{"domain":"avva.chat","name":"avva","url":"https://inite.ai/en/atlas/avva.chat","site":"https://avva.chat","summary":"Lets an expert's published decision records be checked by your AI assistant before it answers your questions.","forWhom":"Professionals and teams who want their AI to check a named expert's past decisions before answering.","useCases":["check an AI's answer against an expert's past decisions","see how an expert resolved trade-offs between competing goals","flag approaches a senior reviewer would not sign off on"],"categories":["marketing"],"pricing":null,"priceMoves":[],"interfaces":{"readOn":"2026-10-21","apiDocs":null,"openapi":null,"mcp":[{"name":"chat.avva/catalog","tie":"namespace","remotes":["https://avva.chat/mcp-catalog"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-21","toolCount":2,"tools":["search","fetch"],"serverName":"avva-catalog"}}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://avva.chat/mcp-catalog","checkedSince":"2026-10-21","dailyChecks":4,"uptimePercent":null,"medianMs":532,"signIn":"none","tools":2,"contextTokens":203,"definitionsGrade":"A","definitionsScore":100,"typedResults":2,"failingChecks":{},"warnings":{},"coverage":{"share":null,"cases":[{"useCase":"check an AI's answer against an expert's past decisions","verdict":"unsure","firstTool":null,"checks":["The answer is compared against the expert's published decision records.","The response reflects the expert's past decisions on the matter.","The check names which decisions were considered."]},{"useCase":"see how an expert resolved trade-offs between competing goals","verdict":"unsure","firstTool":null,"checks":["The result shows how the expert resolved the trade-off between the competing goals.","The explanation draws on the expert's recorded decisions."]},{"useCase":"flag approaches a senior reviewer would not sign off on","verdict":"not_covered","firstTool":null,"checks":["Approaches a senior reviewer would reject are flagged.","Each flagged approach cites the decision it conflicts with.","The flag reflects the reviewer's recorded standards."]}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":null},"score":null,"advice":{"verdict":"unproven","why":["whether its tools do the product's job has not been judged yet","checked on 4 of the 7 days it takes to judge reliability"],"how":[]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","llmsTxt"],"mcp":[{"name":"chat.avva/catalog","url":"https://avva.chat/mcp-catalog","answers":"open","checkedOn":"2026-10-21","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=chat.avva%2Fcatalog","config":{"mcpServers":{"avva":{"url":"https://avva.chat/mcp-catalog"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http avva https://avva.chat/mcp-catalog","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=avva&config=eyJ1cmwiOiJodHRwczovL2F2dmEuY2hhdC9tY3AtY2F0YWxvZyJ9","vscode":"vscode:mcp/install?%7B%22name%22%3A%22avva%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Favva.chat%2Fmcp-catalog%22%7D","connector":{"url":"https://avva.chat/mcp-catalog","note":"Add it as a custom connector in the client’s settings; the client opens the sign-in itself when the server asks for one."}}}],"openapi":null,"apiDocs":null,"llmsTxt":"https://avva.chat/llms.txt","status":null,"readOn":"2026-10-21"},"trust":{"readOn":"2026-10-21","certifications":[],"training":{"stance":"no","about":"vendor","quote":"Does avva train a model on my data? No. avva does not train an LLM.","url":"https://avva.chat/privacy"}},"used":0,"alive":100,"traits":{"buyer":null,"deployment":"saas-only","developerFocus":null,"readAt":"2026-10-21"},"verifiedPlans":null,"fromVendor":null}