Artifacto di ricerca automatizzato — non il progetto upstream.

Questo repository è un laboratorio monouso costruito da un sistema automatizzato per una tesi magistrale presso l'Université Laval sulla riproduzione di vulnerabilità pubblicate nei workflow di GitHub Actions. È uno snapshot integrale di openlit/openlit al commit 8529a7746ce2cae946bd2346cb3792c22f86cbee (2026-02-24), ridistribuito sotto la licenza del progetto stesso, il cui file è incluso invariato in questo snapshot.

Il progetto upstream non è coinvolto, non è mai preso di mira, e la vulnerabilità studiata qui è già pubblica. Ogni segreto e variabile in questo repository è un valore fittizio generato casualmente — nessuna credenziale reale è presente. I riferimenti alle action e le immagini dei runner sono bloccati a ciò a cui risolvevano al 2026-02-24; consulta pinning.md nell'output del sistema per ogni modifica apportata allo snapshot.

Domande o obiezioni: [email protected]

Osservabilità, Valutazioni, Guardrail, Prompt, Vault, Playground, FleetHub

Piattaforma Open Source per l'Ingegneria dell'IA

</details> --- <details> --- <summary>Inizializzazione tramite Variabili d'Ambiente</summary> Aggiungi le seguenti due righe al codice della tua applicazione: ```python import openlit openlit.init()

