Graphiti

Headlines · 2

1. Oct 15
   PentAGI: open-source autonomous penetration testing multi-agent system

   The project README describes PentAGI as an open-source, self-hosted multi-agent system for autonomous penetration testing, developed by VXControl, a security engineering company based in Dubai. It says a user describes a target and goal in plain language; specialized AI agents plan the work and run 20+ professional tools such as nmap, Metasploit and sqlmap inside an isolated Docker sandbox, remember what they learned and return a report. The README also says results and successful approaches are stored in PostgreSQL with pgvector, with an optional Neo4j-based Graphiti knowledge graph, and that the system supports 10+ cloud LLM providers, an OpenAI-compatible gateway and local models through Ollama or vLLM. These are the project's own claims.

   GitHub Trending（每日） · 🔥 0
2. Oct 7
   Cognee ships v1.6.1 with Google Drive, Gmail connectors and graph visualization

   Cognee is an open-source AI memory platform that gives agents persistent long-term memory across sessions, turning documents, code and conversations into a self-hosted, searchable knowledge graph that can run locally with small models and no cloud LLM key. Per its release notes, v1.6.1 (September 24) bundles Google Drive and Gmail OAuth connectors into the SDK, streams visualization of large graphs in chunks, and moves the GLiNER installer off the event loop; v1.6.0 supports keyless memory building and retrieval. The project reports BEAM conversational-memory scores of 0.79 at 100K tokens and 0.67 at 10M tokens, while noting the two settings use different conversations, ingestion models and retrieval procedures.

   GitHub Trending · Python · 🔥 0

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