PreReason is a financial market context API and MCP server that returns briefings with interpretation already included, covering macro, rates, bonds, FX, commodities, companies and Bitcoin 1. It offers an MCP server and a REST API, and its listed company briefings return one company per call 111. No alternatives were read that do the same job, so none are listed.
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PreReasonprereason.comverified and signed
Returns financial market briefings for AI agents, covering macro, rates, bonds, FX, commodities, companies and Bitcoin, with trend, momentum, percentile and regime figures already interpreted 1; its Listed Company Briefings action returns one listed company per call 11.
official:MCP server · PreReason+2 community tools built for it
for agents: Listed Company Briefings · Listed Company Briefings · Backtest Evidence
Sources
- 1PreReason: Financial Market Context API and MCP Server for AI Agentsprereason.com · read 2026-10-29
- 11PreReason: declares "Listed Company Briefings" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
Listed Company Briefings · PreReason verified and signed
One listed company per call (USA, Japan, Korea, India, UK, France, Austria, Belgium, Denmark, Finland, Iceland, Italy, Lithuania, Netherlands, Slovenia and Slovakia), each figure dated and its source named, read from the company's own filings.
apple-appstore-reviewer · apple-appstore-reviewer verified and signed
Serves as a reviewer of the codebase with instructions on looking for Apple App Store optimizations or rejection reasons.
account-subscriptions-create-cancel-reason · Cloudflare API verified and signed
Create Cancel Reason
nv-reason-cxr · nv-reason-cxr verified and signed
Used for command-shape or live NV-Reason-CXR chest X-ray reasoning smoke tests. Not for diagnosis or clinical reporting.
admin_conversations_getConversationPrefs · Slack Web API verified and signed
Get conversation preferences for a public or private channel.
PostInvoicesCreatePreview · Stripe API verified and signed
Create a preview invoice
· Retail Reason website read, tools not yet checked
Private chat and file analysis for Walmart and Sam’s Club work, including Marketplace, Walmart Connect advertising, and ProSpec product specifications.
notion · @notionhq/client verified and signed
getPipelineTestReportTestCaseReasons · Bitbucket API verified and signed
Get test case reasons (output) for a given test case in a step of a pipeline.
· Langchain Google website read, tools not yet checked
LangChain enables every company to own their intelligence. Control, govern, and compound intelligence with an open agent engineering platform.
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.