</details> --- ### Passaggio 4: Visualizza e Ottimizza Ora che i dati di Observability vengono raccolti e inviati a OpenLIT, il passo successivo è visualizzare e analizzare questi dati per ottenere informazioni sulle prestazioni e sul comportamento della tua applicazione AI e identificare le aree di miglioramento. Basta andare su OpenLIT all'indirizzo `127.0.0.1:3000` nel tuo browser per iniziare a esplorare. Puoi accedere utilizzando le credenziali predefinite: - **Email**: `[email protected]` - **Password**: `openlituser` ![](https://raw.githubusercontent.com/openlit/.github/main/profile/assets/openlit-client-1.png?raw=true) ![](https://raw.githubusercontent.com/openlit/.github/main/profile/assets/openlit-client-2.png?raw=true) ## 📦 Integrazioni Supportate OpenLIT auto-strumenta **44+ provider LLM, framework AI e database vettoriali** con una singola riga di codice. Ogni integrazione produce trace e metriche [native OpenTelemetry](https://opentelemetry.io/). Fai clic su qualsiasi scheda per visualizzare la documentazione dell'integrazione. <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="16"> SDK Python    <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="16"> SDK TypeScript ### Provider LLM <table> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/openai">OpenAI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/anthropic">Anthropic</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/cohere">Cohere</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/mistral">Mistral AI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/groq">Groq</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/google-ai-studio">Google AI Studio</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/together">Together AI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/ollama">Ollama</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/bedrock">AWS Bedrock</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/azure-ai-inference">Azure AI Inference</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/vertexai">Vertex AI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/vllm">vLLM</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/reka">Reka</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/litellm">LiteLLM</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/huggingface">Hugging Face</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/ai21">AI21</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/gpt4all">GPT4All</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/premai">PremAI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/sarvam">Sarvam AI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/julep-ai">Julep</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/multion">MultiOn</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> </table> ### Framework AI <table> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/langchain">LangChain</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/llama-index">LlamaIndex</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/crewai">CrewAI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/pydantic">Pydantic AI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/phidata">Agno</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/browser-use">Browser Use</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/haystack">Haystack</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/letta">Letta</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/mem0">Mem0</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/ag2">AG2 (AutoGen)</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/controlflow">Controlflow</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/crawl4ai">Crawl4AI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/dynamiq">Dynamiq</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/openai-agents">OpenAI Agents</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/firecrawl">Firecrawl</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> </table> ### Database Vettoriali <table> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/pinecone">Pinecone</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"> <img src="https://img.shields.io/badge/TypeScript-3178C6?logo=typescript&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/chromadb">ChromaDB</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/qdrant">Qdrant</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/milvus">Milvus</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/astradb">Astra DB</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/psycopg">PostgreSQL</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> </table> ### Strumenti Specializzati <table> <tr> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/elevenlabs">ElevenLabs</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> <td align="center" width="160"><a href="https://docs.openlit.io/latest/sdk/integrations/assemblyai">AssemblyAI</a> <img src="https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=white&style=flat-square" height="18"></td> </tr> </table> ## 🛣️ Roadmap Siamo dedicati al miglioramento continuo di OpenLIT. Ecco uno sguardo a ciò che è stato realizzato e a ciò che ci aspetta: | Funzionalità | Stato | | --------------------------------------------------------------------------------------------------------------------------------- | ------------- | | [SDK di Observability nativo OpenTelemetry per Tracing e Metriche](https://github.com/openlit/openlit/tree/text-upgrade/sdk/python) | ✅ Completato | | [Monitoraggio GPU nativo OpenTelemetry](https://docs.openlit.io/latest/features/gpu) | ✅ Completato | | [Monitoraggio di Eccezioni ed Errori](https://docs.openlit.io/latest/features/exceptions) | ✅ Completato | | [Prompt Hub per la Gestione e il Versionamento dei Prompt](https://docs.openlit.io/latest/features/prompt-hub) | ✅ Completato | | [OpenGround per Testare e Confrontare gli LLM](https://docs.openlit.io/latest/features/openground) | ✅ Completato | | [Vault per la Gestione Centralizzata di Chiavi API e Segreti LLM](https://docs.openlit.io/latest/features/vault) | ✅ Completato | | [Tracciamento dei Costi per Modelli Personalizzati](https://docs.openlit.io/latest/features/pricing) | ✅ Completato | | [Implementazione di Guardrails in Tempo Reale](https://docs.openlit.io/latest/features/guardrails) | ✅ Completato | | [Valutazione Programmata per le Risposte degli LLM](https://docs.openlit.io/latest/features/evaluations) | ✅ Completato | | [Fleet Hub per la Gestione OpAMP](https://docs.openlit.io/latest/openlit/observability/fleet-hub) | ✅ Completato | | [Metriche di Auto-Valutazione Basate sull'Utilizzo](https://github.com/openlit/openlit/issues/470) | 🔜 In Arrivo | | [Feedback Umano per gli Eventi LLM](https://github.com/openlit/openlit/issues/471) | 🔜 In Arrivo | | [Generazione di Dataset Basata sugli Eventi LLM](https://github.com/openlit/openlit/issues/472) | 🔜 In Arrivo | | [Ricerca nelle Trace]() | 🔜 In Arrivo | ## 🌱 Contribuisci Che sia grande o piccolo, amiamo i contributi 💚. Consulta la nostra [guida al contributo](https://github.com/pvharmo2/gha-lab-6c3094af9e/blob/main/CONTRIBUTING.md) per iniziare Non sai da dove iniziare? Ecco alcuni modi per partecipare: - Unisciti alla nostra community su [Slack](https://join.slack.com/t/openlit/shared_invite/zt-2etnfttwg-TjP_7BZXfYg84oAukY8QRQ) o [Discord](https://discord.gg/rjvTm6zd) per discutere idee, condividere feedback e connetterti sia con il nostro team che con la più ampia community di OpenLIT. Il tuo contributo ci aiuta a crescere e migliorare, e siamo qui per supportarti in ogni fase del percorso. [![OpenLIT - One click observability, evals for LLMs & GPUs | Product Hunt](https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=460690&theme=light)](https://www.producthunt.com/posts/openlit?embed=true&utm_source=badge-featured&utm_medium=badge&utm_souce=badge-openlit) <a href="https://fazier.com/launches/openlit-2" target="_blank" rel="noopener noreferrer"><img src="https://fazier.com/api/v1/public/badges/embed_image.svg?launch_id=779&badge_type=daily" width="270" alt="Example Image" class="d-inline-block mt-3 p-3 rounded img-fluid" /></a> ## 💚 Community e Supporto Connettiti con la community di OpenLIT e i maintainer per supporto, discussioni e aggiornamenti: - 🌟 Se ti piace, lascia una stella sul nostro [GitHub](https://github.com/openlit/openlit/). - 🌍 Unisciti alla nostra community su [Slack](https://join.slack.com/t/openlit/shared_invite/zt-2etnfttwg-TjP_7BZXfYg84oAukY8QRQ) o [Discord](https://discord.gg/CQnXwNT3) per interazioni dal vivo e domande. - 🐞 Segnala bug sui nostri [GitHub Issues](https://github.com/openlit/openlit/issues) per aiutarci a migliorare OpenLIT. - 𝕏 Seguici su [X](https://twitter.com/openlit_io) per gli ultimi aggiornamenti e notizie. ## Licenza OpenLIT è disponibile sotto la licenza [Apache-2.0](https://github.com/pvharmo2/gha-lab-6c3094af9e/blob/main/LICENSE). ## 🙇‍♂️ Ringraziamenti Questo progetto è orgogliosamente supportato da: <a href="https://www.testmuai.com/?utm_medium=sponsor&utm_source=openlit" target="_blank"> <img src="https://assets.kitploit.com/production/public/readmes/54232/59e406ce9676e24c2e228a1804d1810579038817584ead02e904e630264533c7/3ca662f501e7be9fcc4af3ff06d2755ca0712b463591ada282d81325365618bb-display-v1.webp" style={{ verticalAlign: 'middle' }} height="80" /> </a>         <a href="https://www.digitalocean.com/"> <img src="https://opensource.nyc3.cdn.digitaloceanspaces.com/attribution/assets/SVG/DO_Logo_horizontal_blue.svg" height="80px" width="200px"> </a>

Scopo	Parametro/Variabile d'ambiente	Per l'invio a OpenLIT
Inviare dati a un endpoint OTLP HTTP	`otlp_endpoint` o `OTEL_EXPORTER_OTLP_ENDPOINT`	`"http://127.0.0.1:4318"`
Autenticare i backend di telemetria	`otlp_headers` o `OTEL_EXPORTER_OTLP_HEADERS`	Non richiesto per impostazione predefinita

gha-lab-6c3094af9e

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⚡ Funzionalità

🚀 Per Iniziare con l'Osservabilità degli LLM```mermaid

Passaggio 2: Installare l'SDK OpenLIT

Esempio