QVeris

QVeris Product Updates — Frequently Asked Questions

QVeris updates are written to help users understand what changed and what they can do next. Recent updates include card recharge and auto-recharge handling, anonymous Capability Map browsing, Python SDK docs, public API rate-limit hardening, and provider qualification pages.

Why do update feeds vary by site?
Each QVeris site shows the updates that are relevant to the product experience available there, so billing, login, provider, and documentation changes stay focused on what users can actually use.
What changed for billing?
Card recharge and auto-recharge flows now preserve the recharge intent more explicitly, keep checkout card-only, handle canceled or returned sessions more cleanly, and reuse existing Stripe customer records before creating new ones.
How should I use Capability Explorer?
Use Capability Map before integrating or running a new capability. You can now browse finance coverage and provider details before signing in, then authenticate only when you want to Try-it with a live call.
What changed for API and SDK users?
The Python SDK docs now use the right API examples for the current site, and public REST API rate-limit handling now returns clearer headers and protects execute paths earlier.
What changed for provider evaluation?
Teams evaluating Morningstar now have a dedicated provider page and qualification path before deeper integration work starts.
How should I follow QVeris updates?
Use this What's New page as a lightweight changelog. Each item explains the user-facing change, why it helps, and where to try it.
PRODUCT UPDATES

What's New

A quick look at what changed, why it helps, and where you can try it next.

May 22, 2026
Feature

Tool Finder and Provider Hub are live

You can now turn a plain-language need into the right QVeris tool, then inspect the provider behind it from one focused hub. It is a shorter path from discovery to provider context and the next call.

Try Tool Finder →
May 17, 2026
Release

Card recharge and auto-recharge are safer to resume

QVeris now carries the auto-recharge intent through Stripe more explicitly, keeps checkout card-only, handles canceled or returned sessions more cleanly, and resolves Stripe customer records before creating a new one.

Manage billing →
May 17, 2026
Improvement

Capability Map is easier to browse before sign-in

You can now explore the capability map and provider drawer before signing in. Authentication is still required when you try a live call, but comparing available finance capabilities no longer starts with a blocked page.

Open Capability Map →
May 17, 2026
Feature

Python SDK docs now use the right site examples

The Python SDK guide now has checked-in English and Chinese versions for each public docs experience. Examples use the right API base URL and display links for the current site, while install commands stay consistent.

Read Python SDK docs →
May 14, 2026
Release

Public API rate limits now fail clearer and earlier

The public REST API now applies rate limits before authentication on protected execute paths and returns rate-limit headers more consistently. Redis-backed limits also fail open where appropriate, so temporary limiter issues do not turn into broad API outages.

Review REST API docs →
May 7, 2026
Feature

Morningstar now has a dedicated provider qualification path

Teams evaluating Morningstar data now have a dedicated provider page and lead intake flow. The page highlights supported use cases, official branding, and the qualification path before teams start deeper integration work.

View Morningstar provider →
May 5, 2026
Improvement

Account history loads faster with cleaner controls

Usage and Credits Ledger pages load noticeably faster, especially when you're scrolling through longer histories. Both pages now share the same 1-day / 7-day / 30-day shortcuts and pagination, so switching between them feels consistent. Exports still grab the full filtered range you see on screen.

Review your usage →
May 4, 2026
Feature

Audit usage straight from your CLI or agent

Agents and the CLI can now check usage history and credit balances with the same API key they already use to call tools — no separate sign-in step. Ask short questions like "was that last call charged?" or "how much did I spend today?" and get a compact answer back instead of paging through everything.

Open Usage history →
April 29, 2026
Release

Execution outcomes now explain every charge

QVeris now records a standardized execution outcome for each tool call, separating transport success, provider success, result validity, and billable success. Usage & Execution History shows whether a request completed, failed, returned no usable result, or was not charged, while Credits Ledger stays focused on real balance changes with clearer quantity × unit price context. The goal is simple: every user should be able to tell what happened, why credits did or did not move, and where to audit it later.

Open Usage history →
April 25, 2026
Release

Every charge is now easier to understand

Your Usage page now puts each search, tool call, capability query, and model run in one place, with success status and charge status shown side by side. You can see the billing summary, trace it back to the ledger, and export the data, so it is much easier to confirm that failed requests were not charged.

