{"schema":"cloudm0n.agent-handoff.v1","generatedAt":"2026-09-01T19:35:40.067Z","software":{"slug":"samosa-ai-com/Chanakya-Local-Friend","name":"Chanakya-Local-Friend","source":"https://github.com/samosa-ai-com/Chanakya-Local-Friend","tagline":"Chanakya is an advanced, open-source, and self-hostable voice assistant designed for privacy, power, and flexibility. It leverages local AI/ML models to ensure your data stays with you. It Integrates with 1000+ third-party MCP servers including Home Assistant. ","summary":"Provisional external discovery candidate. Chanakya is an advanced, open-source, and self-hostable voice assistant designed for privacy, power, and flexibility. It leverages local AI/ML models to ensure your data stays with you. It Integrates with 1000+ third-party MCP servers including Home Assistant. ","topics":[]},"decision":{"fitScore":45,"verdict":"SKIP","analysisState":"ANALYZED","whatItDoes":"Chanakya is an advanced, open-source, and self-hostable voice assistant designed for privacy, power, and flexibility. It leverages local AI/ML models to ensure your data stays with you. It Integrates with 1000+ third-party MCP servers including Home Assistant.","whyFound":"CLOUDM0N matched this repository because its catalog description aligns with the requested software capability.","bestFor":"Agents and teams that specifically need the capability provided by Chanakya-Local-Friend.","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":45,"commitSha":"7dc87a18cafffbf2464b4179f1c2b7f92abd3b7f","scannedAt":"2026-08-30T08:01:40.620Z"}},"architecture":{"evidenceLevel":"CODE_EVIDENCE","source":"ARCHITECTURE_SCAN","commitSha":"7dc87a18cafffbf2464b4179f1c2b7f92abd3b7f","strategy":null,"runtimeImage":null,"workdir":null,"protocol":null,"capabilities":[],"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":"alash3al/stash","name":"stash","fitScore":84,"verdict":"WORTH TRYING","security":{"status":"REVIEW","score":65},"focus":"Stash is here to solve one of the biggest headaches in AI agent development — memory. If you've ever built an AI agent, you know the struggle: every conversation starts from scratch, context gets lost, and you end up stuffing giant prompts just to keep things coherent. Stash gives your agents a persistent memory layer backed by Postgres, so they can remember episodes, facts, and working context across sessions. Plus, it ships as a single self-hosted binary with an MCP server included — no cloud, no vendor lock-in, just pure dev-friendly tooling that actually works."},{"slug":"repowise-dev/repowise","name":"repowise","fitScore":63,"verdict":"NICHE","security":{"status":"REVIEW","score":55},"focus":"Repowise is your AI team's new best friend when it comes to understanding codebases at scale. It tackles the messy reality of large codebases by automatically generating documentation, surfacing git analytics, spotting dead code, and extracting architectural decisions — all through the Model Context Protocol (MCP). Whether you're onboarding new devs, debugging legacy code, or feeding context to your favorite AI coding assistant, Repowise turns chaotic repositories into structured, queryable intelligence. With 1.3k stars and growing fast, this tool is quickly becoming essential for teams that want to ship smarter, not harder."},{"slug":"zylon-ai/private-gpt","name":"private-gpt","fitScore":63,"verdict":"NICHE","security":{"status":"REVIEW","score":70},"focus":"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."}],"nextAction":"Review or complete Security evidence before adoption. Do not install based on Fit alone.","policy":{"sponsoredRanking":false,"cloudm0nExecutesInstall":false,"approvalRequiredBeforeChanges":true,"fitDoesNotOverrideTrust":true}}