{"schema":"cloudm0n.agent-handoff.v1","generatedAt":"2026-09-01T19:32:12.373Z","software":{"slug":"mudler/LocalAI","name":"LocalAI","source":"https://github.com/mudler/LocalAI","tagline":"LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.","summary":"Provisional external discovery candidate. LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.","topics":["agents","ai","api","audio-generation","decentralized","distributed","image-generation","libp2p","llama","llm","mamba","mcp"]},"decision":{"fitScore":63,"verdict":"NICHE","analysisState":"ANALYZED","whatItDoes":"LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.","whyFound":"CLOUDM0N matched this repository through its capability signals: agents, ai, api, audio-generation, decentralized.","bestFor":"Agents and teams that specifically need the capability provided by LocalAI.","tradeOff":"No explicit trade-off is documented in the current CLOUDM0N analysis. Review the source, trust evidence, and target environment before adoption.","adoption":"VERIFY_FIRST"},"trust":{"security":{"status":"REVIEW","score":10,"commitSha":"dd4e75983df6c2b249885e8788b7829f6fbcdcce","scannedAt":"2026-08-30T18:39:27.957Z"}},"architecture":{"evidenceLevel":"CODE_EVIDENCE","source":"ARCHITECTURE_SCAN","commitSha":"dd4e75983df6c2b249885e8788b7829f6fbcdcce","strategy":null,"runtimeImage":null,"workdir":null,"protocol":null,"capabilities":["agents","ai","api","audio-generation","decentralized","distributed","image-generation","libp2p","llama","llm","mamba","mcp"],"note":"Architecture context comes from static code and repository evidence. CLOUDM0N does not execute the repository before adoption."},"install":{"evidenceLevel":"AGENT_VERIFICATION_REQUIRED","source":null,"installCommand":null,"startCommand":null,"healthCommand":null,"networkDuringInstall":null,"protocolProbe":null,"caution":"Installation is intentionally deferred to the user’s coding agent. The agent must inspect official documentation and the target environment before proposing or making changes."},"alternatives":[{"slug":"unslothai/unsloth","name":"unsloth","fitScore":23,"verdict":"SKIP","security":{"status":"FAIL","score":0},"focus":"Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, Kimi K3, MiniMax-H3, Gemma 4, FLUX and more."},{"slug":"vllm-project/vllm","name":"vllm","fitScore":63,"verdict":"NICHE","security":{"status":"REVIEW","score":45},"focus":"A high-throughput and memory-efficient inference and serving engine for LLMs"},{"slug":"julien040/anyquery","name":"anyquery","fitScore":53,"verdict":"NICHE","security":{"status":"REVIEW","score":55},"focus":"One SQL interface for 60+ tools (e.g., GitHub, Notion, Airtable). Plug into any LLM through MCP."}],"nextAction":"Review or complete Security evidence before adoption. Do not install based on Fit alone.","policy":{"sponsoredRanking":false,"cloudm0nExecutesInstall":false,"approvalRequiredBeforeChanges":true,"fitDoesNotOverrideTrust":true}}