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Pharos
PHAROSlive stablecoin signals

About Pharos

Most trackers show price. Pharos shows risk.

We monitor 204 stablecoins with honest classification, live reserve feeds, forward-looking depeg warnings, and the only public blacklist tracker covering 35 coins across 9 chains — because knowing what a stablecoin is worth means knowing what could make it fail.

Reference pages

Reference Pages

Why it exists

Why Pharos?

Stablecoins are the backbone of on-chain finance, yet the data to evaluate them is scattered, inconsistent, or buried behind paywalls. Worse, marketing claims rarely match reality: a "decentralized" stablecoin may rely entirely on centralized collateral. An issuer can freeze balances without warning. A deep liquidity pool on one DEX can evaporate overnight. And when a major stablecoin fails, the collateral chains transmit that stress to dozens of derivatives that looked safe in isolation.

Pharos was built to make these risks visible. It tracks 204 live stablecoins, 11 upcoming launches, and 88 dead ones, then scores the live universe with honest governance classification, transitive dependency scoring, and live reserve composition where available. Real-time depeg detection, freeze monitoring across 35 stablecoins, safety grades that cap scores based on upstream exposure, and a 30-minute ecosystem-wide stability index give you the full picture before a crisis makes the headlines.

Pharos is a public good. The dashboard stays free, the code is open source, and sustainability comes from community support plus future paid API access for heavy programmatic usage. See the funding ledger or get started and make the most of it.

For architecture, methodology, and design references, use the documentation archive.

The team

Who Is Building Pharos?

TokenBrice
Creator
Ike
Champion
Claude
AI Brainstormer
Codex
AI Engineer

TokenBrice created Pharos and leads product direction, scoring methodology, and the data pipeline. Ike drives growth and communications, getting Pharos in front of the people who need it. The engineering is AI-native: most of the codebase is written and maintained by Claude and Codex, from the worker pipeline and scoring engine to the frontend and daily digest.

In 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 broadcast

Coverage

What Pharos Tracks

The raw monitoring layer — live supply, peg behavior, blacklist activity, liquidity depth, and chain-level flow data pulled from 50+ sources into one operating picture.

204 stablecoins

Coverage across supported chains, classified by governance, backing, and peg currency.

11 upcoming stablecoins

Pre-launch projects tracked from announcement to launch, with milestones, timelines, and featured content.
View upcoming

88 coins in the Cemetery

Algorithmic failures, rug pulls, regulatory shutdowns, and the quiet abandonments worth remembering.
Open cemetery

Blacklist Tracker

Tracks issuer-intervention events (freeze, unfreeze, pause, block, and wipe) across supported contracts and chains, with chain-specific amount provenance where available.
Open blacklist tracker

Peg Tracker

Composite peg scores, depeg event detection, heatmaps, and four years of depeg history on the dedicated tracker.
Open depeg tracker

Bluechip safety ratings

Independent SMIDGE (Security, Management, Insurance, Decentralization, Governance, Escrow) coverage for rated stablecoins, pulled in as an outside reference signal.
Review source

DEX liquidity

Pool depth, volume, quality-adjusted TVL, durability, and pair diversity scored 0-100.
Open liquidity tracker

Chain Analytics

Per-chain stablecoin supply totals, 24h/7d/30d trends, composition breakdowns, and a Chain Health Score across quality, chain environment, concentration, peg stability, and backing diversity.
Open chain leaderboard

Mint and burn flows

Configured issuance-chain mint and burn monitoring via Alchemy JSON-RPC, including the Bank Run Gauge and flight-to-quality detection.
Open flow tracker

Portfolio Audit

Analyze your stablecoin holdings against Pharos safety, liquidity, and peg data to spot concentration risk.
Open route

Signals

What Pharos Computes

The analysis layer — models, scores, and forecasts you cannot find anywhere else: a VIX for stablecoins, dependency-capped safety grades, and forward-looking depeg pressure.

Telegram alerts cover DEWS state changes, depeg events, and safety grade changes.

Open @PharosWatchBot

Governance 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, GeckoTerminal, CoinMarketCap, DexScreener, Jupiter Price API, Pyth Network, Binance, Kraken, Bitstamp, Coinbase, RedStone, Curve on-chain, Fluid, Balancer, Raydium, Orca, Meteora, PancakeSwap, Aerodrome Slipstream, Velodrome Slipstream, and direct protocol redemption quotes for selected redeemable assets such as Cap cUSD and infiniFi iUSD; CoinGecko also repairs total supply for tracked DefiLlama-backed assets when known deployments are missing from DefiLlama chain coverage
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 Anzen, Ethena, Falcon, Frankencoin, Hashnote, infiniFi, M0, Mento Reserve / analytics API, OpenEden, Re, USDD, USD.AI, USD1 Chainlink bundle oracle, Accountable, Tether, Frax, Circle, First Digital Labs, SG-FORGE, Paxos, Sky/MakerDAO, Chainlink PoR/NAV oracles, Aave GHO, f(x), Asymmetry, JupUSD, USDGO, Solstice, River, Alloy, and Curve/Yield Basis reserve reads where available)
On-chain Reads & Events
Etherscan v2 (freeze events), TronGrid, Alchemy, dRPC, selected public chain RPCs (including EVM RPCs for configured mint/burn flows, direct Liquity/B.Protocol branch debt reads, and Frankencoin's ZCHF -> VCHF StablecoinBridge balance probe, plus Solana mainnet RPC reads for tracked mint-supply validation), and reconciled freeze-ledger bootstrap rows from kyc.rip / stables.rip for major ETH and TRON blacklist coverage
Ratings & Reference
Bluechip, Chainlink Data Feeds, ECB via Frankfurter, Open Exchange Rates (real-time FX cross-validation), fawazahmed0/currency-api (CNH and non-ECB FX), ExchangeRate-API (tertiary full-set FX fallback), gold-api.com, FRED DGS3MO, Treasury.gov yield curve XML fallback, the ECB Data API for 3M compounded €STR, and SIX delayed SARON compound-rate downloads via public guest access
DEX Data
DeFiLlama Yields & Protocols, protocol-native yield APIs and deterministic on-chain yield readers (Hashnote, Ondo, Morpho, Pendle, Yearn Kong, Beefy, Aave V3, Compound V3, BIMA Earn, Curve scrvUSD current-rate, B.Protocol LQTY-only), Curve Finance API, The Graph, Fluid API + DexReservesResolver, Balancer API, Raydium API, Orca API, Meteora API, PancakeSwap subgraphs, Aerodrome and Velodrome Sugar view contracts, GeckoTerminal, DexScreener; dead or deprecated DEX slugs such as Bunni are blocked from runtime pricing and liquidity inputs rather than treated as live venues
AI Generation
Anthropic Claude (daily digest and Monday weekly recap)

Processing path

  1. Sources

    Market, on-chain, ratings, FX, commodity, and digest inputs are collected on a fixed schedule.

  2. Cloudflare Worker + D1

    Staggered 5-minute, 15-minute, 30-minute, hourly, multi-hour, daily, and monthly lanes 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 weighted 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 methodology

Reach out

Get in Touch

Pharos is MIT-licensed 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.