About Pharos
A practitioner-built watchtower for stablecoins: market structure, peg stress, liquidity, dependency risk, and the failures everyone else stops tracking.
Why it exists
Why Pharos?


Pharos is a project by TokenBrice, Claude, and Codex. It puts the stablecoin picture you actually need in one place: honest classification, peg and freeze tracking, liquidity depth, systemic spillovers, and a graveyard for the ones that did not make it.
Development runs through cmcs and a Claude-led, Codex-executed workflow where Claude acts as architect and orchestrator, dispatching Codex agents to implement features in parallel.
Coverage
What Pharos Tracks
81 coins in the Cemetery
Blacklist Tracker
Peg Tracker
Bluechip safety ratings
DEX liquidity
Mint and burn flows
Signals
What Pharos Computes
Daily Digest
Pharos Stability Index (PSI)
Safety Grades
Contagion Map
Systemic Risk Scoreboard
Depeg Early Warning (DEWS)
Telegram alerts cover DEWS state changes, depeg events, and safety grade changes.
Open @PharosWatchBotIn the wild
Live Walkthrough
TokenBrice walked through Pharos live on Leviathan News, covering the motivation behind the project, how the data pipeline works, and how the main risk signals should be read in practice.
Watch the Leviathan News broadcastGovernance lens
Classification
Pharos classifies stablecoins into three governance tiers: CeFi (fully centralized), CeFi-Dependent (decentralized infrastructure but reliant on centralized collateral or peg mechanisms), and DeFi (fully on-chain, no centralized custody dependency). The classification reflects actual infrastructure dependency, not marketing claims.
Source flow
Data Pipeline
All data is fetched server-side by a Cloudflare Worker and cached in D1. The browser never calls external APIs directly.
Source groups
- Supply & Price
- DefiLlama, CoinGecko, CoinMarketCap, DexScreener, and direct protocol redemption quotes for selected redeemable assets
- Reserve Transparency
- Issuer and protocol reserve APIs, dashboards, proof-of-reserve portals, and direct on-chain vault/accounting reads (including live reserve composition feeds from providers such as Ethena, Falcon, infiniFi, M0, Mento Reserve, OpenEden, and Accountable where available)
- On-chain Reads & Events
- Etherscan v2 (freeze events), TronGrid, Alchemy & dRPC (EVM RPCs, including Ethereum mint/burn flows and direct Liquity/B.Protocol reads)
- Ratings & Reference
- Bluechip, ECB via Frankfurter, fawazahmed0/exchange-api (CNH and non-ECB FX), gold-api.com, FRED DGS3MO (T-bill rates)
- DEX Data
- DeFiLlama Yields & Protocols, Curve Finance API, The Graph, GeckoTerminal, DexScreener
- AI Generation
- Anthropic Claude (daily digest)
Processing path
- 1
Sources
Market, on-chain, ratings, FX, commodity, and digest inputs are collected on a fixed schedule.
- 2
Cloudflare Worker + D1
Cron jobs sync every 15 minutes, normalize the data, and cache the results for the public API.
- 3
Static dashboard
Next.js pages on Cloudflare Pages consume the worker outputs and render the stablecoin view without direct third-party calls.
Scoring details
Methodology
Pharos grades every stablecoin across four base dimensions, with peg stability acting as a multiplier on top. The methodology page covers the full grading formula, peg score computation, DEX liquidity scoring, and contagion stress-test design.
Read the full methodologyImportant context
Disclaimer
Pharos is an informational tool, not a licensed financial advisor. Nothing on this site constitutes financial, investment, or legal advice. All data is provided as-is and may contain errors or delays. Always do your own research and consult a qualified professional before making financial decisions.
Reach out
Get in Touch
Pharos is fully open source. If you spot a bad data point, want a stablecoin added, or want to understand how something is computed, open the code or reach out directly.