2d31372d626c7565
https://camo.githubusercontent.com/8174925d009b42074d50ab5cc7e29fcb1aa613b0d9cb2e43097697a40cf90fa4/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d79656c6c6f77
https://github.com/MapiAI/SafeGuard-AI#table-of-contents
Overviewhttps://github.com/MapiAI/SafeGuard-AI#overview
Architecturehttps://github.com/MapiAI/SafeGuard-AI#architecture
Tech Stackhttps://github.com/MapiAI/SafeGuard-AI#tech-stack
Project Structurehttps://github.com/MapiAI/SafeGuard-AI#project-structure
Setuphttps://github.com/MapiAI/SafeGuard-AI#setup
Running the Applicationhttps://github.com/MapiAI/SafeGuard-AI#running-the-application
API Endpointshttps://github.com/MapiAI/SafeGuard-AI#api-endpoints
AI Pipelinehttps://github.com/MapiAI/SafeGuard-AI#ai-pipeline
Contextual Analysishttps://github.com/MapiAI/SafeGuard-AI#contextual-analysis
Dashboardhttps://github.com/MapiAI/SafeGuard-AI#dashboard
Knowledge Basehttps://github.com/MapiAI/SafeGuard-AI#knowledge-base
Ethical Principleshttps://github.com/MapiAI/SafeGuard-AI#ethical-principles
Known Limitationshttps://github.com/MapiAI/SafeGuard-AI#known-limitations
Future Improvementshttps://github.com/MapiAI/SafeGuard-AI#future-improvements
https://github.com/MapiAI/SafeGuard-AI#overview
https://github.com/MapiAI/SafeGuard-AI#architecture
https://github.com/MapiAI/SafeGuard-AI#tech-stack
https://github.com/MapiAI/SafeGuard-AI#project-structure
https://github.com/MapiAI/SafeGuard-AI#setup
https://github.com/MapiAI/SafeGuard-AI#prerequisites
https://github.com/MapiAI/SafeGuard-AI#1-clone-the-repository
https://github.com/MapiAI/SafeGuard-AI#2-backend-setup
https://github.com/MapiAI/SafeGuard-AI#3-environment-variables
https://github.com/MapiAI/SafeGuard-AI#4-database-setup
https://github.com/MapiAI/SafeGuard-AI#5-index-the-knowledge-base
https://github.com/MapiAI/SafeGuard-AI#6-fine-tune-the-gate-model-optional
https://github.com/MapiAI/SafeGuard-AI#running-the-application
https://github.com/MapiAI/SafeGuard-AI#backend
https://github.com/MapiAI/SafeGuard-AI#frontend
https://github.com/MapiAI/SafeGuard-AI#api-endpoints
https://github.com/MapiAI/SafeGuard-AI#authentication
https://github.com/MapiAI/SafeGuard-AI#cases
https://github.com/MapiAI/SafeGuard-AI#messages
https://github.com/MapiAI/SafeGuard-AI#analysis
https://github.com/MapiAI/SafeGuard-AI#assistant
https://github.com/MapiAI/SafeGuard-AI#system
https://github.com/MapiAI/SafeGuard-AI#ai-pipeline
https://github.com/MapiAI/SafeGuard-AI#stage-0--pii-anonymisation
https://github.com/MapiAI/SafeGuard-AI#stage-1--relationship-context-retrieval
https://github.com/MapiAI/SafeGuard-AI#stage-2--toxic-gate-distilbert
https://github.com/MapiAI/SafeGuard-AI#stage-3--multi-label-classification-bart-large-mnli
https://github.com/MapiAI/SafeGuard-AI#stage-4--rag-retrieval
https://github.com/MapiAI/SafeGuard-AI#stage-5--grounded-generation-gpt-4o-mini
https://github.com/MapiAI/SafeGuard-AI#contextual-analysis
https://github.com/MapiAI/SafeGuard-AI#dashboard
https://github.com/MapiAI/SafeGuard-AI#knowledge-base
https://github.com/MapiAI/SafeGuard-AI#ethical-principles
https://github.com/MapiAI/SafeGuard-AI#known-limitations
https://github.com/MapiAI/SafeGuard-AI#future-improvements
https://github.com/MapiAI/SafeGuard-AI#screenshots
https://github.com/MapiAI/SafeGuard-AI#message-analysis
https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/screenshots/analysis_message_1.png
https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/screenshots/analysis_message_2.png
https://github.com/MapiAI/SafeGuard-AI#dashboard-1
https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/screenshots/dashboard.png
https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/screenshots/pattern_distribution.png
https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/screenshots/risk_context_score_over_time.png
https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/screenshots/risk_level_context_distribution.png
https://github.com/MapiAI/SafeGuard-AI#rag-educational-assistant
https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/screenshots/rag_assistant.png
https://github.com/MapiAI/SafeGuard-AI#presentation
📊 View Presentation (PDF)https://github.com/MapiAI/SafeGuard-AI/blob/main/docs/SafeGuard_AI_Presentation.pdf
https://github.com/MapiAI/SafeGuard-AI#license
LICENSEhttps://github.com/MapiAI/SafeGuard-AI/blob/main/LICENSE
MapiAIhttps://github.com/MapiAI
mariapetraliahttps://linkedin.com/in/mariapetralia
python https://github.com/topics/python
nlp https://github.com/topics/nlp
text-classification https://github.com/topics/text-classification
postgresql https://github.com/topics/postgresql
openai https://github.com/topics/openai
cyberbullying-detection https://github.com/topics/cyberbullying-detection
rag https://github.com/topics/rag
content-moderation https://github.com/topics/content-moderation
fastapi https://github.com/topics/fastapi
responsible-ai https://github.com/topics/responsible-ai
streamlit https://github.com/topics/streamlit
transformers-models https://github.com/topics/transformers-models
pii-anonymization https://github.com/topics/pii-anonymization
coercive-control https://github.com/topics/coercive-control
gaslighting https://github.com/topics/gaslighting
llm https://github.com/topics/llm
generative-ai https://github.com/topics/generative-ai
langchain https://github.com/topics/langchain
pgvector https://github.com/topics/pgvector
toxic-communication https://github.com/topics/toxic-communication
Readme https://github.com/MapiAI/SafeGuard-AI#readme-ov-file
Please reload this pagehttps://github.com/MapiAI/SafeGuard-AI
Activityhttps://github.com/MapiAI/SafeGuard-AI/activity
0 forkshttps://github.com/MapiAI/SafeGuard-AI/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FMapiAI%2FSafeGuard-AI&report=MapiAI+%28user%29
Releaseshttps://github.com/MapiAI/SafeGuard-AI/releases
Packages 0https://github.com/users/MapiAI/packages?repo_name=SafeGuard-AI
Please reload this pagehttps://github.com/MapiAI/SafeGuard-AI
Contributorshttps://github.com/MapiAI/SafeGuard-AI/graphs/contributors
Please reload this pagehttps://github.com/MapiAI/SafeGuard-AI
Python 100.0% https://github.com/MapiAI/SafeGuard-AI/search?l=python
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.