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MCP examples

From a question to a source-linked analysis. Read two complete examples produced by an AI assistant using Watchtower’s Model Context Protocol server.

Markets & financeAbout 9 min read

Credit assessment of the five largest U.S. banks

A bank-by-bank assessment connecting agency-rating references, comparable FDIC financials, parent-company CDS and broader credit conditions.

Snapshot scope: June 2026 bank financials, October 2026 market references, separately dated agency actions. Bank subsidiaries and parent companies are kept distinct.

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GeopoliticsAbout 4 min read

Serbian election: implications for surrounding countries

A conditional regional outlook for Kosovo, Bosnia and Herzegovina, Montenegro and neighbouring economies, with government-formation uncertainty kept visible.

Snapshot scope: Publisher reporting retrieved on 27 October 2026. Country-level implications are the assistant’s analysis, rather than confirmed policy announcements.

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How to read and reproduce these examples

The original requests asked the assistant to use Watchtower MCP as its information source. It discovered relevant datasets, read source-qualified records and searched the corpus, then wrote an interpretation with the retrieved dates and limits. These are assistant-written examples, not an independent verification of the source material or a claim of exhaustive coverage.

  1. Use the AI-agent guide to connect an eligible MCP client.
  2. Discover relevant datasets with watchtower.list_data_routes; use watchtower.read_data_route and watchtower.search to inspect the evidence.
  3. Retain source observation dates, legal-entity identities, missing values and coverage qualifications when interpreting the results.

A new query can produce different evidence. These archived examples are not automatically refreshed; the linked sources may have changed since the stated analysis date.

Markets & financeAbout 9 min readArchived AI-assisted analysis

The question

Can you analyze the credit rating of the top 5 american banks and tell me where their current risks are according to all the data available?

Jump to a section in this report

Credit assessment of the five largest U.S. banks

As of 26 October 2026 UTC — using Watchtower MCP only

My overall assessment: JPMorgan has the strongest combination of reported profitability and available market credit pricing in this group. Citigroup and Goldman Sachs deserve the most additional scrutiny, for different reasons. Bank of America and Wells Fargo show solid reported balance-sheet buffers, with earnings sensitivity and loan performance the main areas to monitor.

Importantly, all five have investment-grade references from Moody’s, S&P and Fitch in the retrieved data. Fitch’s positive outlooks for Citibank and Goldman Sachs Bank USA are constructive counterevidence to an overly pessimistic interpretation.

I define “top five” using Watchtower’s June 30, 2026 FDIC bank-level asset table: JPMorgan Chase Bank, Bank of America, Citibank, Wells Fargo Bank, and Goldman Sachs Bank USA. These are the insured banking entities, distinct from their publicly traded parent companies.

1. What the credit-rating evidence says

These are long-term issuer ratings, except Fitch’s column, which is its foreign-currency Long-Term Issuer Default Rating. Dates are the reported agency action dates, not the date Watchtower retrieved the record.

Scroll the table horizontally on a small screen. All columns are retained.

Banking entity Moody’s issuer rating S&P issuer credit rating Fitch issuer default rating
JPMorgan Chase Bank, N.A. Aa2 — 6 Jul 2026 AA− — 15 Nov 2024 AA — 22 May 2026
Bank of America, N.A. Aa2 — 16 Oct 2026 A+ — 13 May 2026 AA — 21 May 2026
Citibank, N.A. Aa3 — 17 Nov 2025 A+ — 6 Nov 2025 AA−, positive outlook — 2 Jun 2026
Wells Fargo Bank, N.A. Aa2 — 5 Oct 2026 A+ — 29 Sep 2026 AA− — 6 May 2026
Goldman Sachs Bank USA A1 — 17 Nov 2025 A+ — 29 Apr 2026 AA−, positive outlook — 12 May 2026

All other outlooks shown above are stable. Goldman’s cited Fitch action was an upgrade; Citi’s was an affirmation.

Important qualification: Watchtower labels these ESMA reporting-agency records as not independently certified current. An older action date does not automatically make a rating invalid, but a fresh retrieval does not prove that no subsequent change occurred. Deposit ratings, counterparty ratings and individual bond ratings can also differ from these issuer ratings.

2. Comparable financial position

The following figures are for the bank subsidiaries, using the same June 30, 2026 reporting date.

Scroll the table horizontally on a small screen. All columns are retained.

Bank Assets, USD trillions Book equity/assets Reported ROA Net loans/deposits
JPMorgan Chase Bank 4.091 8.35% 1.59% 54.45%
Bank of America 2.655 9.07% 1.13% 56.48%
Citibank 1.976 8.71% 1.06% 47.78%
Wells Fargo Bank 1.908 8.89% 1.38% 62.93%
Goldman Sachs Bank USA 0.759 7.94% 1.21% 49.64%

Source: Watchtower’s bankrun-tracker, drawing on FDIC quarterly financial reporting.

