AIMLDS
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Deterministic code graphs for AI agents: symbols, calls, blast radius, and proof-checked snapshots. codetopo indexes a codebase (Rust and Python) into a queryable graph of symbols, calls, and imports, and serves it to AI agents and developers over MCP (17 tools), a CLI, and an HTTP API (17 endpoints). It answers reachability and blast-radius questions before a change, ranks what matters in a codebase, and measures complexity, coupling, cohesion, and change hotspots — every metric ships with its stated method. Snapshots are proof-checked. The local server is free and open source (AGPL-3.0): indexes stay on your machine, read-only, nothing is executed, no telemetry, no account needed. A hosted API is also available at US$19/month per key.
Enter a ticker and Research Analyst builds the report in front of you. The financial statements come first, each figure shown with the source it came from — the company's own filings and official statistics, never an unnamed feed. On top of the statements sits a quant study computed from them: revenue and earnings growth, a DuPont decomposition of return on equity, incremental returns on capital, solvency scores, and classic valuation models (Graham, Lynch) with their inputs visible. You can compare two companies side by side, run scenarios — prebuilt ones, or your own assumptions — and share the result as a link, keep a watchlist, export the analysis, or call the same engine through a metered API. Research Analyst is the flagship of Think Value (thinkvalue.org), a research house operated by AIMLDS. It is research and education software: it presents evidence and computation, and it never recommends buying, selling, or holding anything. The core engine is open source (AGPL-3.0); the hosted service is operated by AIMLDS (2351485 ALBERTA INC.), Calgary, Canada.
An automated first pass over your architecture: structured intake in, verdict report out — every finding cited to its rule, an improvement map, and a plain NOT ASSESSED list of what was not examined. US$99 one-time; human-led tiers above it — Verified at US$749 and a Deep Dive (Principal Review) at US$5,000 cover adjudication and live-evidence work.