DeepSeek V4-Pro GA
Agent upgrades, native Responses API support, flexible reasoning effort, and dated peak/off-peak pricing create compatibility, cost, and claim-revalidation work.
// shop by job
Prepare for a new model or agent-platform release
Turn model, agent-platform, pricing, protocol, and tool changes into a bounded portfolio revalidation queue.
Who this is for: Agent-product owners, AI operations teams, and maintainers with compatibility or cost claims to keep current.
How to choose
Begin with Model Release Impact Mapper to identify exposed products and claims. Move to cost, retrieval, tool-schema, MCP authorization, or distribution checks only where the mapped evidence says they are relevant.
// first-party change signals
Why this job is active now
MCP 2026-07-28 specification
The stateless core, header routing, cacheable discovery, authorization hardening, extensions, and deprecation rules create concrete client, server, and gateway migration checks.
Release attention identifies revalidation work. It does not prove buyer demand, installs, or revenue.
// matched scopes
Skills for this job
Model Release Impact Mapper
Map a new model, agent-platform, or protocol release to the portfolio products, claims, fixtures, permissions, and cost evidence that need revalidation.
Check fit, access, and next step →LLM Usage Cost Attribution Reconciler
Reconcile provider bills, usage events, model prices, retries, and customer allocation into deterministic AI cost findings.
Check fit, access, and next step →Retrieval Trace Auditor
Audit real RAG evidence traces for missing expected sources, impossible citations, unsupported claims, stale evidence, unused context, and weak routing.
Check fit, access, and next step →Tool Schema Linter
Lints function-calling tool definitions for missing descriptions, parameters with no type, overlapping or near-duplicate tools, too many tools for reliable selection,…
Check fit, access, and next step →MCP OAuth & Authorization Contract Preflight
Validate supplied MCP OAuth metadata and transcripts for discovery, audience, scopes, PKCE, challenges, and token hazards.
Check fit, access, and next step →Agent Distribution Readiness Pack
Audit release consistency, discovery surfaces, supported claims, evidence freshness, and Product Hunt or Show HN readiness before distributing an agent product.
Check fit, access, and next step →Still not sure which scope fits?
Describe the platform, file, failure, and result you need. The recommender returns only catalog-grounded matches.
Use the problem matcher