{"schema":"cloudm0n.agent-handoff.v1","generatedAt":"2026-09-01T19:35:22.198Z","software":{"slug":"zylon-ai/private-gpt","name":"private-gpt","source":"https://github.com/zylon-ai/private-gpt","tagline":"Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more. Works with any OpenAI-compatible inference server.","summary":"Provisional external discovery candidate. Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more. Works with any OpenAI-compatible inference server.","topics":["ai","ai-tools","on-premise"]},"decision":{"fitScore":63,"verdict":"NICHE","analysisState":"ANALYZED","whatItDoes":"Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more. Works with any OpenAI-compatible inference server.","whyFound":"CLOUDM0N matched this repository through its capability signals: ai, ai-tools, on-premise.","bestFor":"Agents and teams that specifically need the capability provided by private-gpt.","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":70,"commitSha":"cdf4d332dfb44de4736f26014501e45f9309e2dc","scannedAt":"2026-08-31T03:31:08.084Z"}},"architecture":{"evidenceLevel":"CODE_EVIDENCE","source":"ARCHITECTURE_SCAN","commitSha":"cdf4d332dfb44de4736f26014501e45f9309e2dc","strategy":null,"runtimeImage":null,"workdir":null,"protocol":null,"capabilities":["ai","ai-tools","on-premise"],"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":"vibheksoni/stealth-browser-mcp","name":"stealth-browser-mcp","fitScore":59,"verdict":"NICHE","security":{"status":"FAIL","score":0},"focus":"The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat."},{"slug":"achiya-automation/safari-mcp","name":"safari-mcp","fitScore":47,"verdict":"SKIP","security":{"status":"REVIEW","score":60},"focus":"Native Safari browser automation for AI agents. 97 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon."},{"slug":"olo-dot-io/Uni-CLI","name":"Uni-CLI","fitScore":12,"verdict":"SKIP","security":{"status":"FAIL","score":0},"focus":"One command for every interface—search, run, and inspect real software across APIs, browsers, desktops, local tools, and 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}}