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Portfolio analysis inside Claude and ChatGPT, on real data.

A language model alone guesses at numbers. Connected to MEDGE Capital through the Model Context Protocol, your assistant calls real analytics on your saved portfolios: backtests, stress tests, Monte Carlo, risk decomposition, optimization, exposure, COT and 13F data. You ask in plain language; it answers with computed figures.

  • 59 MCP tools and 5 ready prompts, on every plan
  • Works with Claude Desktop, Claude.ai, ChatGPT, Cursor, Cline, Continue and Zed
  • Personal API keys or OAuth; keys stored only as hashes and revocable one by one

Last updated

Who it’s for

  • Investors who already think out loud with Claude or ChatGPT and want the numbers to be real.
  • Advisors who draft client notes in an assistant and want the analysis in the same window.
  • Developers and analysts who build their own workflows in Cursor or other MCP clients.

Who it’s not for

  • Anyone expecting the assistant to trade: MEDGE tools analyse, they never place orders.
  • Free-form “what should I buy” questions: the tools measure portfolios and markets, they do not pick stocks.
  • Very large portfolios on the lower plans: each analysis takes up to 10 holdings on Free, 25 on Essential, 40 on Plus and 60 on Pro and Advisor.

Step by step

How MEDGE Capital helps ai assistant users, situation by situation.

01Free plan

Connecting your assistant in two minutes

You want MEDGE inside the assistant you already use, without sharing a password.

In MEDGE

  1. 1In your MEDGE account, open API keys and generate a key with a label (up to 5 active keys).
  2. 2For Claude Desktop, Cursor, Cline, Continue or Zed, add the server URL https://medgecapital.com/api/mcp/mcp with the key; the account page shows the exact configuration.
  3. 3For Claude.ai on the web, add MEDGE as a custom connector and sign in with OAuth; for ChatGPT, use a plan that supports MCP connectors.
  4. 4Revoke a key or disconnect an app at any time from the same page.

What you get

Your assistant can call MEDGE’s tools on your account, and you stay in control of the access.

Full MCP setup guide
"medge": {
  "url": "https://medgecapital.com/api/mcp/mcp"
}

Illustrative preview, not a real portfolio.

02Free plan

A portfolio check-up by conversation

You want to understand your portfolio the way you would ask a knowledgeable friend, but with real numbers behind the answers.

In MEDGE

  1. 1Start with the “first_check” or “portfolio_review” prompt, or simply ask: “check my saved portfolio”.
  2. 2The assistant calls tools such as portfolio_checkup, backtest_portfolio, backtest_deep_dive and period_attribution.
  3. 3Ask follow-ups: “which holding hurt most in 2022?”, “what if I replace QQQ with VT?” (what_if_backtest), “run a Monte Carlo for 10 years” (monte_carlo).
  4. 4Backtest, stress test and Monte Carlo answers include an “In plain words” line with euro examples.

What you get

A full review of your portfolio in a conversation, with every figure computed by MEDGE.

Stress test my “Retirement” portfolio for a 2022-style rate shock.
medge · stress_test_portfolio
Estimated loss −11.8%. Long bonds (AGGH) drive half of it. In plain words: on €100,000 that is about €11,800.

Illustrative preview, not a real portfolio.

03From Essential

“What if markets fall?” in one sentence

Scenario analysis usually means sliders and settings. In chat it is one question.

In MEDGE

  1. 1Use the “if_markets_fall” or “stress_scenario” prompt, or ask “stress test my portfolio for a tech sell-off”.
  2. 2On every plan the assistant can list the ready scenarios and run ticker sensitivity; from Essential it runs stress_test_portfolio, propagating the shocks to each holding.
  3. 3Ask for the risk decomposition (risk_decomposition) or an optimized alternative (optimize_portfolio) and compare the two (compare_portfolios).

What you get

The scenario, its impact holding by holding and an alternative mix, without leaving the chat.

Scenario · Nasdaq −20%, rates +1pt−7.9%
QQQ30%
−5.4%
VWCE35%
−3.9%
SGLD10%
+0.6%
AGGH25%
+0.8%

Contribution of each holding to the scenario loss, in portfolio points.

Illustrative preview, not a real portfolio.

04From Plus

Macro and positioning questions

You want to know who holds a stock, how futures are positioned, or what central banks are doing, inside the same conversation.

