llms.txt
+28 −5
https://canlicapital.com/llms.txt
− > Canli Capital is an open-source lab that connects AI agents to financial data and quant tools they can check. Its flagship MCP server, canli-mcp, reads SEC filings, market data and economic statistics at the source and puts 388 finance tools behind five, with interactive charts in the chat. It is free, MIT-licensed and needs no API key or account. Built and maintained by Arhan Canli.− - canli-mcp: SEC filings, market data, economic statistics and backtests in one server. Run `npx -y canli-mcp`, or connect to https://canlicapital.com/mcp/canli with nothing to install.− - [canli-quant-mcp](https://canlicapital.com/mcp-servers/quant): 235 quant tools: performance and risk, options and exotics, fixed income, portfolios, econometrics, indicators and 399 strategy sleeves. Run `npx -y canli-quant-mcp`.− - [What is the best free MCP server for finance?](https://canlicapital.com/mcp-servers/answers/best-free-finance-mcp-server)− - [Sitemap](https://canlicapital.com/sitemap.xml): all 409 indexable routes.+ > Canli Capital is an open-source lab that connects AI agents to financial data and quant tools they can check. Its flagship MCP server, canli-mcp, reads SEC filings, market data and economic statistics at the source and puts 443 finance tools behind five, with interactive charts in the chat. It is free, MIT-licensed and needs no API key or account. Built and maintained by Arhan Canli.+ - [canli-mcp](https://canlicapital.com/mcp-servers): SEC filings, market data, economic statistics and backtests in one server; the latest release is 0.22.0. Run `npx -y canli-mcp`, or connect to https://canlicapital.com/mcp/canli with nothing to install.+ - [canli-quant-mcp](https://canlicapital.com/mcp-servers/quant): 236 quant tools: performance and risk, options and exotics, fixed income, portfolios, econometrics, indicators and 399 strategy sleeves. Run `npx -y canli-quant-mcp`.+ ## What Canli Capital is working toward+ Goals, each labelled with what exists; nothing planned is live until it says so. The whole plan: https://canlicapital.com/vision+ - Live data you connect (canli-mcp, Building, November 2026): Prices that update by themselves in your assistant: crypto from the exchanges' public feeds with no key, stocks through your own data key. On your own computer, under each provider's terms.+ - Tests for forecasts and crashes (canli-mcp, Building, November 2026): Whether one forecast really beats another, and thousands of synthetic crashes built from free daily data, to test a strategy against markets that have not happened yet.+ - Your data stays yours (canli-mcp, Building, November 2026): Run the maths on data you already pay for, on your own machine. Nothing is stored or sent.+ - The Lab: a million strategies (canli-mcp, Planned, December 2026): A library of a million strategies built from free data, every one counted. Ask whether your strategy is new, how it compares with the closest of the million, and whether it survives the luck of the search.+ - Canli models for everyone (canli-mcp, Planned, from December 2026): Open models anyone can use: factors, default risk, a nowcast of the economy, the range a company's own filings imply for its value, and the odds of an earnings surprise. Each is judged only on a public record that starts the day it launches, and none is advice.+ - Checks no tool does yet (canli-mcp, Planned): Whether a strategy is original, a reader that finds look-ahead and overfitting in a backtest, an alert when a company you follow restates or changes auditor, and the chain from any number back to the line it came from.+ - November 2026, Live data and new tests in canli-mcp: Live prices you connect, the forecast test and the crash generator, and your own data kept on your machine.+ - December 2026, The Lab, Canli Books and the challenge: The first release of Canli Books, the Lab's library of strategies, Canli Report's first check, and the pilot season of the challenge.+ - Early 2027, Canli Close and the first models: Bank reconciliation and month-end close on Canli Books, and Canli models with their first months of public record.+ - Spring 2027, Canli Audit: Journal-entry tests, Benford's law and restatement risk for auditors and audit committees.+ - Mid-2027, Tools developers pay for: Finance MCP servers measured on independent tests; the first paid developer tier; the sleeve library opening to developers; ALPHAC adding new, uncorrelated families with a year of forward record.+ - 2027, The research platform: The training environment and testing servers, the expert annotation network, and ALPHAC across asset classes with far more independent bets.+ - 2028, Groundwork for the funds: The US company, counsel and compliance, and a real-money track record through the legal path, before any fund opens.+ - Product lines, each becoming its own company once it has paying customers: Canli Markets (Live); Canli Data (Live); Canli Research and the Lab (Live); Canli Books (In development); Canli Report (Planned, from December 2026); Canli Close (Planned, early 2027); Canli Audit (Planned, spring 2027); Canli Treasury and Planning (Planned, mid-2027); ALPHAC (Paper only); The funds (Later).+ - What it will not do: Investment advice, or telling anyone what to buy or sell. Holding or moving anyone's money. Audit opinions or tax advice. Filing on anyone's behalf. Keeping a company's books on our servers before hosting has had its security work.+ - [Weekly test on new filings](https://canlicapital.com/benchmarks/fresh-filings): each week, questions only that week's annual reports can answer, put to a model alone and with canli-mcp, every answer checked against the filing.+ - [A million simple strategies to beat](https://canlicapital.com/notes/a-million-simple-strategies): The Lab runs 588 textbook rules on each of 1,678 public return series: 986,664 strategies, each rebuilt exactly from its number. A backtest can be set against all of them in seconds, to see whether it is new and whether it beats what simple rules on public data already earned. They vary like about 15 independent ones.+ - [Reading bankruptcy risk from an annual report](https://canlicapital.com/notes/bankruptcy-risk-from-an-annual-report): A model that reads only a company's latest annual report, tested year by year on reports it had never seen, ranked the next year's bankruptcies better than Ohlson's O-score and Altman's Z'' across all US filers. Among companies with at least $10 million of assets, Ohlson's O-score did better, and the tool says so in every answer.+ - [Will a company beat its own guidance?](https://canlicapital.com/notes/beat-your-own-guidance): A model of where a company's next EPS or revenue lands against the range it guided to: its own record blended with the market's. Tested quarter by quarter on S&P 500 press releases, each quarter predicted only from what was filed before it, it beat the market-wide rate for both EPS and revenue, with intervals clear of zero.+ - [Do factor-timing claims beat a placebo?](https://canlicapital.com/notes/factor-timing-against-a-placebo): Four published factor-timing claims, retested with placebos that keep a market's volatility clustering. Volatility-managed factors kept their in-sample verdict under every block length. Industry momentum kept it only with the shortest blocks, and cross-sectional factor momentum lost it. No verdict after the papers' samples changed.+ - [Which backtest overfitting tests can you trust?](https://canlicapital.com/notes/which-overfitting-tests-hold-their-size): A test that promises 5% false alarms should give about 5% on markets with nothing to find. On 20 strategies over 504 days, in nine kinds of simulated market, White's Reality Check stayed between 4.5% and 6.4%. Hansen's SPA test, the usual upgrade, reached 12.6% on negatively skewed returns, and Romano and Wolf's StepM matched it. The deflated Sharpe ratio at its usual 0.95+ - [Which free MCP server should I use for finance?](https://canlicapital.com/mcp-servers/answers/best-free-finance-mcp-server)+ - [Sitemap](https://canlicapital.com/sitemap.xml): all 904 indexable routes.