These measures require careful interpretation:

  • Book equity/assets is not CET1 or a regulatory leverage ratio. Different asset risk weights and business models matter.
  • Net loans/deposits is not a liquidity coverage ratio. It does not measure immediately available cash or collateral.
  • Watchtower’s reported uninsured/total-deposit ratios range from approximately 42% to 50%, but some insured/uninsured components do not reconcile cleanly to total deposits. I would use those estimates directionally, rather than calculate precise withdrawal vulnerability from them.

3. Where each bank’s risks are

JPMorgan — strongest observed combination, with substantial absolute exposure

Supporting evidence

  • Highest reported ROA in the group: 1.59%.
  • Strong issuer-rating references across all three agencies.
  • Lowest available parent-company CDS reference among the three covered names: 49.38 basis points.

Main risks to monitor

  • Whether rising credit costs begin to erode its comparatively strong earnings buffer.
  • Funding resilience across a reported $2.82 trillion deposit base.
  • Concentrations and counterparty exposures that are not visible in the summary balance-sheet data.

Its 8.35% book equity/assets ratio is below Bank of America, Citi and Wells Fargo, so strong earnings should not be confused with having the largest unweighted capital cushion.

Assessment: The strongest relative benchmark in the available evidence. The key question is whether profitability continues to absorb credit deterioration, rather than whether size alone makes it safe.

Bank of America — strongest book-equity ratio, but a thinner earnings cushion than JPMorgan

Supporting evidence

  • Highest book equity/assets ratio in the group: 9.07%.
  • Moody’s Aa2 affirmation dated October 16, 2026, alongside stable S&P and Fitch references.
  • Net loans/deposits of 56.48% does not suggest an unusually loan-heavy deposit-funding structure within this sample.

Main risks to monitor

  • Earnings compression: its 1.13% ROA trails JPMorgan and Wells Fargo.
  • Interest-rate repricing, deposit costs and securities valuation.
  • Whether credit losses consume a greater share of earnings.

However, Watchtower did not provide a sufficiently current bank-specific HTM/AOCI breakdown or net-interest-income sensitivity analysis in the retrieved feeds. I therefore cannot quantify its present unrealized securities losses or simply repeat older loss headlines as current facts.

Assessment: Solid reported balance-sheet support; earnings and rate sensitivity are the principal diligence priorities. The available CDS reference table does not cover Bank of America.

Citigroup/Citibank — earnings resilience and data freshness warrant closer scrutiny

Supporting evidence

  • Citibank’s 8.71% book equity/assets and 47.78% net loans/deposits provide useful structural offsets.
  • Fitch reports AA− with a positive outlook, affirmed in June 2026.

Main risks to monitor

  • Lowest reported ROA in this five-bank sample: 1.06%.
  • Citigroup’s parent-company CDS reference is 68.69 bp, versus JPMorgan’s 49.38 bp.
  • The parent-company SEC dossier is materially less current: its selected financial period ends December 31, 2025, and Watchtower explicitly flags those metrics as stale.

That last point is an information gap, not evidence that Citi has deteriorated. The June 2026 Citibank figures cannot substitute for a current consolidated Citigroup capital and liquidity assessment.

Assessment: A higher-priority monitoring name because of comparatively weaker profitability, higher parent credit pricing and less current consolidated evidence. Fitch’s positive outlook is important counterevidence to a blanket negative conclusion.

Wells Fargo — loan performance is the clearest monitoring channel

Supporting evidence

  • Reported ROA of 1.38%, second highest in this sample.
  • Book equity/assets of 8.89%.
  • Recent stable rating references: S&P in September and Moody’s in October 2026.

Main risks to monitor

  • Highest net loans/deposits ratio of the five: 62.93%. That makes loan performance and deposit retention particularly relevant to this comparison.
  • The direction of charge-offs, nonperforming loans and reserve coverage.
  • Current regulatory requirements and remediation costs, if supported by dated evidence.

A 62.93% ratio is not, by itself, evidence of excessive funding strain. Nor did the retrieved data establish that Wells currently has the worst commercial-real-estate portfolio. Bank-specific CRE exposure and loss data are missing.

Assessment: Reasonable observed financial strength, with asset quality the first area to investigate. I would not treat historical regulatory headlines as proof of a current restriction.

Goldman Sachs — book leverage and market credit pricing merit attention

Supporting evidence

  • Goldman Sachs Bank USA remains investment grade in the retrieved references.
  • Fitch’s May 2026 upgrade to AA− with a positive outlook is constructive.

Main risks to monitor

  • Lowest bank-level book equity/assets ratio in the group: 7.94%.
  • Moody’s bank issuer reference of A1, below the other four banks on Moody’s scale.
  • Parent-company CDS reference of 68.96 bp, close to Citi’s and above JPMorgan’s.

