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Anthropic’s open-source finance-agent repository is a set of adaptable workflow templates—not a fully autonomous financial decision system. It includes ten agents for tasks such as research, modeling, reconciliation, month-end close, and KYC screening. Anthropic says their outputs are draft analyst work product for qualified professional review; users remain responsible for verifying results and meeting their firm’s compliance obligations. You can install the templates as Claude Cowork or Claude Code plugins, or deploy them as cookbooks through the Claude Managed Agents API.
What the repository includes
Anthropic describes the project as reference agents, skills, and data connectors for investment banking, equity research, private equity, and wealth management. Its templates are starting points that firms can adapt to internal methods and controls.
The ten workflow agents
| Agent | Intended workflow |
|---|---|
| Pitch Agent | Assemble pitch materials, including comparables and pitchbooks. |
| Meeting Prep Agent | Prepare client briefs and meeting materials. |
| Market Researcher | Gather and organize market research. |
| Earnings Reviewer | Review earnings materials and help update analysis from transcripts and filings. |
| Model Builder | Build or update financial models. |
| Valuation Reviewer | Check valuations against a stated methodology. |
| GL Reconciler | Trace general-ledger reconciliation breaks and support NAV calculations. |
| Month-End Closer | Draft close reports and support month-end workflows. |
| Statement Auditor | Audit financial statements for issues requiring review. |
| KYC Screener | Flag onboarding gaps for compliance review. |
The repository also groups reusable vertical plugins for financial analysis, investment banking, equity research, private equity, fund administration, and operations. Its core financial-analysis plugin includes modeling skills and connectors. Anthropic describes connectors as the bridge between an agent and sources such as terminals, research platforms, or document stores. See the repository README for the current inventory and setup details; its main branch can change.
What the agents automate—and what they do not
The templates can help produce draft work: for example, assembling comparables, preparing a client brief, updating a model from filings, tracing a reconciliation break, or identifying missing onboarding information. That is workflow assistance, not authority to make a regulated or binding decision.
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Anthropic’s repository states that its agents draft analyst work product—models, memos, research notes, and reconciliations—for qualified professional review. It says the agents do not make investment recommendations, execute transactions, bind risk, post to a ledger, or approve onboarding. Every output is staged for human sign-off, and users are responsible for verifying the output and complying with laws and regulations that apply to their firm. A KYC screener that flags a gap, for example, is not an approval of a customer.
Anthropic’s product announcements also describe broader financial-analysis use cases, including compliance automation, trading-system modernization, Monte Carlo analysis, and risk modeling. Those are vendor-described applications, not independent evidence that a given workflow is production-ready or compliant at a particular institution. Managed Agent cookbooks may provide governed access and audit logs, but those features alone do not establish regulatory compliance.
Rank #2
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Choose a deployment route
The same source material supports two broad operating models. The right choice depends on where the workflow should run, how the firm controls data and tools, and what approval process surrounds the output.
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| Route | How it runs | Best fit to assess |
|---|---|---|
| Cowork or Claude Code plugin | Installed as a plugin for use in the corresponding Claude environment. | Workflows used alongside a desktop user, with the firm adapting skills, connectors, and review steps to its practices. |
| Claude Managed Agents cookbook | Deployed through the Managed Agents API, typically behind a firm’s workflow engine; the repository documents a deployment script and API key. | Workflows that need to be integrated into an API-driven process with firm-managed permissions, audit, and approval controls. |
The repository also contains partner-built plugins, Microsoft 365 add-in administration tooling, and scripts. These are supporting project components, not additional autonomous financial agents. Follow the current README installation instructions for the relevant route.
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Questions to settle before deployment
- Where will the task run: beside an individual user or through a workflow engine?
- How will credentials, data access, and tool permissions be granted and limited?
- Who reviews, approves, and records each type of output?
- Does the template match the firm’s modeling conventions, risk policies, and approval flows?
- Which connectors are available under the firm’s data-provider agreements?
- Which work remains subject to qualified human review?
Anthropic describes subagents for bounded tasks such as comparable-company selection or methodology checks. Callable-agent delegation is identified as a research-preview capability in the agent materials, so teams should treat availability and behavior as subject to change. The published materials do not provide a complete independent comparison of deployment cost, latency, or security; those need evaluation in the institution’s own configuration.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Data connectors and provider access
Anthropic’s May 5, 2026 announcement lists integrations or access paths involving FactSet, S&P Capital IQ, MSCI, PitchBook, Morningstar, Chronograph, LSEG, and Daloopa, as well as firms’ internal warehouses, research repositories, and CRMs. It also names connector additions from Dun & Bradstreet, Fiscal AI, Financial Modeling Prep, Guidepoint, IBISWorld, SS&C Intralinks, Third Bridge, and Verisk, plus a Moody’s MCP app.
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A listed connector does not itself grant a firm access to a provider’s data. Anthropic describes governed, real-time access, but teams still need to confirm provider entitlements, permissions, and deployment configuration. The current finance plugins page describes FactSet and MSCI connectors and partner-built LSEG and S&P Global plugins; it specifies that LSEG capabilities require active LSEG data entitlements. Connector catalogs and partner availability can change, so verify access with Anthropic and the relevant provider before building a workflow around it.
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Available figures are dated vendor-reported results from particular tasks or deployments. They are useful context, not a forecast for a different model, dataset, workflow, or institution.
| Reported figure | What it refers to | How to read it |
|---|---|---|
| 5 of 7 levels passed; 83% accuracy | Anthropic’s 2025 account of Claude Opus 4 deployed by FundamentalLabs to build an Excel agent for the Financial Modeling World Cup competition and complex Excel tasks. | A reported competition and task result, not a general finance-agent accuracy guarantee. |
| 64.37% | Anthropic’s May 5, 2026 announcement reported Claude Opus 4.7’s score on Vals AI’s Finance Agent benchmark. | A benchmark score for that model and benchmark, not evidence of performance on a firm’s own work. |
| More than 5× faster; accuracy rising from 75% to over 90% | AIG CEO Peter Zaffino, quoted in Anthropic’s July 15, 2025 announcement, describing early rollout results for underwriting business review. | A company-reported early rollout outcome, not an independently verified general result. |
Anthropic’s 2025 announcement also quotes Citadel’s Head of Core Engineering describing Claude for Excel use in building and updating coverage models and pressure-testing analyst work. That statement is a customer account, not a controlled performance study. For any deployment, test the specific task against the firm’s own standards and retain the required professional review.
Quick Recap
Primary sources
- Anthropic financial-services plugins repository: templates, project structure, setup, and responsibility disclaimer.
- Anthropic’s May 5, 2026 agent announcement: ten templates, connector additions, and the Finance Agent benchmark figure.
- Anthropic’s July 15, 2025 financial-services announcement: earlier use cases, benchmark and customer claims.
- Anthropic finance plugins page: current plugin and connector information, including LSEG entitlement language.
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