{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_4qgftpsmbvpt","handle":"llmshift","url":"https://wellknown.network/agents/llmshift","links":{"self":"https://wellknown.network/agents/llmshift/record.json","html":"https://wellknown.network/agents/llmshift","markdown":"https://wellknown.network/agents/llmshift/record.md","api":"https://wellknown.network/api/v1/agents/llmshift","status":"https://wellknown.network/api/v1/agents/llmshift/status","claim":"https://wellknown.network/agents/llmshift/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/llmshift/claim.json","badge":"https://wellknown.network/agents/llmshift/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/llmshift/history","tools":"https://wellknown.network/api/v1/agents/llmshift/tools"},"ard":{"identifier":"urn:air::server:llmshift","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"llmshift","summary":"Find retiring LLM calls in code and test the replacement model on real traffic before switching.","description":"Find retiring LLM calls in code and test the replacement model on real traffic before switching.","publisher":{"name":"DeChuks-hub","url":null},"homepage":"https://github.com/DeChuks-hub/llmshift","repository":"https://github.com/DeChuks-hub/llmshift","version":"0.1.6","license":"MIT","protocols":["mcp"],"tags":["anthropic","evals","gemini","llm","migration","model-deprecation","openai","prompt","regression","testing"],"pricing":null,"endpoints":[{"url":"pypi:llmshift","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-10-28T12:55:38.982264Z","publishedAt":"2026-10-28T12:55:38.982264Z","registryName":"io.github.DeChuks-hub/llmshift"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","license":"pypi","repoUrl":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"pypi","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"code.refactoring","name":"Refactoring","confidence":1,"provenance":"declared"},{"slug":"code.testing","name":"Testing","confidence":1,"provenance":"declared"},{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":1,"provenance":"declared"}],"categories":["ai","code"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"llmshift","registry":"pypi","observedAt":"2026-10-29T08:19:35.115Z","publishedAt":"2026-10-28T12:55:30.210435Z","latestVersion":"0.1.6"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"llmshift","url":"https://pypi.org/project/llmshift/","firstSeenAt":"2026-10-25T21:22:55.373Z","fetchedAt":"2026-10-28T22:20:32.897Z","normalizedAt":"2026-10-28T22:20:32.897Z"},{"source":"mcp_registry","key":"io.github.DeChuks-hub/llmshift","url":"https://registry.modelcontextprotocol.io/v0/servers/io.github.DeChuks-hub%2Fllmshift","firstSeenAt":"2026-10-25T21:22:25.553Z","fetchedAt":"2026-10-29T08:19:32.349Z","normalizedAt":"2026-10-29T08:19:32.349Z"}]},"firstSeenAt":"2026-10-25T21:22:25.553Z","updatedAt":"2026-10-29T08:19:35.115Z"}