The first follow-up areas would be market repricing, counterparty exposure, collateral requirements and the quality of the capital buffer. The retrieved summaries do not provide enough detail to quantify those positions or establish current losses.

Assessment: Greater sensitivity deserves investigation, but the evidence is mixed rather than uniformly negative. Its lower unweighted equity ratio does not establish that it has the weakest regulatory capital position.

4. What current market conditions add

Parent-company CDS references

Watchtower’s public five-year CDS table reports the following for October 23, 2026:

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Reference entity Published spread
JPMorgan Chase & Co. 49.38 bp
Citigroup Inc. 68.69 bp
Goldman Sachs Group Inc. 68.96 bp

Source: BSW published CDS references, CMA/ICE, retrieved through Watchtower.

These are holding-company references, not quotes for the bank subsidiaries above. Currency, seniority, restructuring clause and bid/ask convention are not supplied. The comparison is therefore indicative; the 0.27 bp difference between Citi and Goldman is not a meaningful basis for ranking their safety.

Credit conditions are more concerning than the latest aggregate funding spreads

The retrieved Watchtower feeds show:

  • High-yield option-adjusted spread: 3.40%, approximately 67 bp wider over one month.
  • Senior-loan ETF price basket: −1.24% over one month.
  • BDC price basket: −4.88% over one month.

These indicate pressure in lower-quality credit and listed lending vehicles. They are market-price signals, not measured losses or fund outflows at the five banks. Sources: Watchtower’s credit/derivatives monitor and hidden-credit monitor.

Conversely, the latest reported funding observations are relatively calm:

  • SOFR–IORB spread: 0 bp, October 22.
  • Financial commercial paper–Treasury bill spread: 4 bp, October 20.
  • Aggregate commercial-bank deposits: +1.75% over 13 weeks, through October 14.

These are system-wide observations. Watchtower explicitly lacks direct institution-level withdrawal feeds and repo counterparty allocations, so they cannot establish any individual bank’s liquidity position.

5. What limits the conclusion

The most consequential missing inputs are current CET1 buffers, LCR/NSFR, detailed securities losses, loan concentrations, charge-offs and reserve coverage for each bank.

There are also source-quality issues:

  • All five generic corporate-credit dossiers withhold their aggregate credit-risk scores. I have not treated their filing-activity scores as evidence of insolvency.
  • Citi’s parent financial metrics are stale.
  • Wells Fargo’s dossier contains a duplicate LEI record; I used the exact bank-entity identifiers in the agency references rather than relying on that automatic identity match.
  • June financial statements, October market quotes and older standing rating references describe different time frames.

Bottom line

JPMorgan is the strongest relative reference point in the data reviewed. Bank of America and Wells Fargo have solid observed buffers but need earnings and loan-quality monitoring. Citi and Goldman warrant the most additional diligence—while their positive Fitch outlooks materially temper a bearish interpretation.

The clearest shared risk is weaker credit conditions feeding into earnings and capital, with funding, valuation and operational risks requiring bank-specific detail. The available Watchtower evidence supports that monitoring framework, but not a precise default probability or a definitive one-to-five solvency ranking.

About this example. This is the dated assistant analysis from a conversation using Watchtower MCP for information retrieval. The first-person assessments are the assistant’s interpretation. Original source links and qualifications are retained.
Evidence families and MCP tools
  • FDIC quarterly financials
  • ESMA reporting-agency references
  • SEC/XBRL evidence
  • Published CDS references
  • Funding and credit-market context

Tools used: watchtower.list_data_routes, watchtower.read_data_route, watchtower.search. Source availability, record scope and access conditions can change.

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GeopoliticsAbout 4 min readArchived AI-assisted analysis

The question

What outcome will the Serbian election result have for surrounding countries?

Jump to a section in this report

Serbian election: implications for surrounding countries

The result could open a regional diplomatic reset, but I would expect an uncertain transition followed by gradual change. Kosovo and Bosnia and Herzegovina have the most at stake; Montenegro is particularly exposed politically, while other neighbours would mainly feel effects through trade, energy and regional cooperation.

What result I’m assessing

Using Watchtower MCP reporting available on 27 October 2026, I’m referring to the reported 25 October parliamentary victory by the student-backed Student List, with Aleksandar Vučić conceding defeat. Balkan Insight’s election report supports that account.

However, Watchtower’s structured election record still marks the result as unverified, and the retrieved reporting leaves leadership and government formation unresolved. A parliamentary result also does not, by itself, establish a change in the presidency or control of every state institution.

The country-level implications below are my assessment of likely channels of influence, rather than confirmed policy changes or official reactions.