Review your usage →
April 17, 2026
Improvement

Docs links now land where you expect

Links inside the docs now open the readable web page instead of dropping you into a raw markdown file. Setup guides, API key links, and related-doc blocks are easier to follow in both English and Chinese, while agent-friendly machine-readable routes still work.

Browse the docs →
April 17, 2026
Improvement

Choose the right setup path without guessing

The Plugins page now makes the recommended setup path clearer for each agent platform. Local agents point to the CLI flow, hosted builders point to MCP Server + skill, and the setup cards match the compatibility table, so installation takes fewer detours.

Open the Plugins page →
April 15, 2026
Improvement

Live Demo runs are easier to read after each call

Tool traces in the Live Demo now show the exact tool ID, use the same Call language as the rest of QVeris, and keep usage numbers tidy. After a run, you can quickly see what was called, which provider handled it, and roughly what it cost.

Open Live Demo →
April 15, 2026
Improvement

Plugin cards are easier to recognize

The main platform cards now use clearer dark-mode-ready brand assets. Hermes Agent, OpenClaw, Claude, OpenCode, Cursor, and other integrations are easier to spot, so you can get to the right setup guide faster.

Open the Plugins page →
April 13, 2026
Feature

Hermes Agent can call QVeris after one setup

If you use Hermes Agent, install the QVeris CLI once and you can call QVeris from its shell or terminal sandbox. Your credentials stay saved across sessions, so you do not need to repeat the same setup every time.

See the Hermes Agent install guide →
April 13, 2026
Release

Discover and call now mean the same thing everywhere

The Live Demo now uses the same wording your agents use: discover to find a capability, call to run it. That makes it easier to compare what happened in Live Demo, CLI, and MCP without translating between old and new tool names.

Open Live Demo →
April 10, 2026
Feature

Compare providers before you spend a call

Capability details now show success rate, latency, estimated cost, and call count for each provider. You can compare a few options first, then use Try-it to check whether the provider works for your real task.

Explore capabilities →
April 9, 2026
Improvement

Product posts are easier to share across teams

Blog posts now read cleanly in Chinese and English, with localized dates and better sharing metadata. It is easier to send the same guide to teammates without adding extra translation notes.

Read the blog →
April 8, 2026
Feature

Check finance coverage before you start integrating

Capability Explorer lets you browse and live-test finance capabilities across trading, market data, risk, research, alternative signals, and crypto. You can see what is covered and which providers fit before you spend engineering time.

Open the Explorer →
April 8, 2026
Improvement

The site is easier to navigate

The top navigation and footer are now grouped around the pages people usually look for: product value, developer setup, and ecosystem integrations. Whether you are new or returning, the right page should take fewer clicks to reach.

Browse the site →
April 7, 2026
Feature

Guides now read like web pages, not source files

Architecture notes, integration guides, and product updates now live in a readable blog experience with a table of contents, code highlighting, and responsive images. It is easier to learn the idea and then put it into practice.

Read the blog →
April 7, 2026
Release

Agents can call tools from the terminal with less context

The CLI lets agents call QVeris as a subprocess instead of carrying large tool schemas in context, which can cut prompt-token overhead by up to 80% compared with MCP. For local work, you also get REPL, JSON output, dry-run checks, and codegen.

Try the CLI →
April 7, 2026
Release

MCP tool names are simpler, and old setups still work

MCP now uses discover, inspect, and call as the main tool names, which better match how agents think about the workflow. Older tool names still work, and API key region handling remains automatic, so you can upgrade without breaking existing setups.

View MCP docs →
April 2, 2026
Feature

Pick tools with better signals, not guesswork

Search results and tool detail pages now show success rate, latency, and call count. When several providers can answer the same request, you and your agent have clearer signals before choosing one.

Try in Live Demo →
March 17, 2026
Improvement

It is harder to create duplicate accounts by mistake

Gmail dot-aliases and plus-tags now resolve to the same underlying inbox during registration. That helps avoid split accounts, missing credits, and confusing login states caused by slightly different versions of the same email.

Learn about security →