{"id":38042490,"url":"https://github.com/elastiflow/blog-agentic-ai","last_synced_at":"2026-01-16T19:55:30.674Z","repository":{"id":304115476,"uuid":"1007912085","full_name":"elastiflow/blog-agentic-ai","owner":"elastiflow","description":null,"archived":false,"fork":false,"pushed_at":"2025-07-11T06:11:40.000Z","size":37,"stargazers_count":0,"open_issues_count":1,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-07-11T10:08:20.083Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/elastiflow.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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":"2025-06-24T18:16:02.000Z","updated_at":"2025-07-10T23:53:03.000Z","dependencies_parsed_at":"2025-07-11T10:08:59.995Z","dependency_job_id":"ae6e7b6e-088b-49ba-86ab-8778f2e65fe3","html_url":"https://github.com/elastiflow/blog-agentic-ai","commit_stats":null,"previous_names":["elastiflow/blog-agentic-ai"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/elastiflow/blog-agentic-ai","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elastiflow%2Fblog-agentic-ai","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elastiflow%2Fblog-agentic-ai/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elastiflow%2Fblog-agentic-ai/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elastiflow%2Fblog-agentic-ai/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/elastiflow","download_url":"https://codeload.github.com/elastiflow/blog-agentic-ai/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/elastiflow%2Fblog-agentic-ai/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28482134,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-16T11:59:17.896Z","status":"ssl_error","status_checked_at":"2026-01-16T11:55:55.838Z","response_time":107,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-01-16T19:55:30.021Z","updated_at":"2026-01-16T19:55:30.670Z","avatar_url":"https://github.com/elastiflow.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# blog-agentic-ai\n\n## Overview\n\nThis repository provides a multi-agent, **LangGraph** observability application that integrates with **Memgraph**\nfor data ingestion, semantic search, and signal observability. \nA Panel-based UI (`app/app.py`) is included for interacting with the agents.\n\n## Prerequisites\n\n1. **Python** \u003e= 3.10\n2. **Memgraph**\n\n## Environment Setup\n\n1. **Clone** this repository.\n2. **Install** dependencies:\n   ```bash\n   pip install -r requirements.txt\n   ```\n3. **Set** environment variables or a `.env` file with:\n   ```bash\n   export MEMGRAPH_URI=\"bolt://localhost:7687\"\n   export MEMGRAPH_USER=\"memgraphUser\"\n   export MEMGRAPH_PASSWORD=\"MemgraphPassword1233\"\n   export OPENAI_API_KEY=\"\"\n   export MODEL_PROVIDER=\"local || openai\"\n   ```\n4. Run Llama 3.1 8B locally (Optional):\n   - Setup Llama 3.1 using ollama\n   ```bash\n   brew install ollama\n   ollama pull llama3.1:8b-instruct-fp16\n   ollama pull nomic-embed-text\n   ```\n\n## Data Ingestion\n\n1. Run the **graph_ingest** script to load them into Memgraph, including vector indexing and embeddings:\n   ```bash\n   python -m scripts.graph_ingest\n   ```\n2. Verify the data is loaded. You can open Memgraph in the browser or run queries to check the nodes and edges.\n\n## Starting the App\n\n1. **Launch** the UI by running:\n   ```bash\n   python -m copilot.app\n   ```\n   This starts a Panel server in `app.py`.\n2. **Interact** with the agents:\n   - Provide your user prompt\n   - The system automatically references `org_id`, `role_id`, `user_id`, `conversation_id` from the application or session\n   - The multi-agent system chooses which agent/tool to call\n   - The application displays the final response\n\n## Architecture\n\n- **LangGraph** orchestrates multi-agent workflows with **ReAct**-style agents.\n- Each agent forcibly reads guard rails (`org_id`, etc.) from a `config[\"configurable\"]`.\n- **Memgraph** provides adjacency-based queries and local vector indexes for semantic search.\n- The UI is powered by **Panel** (`pn.template.*`) and **Holoviews**.\n\n---\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Felastiflow%2Fblog-agentic-ai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Felastiflow%2Fblog-agentic-ai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Felastiflow%2Fblog-agentic-ai/lists"}