Likely effects on surrounding countries

Scroll the table horizontally on a small screen. All columns are retained.

Country or area Main implication What determines the outcome
Kosovo The most direct diplomatic and security implications. New negotiators in Belgrade could create room for practical agreements and less confrontational dialogue. Government formation could also initially slow negotiations. The incoming government’s actual Kosovo policy. An anti-corruption mandate does not establish a mandate to recognise Kosovo or accept particular concessions.
Bosnia and Herzegovina Belgrade’s relationship with Republika Srpska’s political leadership becomes a key test. A stronger commitment to Bosnia’s territorial integrity and institutional compromise could ease pressure on Sarajevo. Whether Serbia changes its diplomatic backing and messaging. A change of government in Belgrade does not automatically resolve Bosnia’s internal constitutional disputes.
Montenegro Primarily a political-network and diplomatic effect. Parties closely connected to the former Serbian governing establishment may need to rebuild relationships. More institutional, less personalised bilateral relations could reduce friction. Whether the new leadership prioritises state-to-state cooperation or continues contentious regional political involvement. Evidence for the immediate direction is limited.
Croatia An opportunity for more constructive bilateral engagement, including trade, transport and unresolved war-legacy issues. Concrete diplomatic steps. A different government can change the atmosphere without quickly resolving longstanding disputes.
North Macedonia and Albania Regional economic initiatives may continue under new leadership or be reviewed and redesigned. The election could also provide a political example for anti-corruption and civic movements. Whether Serbia’s incoming coalition can govern effectively and sustain regional cooperation. Political inspiration does not automatically translate into similar electoral outcomes elsewhere.
Hungary, Romania and Bulgaria The most practical implications concern energy, transport, border management and commercial continuity. Initially, I would expect governments and businesses to favour keeping those relationships functioning. Decisions on Russian energy, sanctions alignment and existing infrastructure commitments—not the election result alone.

The biggest mistake would be assuming an automatic geopolitical reversal

The available reporting supports a change in Serbia’s governing political landscape much more clearly than it establishes a new foreign-policy programme.

Radio Free Europe’s 26 October assessment explicitly raises unresolved questions about the next government and its relations with the EU, Russia and China. The Independent’s reporting likewise says the Student List had yet to name a leader.

There is also a counter-signal to expectations of a sharp break with Moscow: TASS reported on 26 October that Student List representative Jovo Bakić opposed imposing sanctions on Russia. That is an attributed, unconfirmed political statement—not an adopted government programme—but it reinforces the need for caution.

For neighbouring countries, this means:

  • Improved governance and a less confrontational diplomatic style are possible before major strategic changes.
  • Kosovo recognition, Russian sanctions and energy policy remain separate decisions.
  • A domestic reform victory does not necessarily produce an immediate shift in regional alliances.

My outlook by timeframe

Next few weeks: government formation matters most

Neighbours will need to establish who can negotiate, make commitments and implement decisions. A coherent cabinet and orderly transfer of governing authority would reduce uncertainty. A prolonged or contested transition would delay agreements and regional projects.

Next 3–12 months: potential benefits become more tangible

If the new government delivers credible institutional reform and predictable diplomacy, the region could benefit from:

  • More productive Belgrade–Pristina discussions.
  • Less confrontational political signalling around Bosnia.
  • More reliable cross-border business and infrastructure decisions.
  • Stronger incentives for regional reform and EU-related cooperation.

These benefits depend on governing performance; they do not follow automatically from an election win.

Downside scenario

A fragmented governing movement, resistance to implementation, or domestic competition over nationalist issues could limit the diplomatic opening. In that case, neighbours would face a different set of political actors but relatively little substantive policy change.

What I would watch next

  1. The prime minister, cabinet and governing agreement.
  2. Explicit commitments on the Belgrade–Pristina dialogue.
  3. Statements and actions concerning Bosnia’s territorial integrity and Republika Srpska.
  4. Actual decisions on Russian sanctions and energy arrangements.
  5. Whether governing authority transfers smoothly and institutions implement the result.

Bottom line: There is a plausible opening for a more cooperative Balkans, particularly around Kosovo and Bosnia. My base case is cautious regional adjustment, with the possibility of better diplomacy—not an immediate settlement of disputes or a wholesale change in Serbia’s strategic orientation. Confidence is higher about where the effects will be felt than about the incoming government’s eventual policy direction.

About this example. This is the dated assistant analysis from a conversation using Watchtower MCP for information retrieval. The first-person assessments are the assistant’s interpretation. Original source links and qualifications are retained.
Evidence families and MCP tools
  • Source-linked publisher reporting
  • Global Politics election references
  • Political News records
  • Dated regional background

Tools used: watchtower.search, watchtower.list_data_routes, watchtower.read_data_route. Source availability, record scope and access conditions can change.

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