Equibles
An MCP server for investor relations (IR) data integration that packages structured data such as earnings events, guidance history, 8-K filings and presentations into tools for AI agents to call.
Timeline (last 90 days)
The same data can be obtained via a REST API GET request, for example requesting the transcript of JPM's fiscal 2026 Q3 (limit=3); the returned JSON includes speaker names, roles, text content, and startSeconds and endSeconds.
The Equibles platform exposes earnings call tools in MCP form, including GetEarningsCallEvent, GetEarningsCallToneAndThemes, SearchDocument, and GetEarningsCallTranscript.
For JPMorgan's FY2026 Q2 (July 14) earnings call, the tone score was 62 and the hedging score was 38; for FY2026 Q3 (October 13), the tone score dropped to 32 and the hedging score rose to 48.
The mention counts are computed by code based on keywords rather than asserted by a model, so the counting methodology can be verified.
SearchDocument uses the transcript ID to search for "agentic AI rogue agents", and the returned excerpts point to the Q&A session and come with links precise to the line number (such as #fromLine=21&toLine=49).
GetEarningsCallTranscript returns speaker turns with speaker labels, supports limit and offset parameters, and indicates the number remaining (e.g., "Turns: 1-40 of 99").
When voiceprint confidence is insufficient or an unregistered speaker appears, the Equibles tool chooses to degrade to Operator or a neutral number rather than guessing a name, to avoid creating false attributions.
Netflix management's tone score fell from 78 in Q1 to 65 in Q2 (on a -100 to +100 scale).
The Equibles MCP server endpoint address is https://mcp.equibles.com/mcp, which can be added as a Claude custom connector and used by logging into an account, with no API key required.
Equibles provides a REST API with the base address https://api.equibles.com/v1, for example GET /v1/stocks/NFLX/investor-events and GET /v1/stocks/NFLX/ir-news.
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All Facts (14)
The Equibles MCP server endpoint address is https://mcp.equibles.com/mcp, which can be added as a Claude custom connector and used by logging into an account, with no API key required.
60%UnverifiedThe same data can be obtained via a REST API GET request, for example requesting the transcript of JPM's fiscal 2026 Q3 (limit=3); the returned JSON includes speaker names, roles, text content, and startSeconds and endSeconds.
50%UnverifiedThe Equibles platform exposes earnings call tools in MCP form, including GetEarningsCallEvent, GetEarningsCallToneAndThemes, SearchDocument, and GetEarningsCallTranscript.
50%UnverifiedFor JPMorgan's FY2026 Q2 (July 14) earnings call, the tone score was 62 and the hedging score was 38; for FY2026 Q3 (October 13), the tone score dropped to 32 and the hedging score rose to 48.
50%UnverifiedThe mention counts are computed by code based on keywords rather than asserted by a model, so the counting methodology can be verified.
50%UnverifiedSearchDocument uses the transcript ID to search for "agentic AI rogue agents", and the returned excerpts point to the Q&A session and come with links precise to the line number (such as #fromLine=21&toLine=49).
50%UnverifiedGetEarningsCallTranscript returns speaker turns with speaker labels, supports limit and offset parameters, and indicates the number remaining (e.g., "Turns: 1-40 of 99").
50%UnverifiedWhen voiceprint confidence is insufficient or an unregistered speaker appears, the Equibles tool chooses to degrade to Operator or a neutral number rather than guessing a name, to avoid creating false attributions.
50%UnverifiedEquibles provides a REST API with the base address https://api.equibles.com/v1, for example GET /v1/stocks/NFLX/investor-events and GET /v1/stocks/NFLX/ir-news.
50%UnverifiedOn the Equibles free plan, MCP and REST combined allow 100 requests per day.
50%UnverifiedExplicitly naming Equibles in the prompt can prompt the model to call the tool rather than guess.
50%UnverifiedThe GetInvestorEventSlideMetadata tool returns only slide metadata and links, not PDF bytes, so it does not consume the context window.
50%UnverifiedNetflix has a document from October 2025 queued for re-reading, and the tool output will flag this limitation.
50%UnverifiedNetflix management's tone score fell from 78 in Q1 to 65 in Q2 (on a -100 to +100 scale).
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