In MEDGE

  1. 1On every plan: institutional_ownership for 13F holders, uk_short_positions, market_dashboard, daily_briefing and live_quotes.
  2. 2From Plus: cot_positioning and cot_market, central_banks, sovereign_data, macro_event_risks, portfolio_exposure and factor_regression.
  3. 3Ask for a custom briefing and follow up on it (custom_briefing, briefing_followup).

What you get

Official positioning and macro data quoted with numbers, connected to your portfolio.

COT Index · 52 weeks84
Form 4Director · purchase
Form 4CFO · sale
13FNew position · 2.1% of fund

Illustrative preview, not a real portfolio.

05Free plan

Keeping watchlists and portfolios up to date from chat

You read about a company in the assistant and want to track it without switching apps.

In MEDGE

  1. 1Ask the assistant to create a watchlist, add or remove tickers, or update an item (create_watchlist, add_to_watchlist, update_watchlist_item).
  2. 2Save a portfolio straight from the conversation with save_portfolio (1 saved portfolio on Free, more on paid plans).
  3. 3Use the “monthly_plan” prompt for a monthly review of what you saved.

What you get

Your MEDGE account stays in sync with what you discuss in the assistant.

VWCE+1.2%
SGLD+2.4%
QQQ−0.8%

Illustrative preview, not a real portfolio.

Feature map

Every MEDGE feature ai assistant users use, and the plan that unlocks it.

FeatureThe question it answersPlan
Portfolio toolsportfolio_checkup, backtest_portfolio, backtest_deep_dive, what_if_backtest, period_attribution, monte_carlo, pac_simulator.Free
Market toolsmarket_dashboard, daily_briefing, live_quotes, commodity_prices, price_history, technical_snapshot, search_tickers.Free
Positioning toolsinstitutional_ownership, uk_short_positions.Free
Watchlist and portfolio managementcreate_watchlist, add_to_watchlist, update_watchlist_item, save_portfolio, list_portfolios.Free
Analysis toolsstress_test_portfolio, risk_decomposition, benchmark_comparison, optimize_portfolio, compare_portfolios, portfolio_report_data, security_profile.Essential+
Macro and exposure toolsfactor_regression, portfolio_exposure, macro_event_risks, central_banks, sovereign_data, cot_positioning, custom_briefing.Plus+
Workbench widgetslist_workbench_widgets, for dashboards built in MEDGE.Pro+
Higher hourly limitsThree times the standard tool calls per hour.Advisor+

What MEDGE does not do

Worth knowing before you decide.

  • Holdings per analysis: 10 on Free, 25 on Essential, 40 on Plus, 60 on Pro and Advisor.
  • Tool calls have hourly limits; Advisor triples them.
  • Answers are only as good as the assistant’s reading of the results: the figures come from MEDGE, the wording from your assistant.
  • No trading tools and no investment recommendations.

FAQ

MEDGE Capital for ai assistant users: questions.

How do I use MEDGE Capital with Claude?

In Claude Desktop, add the MEDGE MCP server (https://medgecapital.com/api/mcp/mcp) with a personal API key from your account. On Claude.ai, add MEDGE as a custom connector and sign in with OAuth. Then ask Claude to backtest or stress test your saved portfolios.

Does it work with ChatGPT?

Yes, on ChatGPT plans that support MCP connectors. Cursor, Cline, Continue and Zed work with a personal API key.

How many MCP tools are there, and which plan do I need?

There are 59 tools and 5 prompts. The Free plan has 37 tools, including backtests, Monte Carlo, what-if replays, market data and 13F holders; Essential adds stress tests, risk decomposition, optimization and comparisons; Plus adds exposure, factor regression, macro, COT and custom briefings; Pro and Advisor add Workbench widgets.

Is my data safe when I connect an assistant?

You connect with a personal API key or OAuth. Keys are stored on MEDGE’s servers only as SHA-256 hashes and can be revoked one by one; OAuth connections can be disconnected from the account page at any time.

Start with your own portfolio, free.

Paste your tickers and weights. Backtests, attribution and regimes work on the Free plan with no time limit; upgrade only when you need the features above.

MEDGE Capital is an analytics tool, not investment advice. Past performance is not indicative of future results. Full disclaimer.