We scored 62 crypto channels across ten categories on the value they deliver to a long-term investor — not on how loud they are. The result is the empirical backbone of Moonkelp: the loudest sources are not the most valuable, and most of what you read is an echo of a handful of originals.
The six findings that matter
Reach doesn’t predict value
Across all 62 channels the correlation between reach and average information value is r = 0.02 — statistically zero. Several of the highest-reach channels land in the value basement.
Almost everything is an echo
The raw data comes from a handful of originals — DefiLlama, Glassnode / Coin Metrics, Farside, GitHub, governance forums, SEC dockets, plus a few research houses. YouTubers, newsletters and most podcasts repackage them.
2022 is the character test
Luna / FTX cleanly separates who warned or honestly reckoned with the collapse from who shilled to the very end.
Big names, poor records
On our reading of the publicly documented calls — rough hit rates, not a formal backtest — the loudest retail channels landed 10–20%; the most disciplined structural voices about 50%.
Paid research rarely pays off
By our estimate, ~90% of the decision-relevant signal sits in free raw data — DefiLlama, Glassnode’s free tier, Coin Metrics, Farside.
A minimal diet: ~7 sources
Under two hours a week. Everything beyond that is redundancy or entertainment.
The minimal information diet of an experienced investor is ~7 sources and under two hours a week — Moonkelp is that diet, automated to 60 seconds a day.
How to read the map
Each channel is placed by reach (horizontal) and average value (vertical — from information value, incentive cleanliness, time efficiency and fit). Bubble size is reach; the fill marks the recommendation (essential / optional / cut).
The cloud is flat — that flatness is the finding. Bottom-right is loud but low-value; the top-left holds the quiet, high-value “pearls”.
Method & limits
Broad web research across public data and the documented record, plus first-party Semrush domain analytics for hard traffic figures. Reach numbers cite public sources; self-reported figures are marked as such in the underlying table.
Track-record samples are rough hit rates, not a formal backtest. Check it yourself: the r = 0.02 headline is computable from the full scorecard below — the reach column against the Ø column. Scores are reasoned expert judgment, not an objective index.
The universe: the highest-reach channels in each category plus the sources practitioners cite most — 62 in all, a curated field, not a census. Anchors: 5 = consistently strong on the documented record, 1 = consistently weak. Verdicts follow the composite Ø, with an editorial override where the record outweighs the average. One evaluator — deep research plus editorial review, no inter-rater statistics. Data as of Jul 18, 2026.
The named verdicts in the map are editorial opinion based on the documented public record. “Cut” means a channel doesn’t fit a long-term investor’s daily diet — a fit-for-purpose judgment, not a general one. Perspectives, not investment advice. This study is reviewed quarterly; corrections normally ship within days. Corrections: contact@moonkelp.com.
The map · 62 channels
Hover any bubble for its category, value and verdict.
All 62 channels · the full scorecard
Every channel, every score
The complete ranking — sorted by Ø value, filterable by category, with each channel’s four sub-scores laid open. This is the evidence the map compresses into a single dot.
| # | Channel | Category | Reach | Info | Incent. | Time | Fit | Ø | Verdict |
|---|---|---|---|---|---|---|---|---|---|
| 1 | DefiLlamaOpen-source, donation-funded DeFi data across 7,000+ protocols — the industry-standard TVL source, no ads, no VC | On-chain data | 5 | 5 | 5 | 5 | 5 | 5.00 | Essential |
| 2 | Farside Investors ETF flow data (farside.co.uk, @FarsideUK)Publishes the daily spot-ETF flow tables the rest of the market cites — pure data, free, no ads, no token | Primary sources | 4 | 5 | 5 | 5 | 5 | 5.00 | Essential |
| 3 | GlassnodeProprietary on-chain metrics (MVRV, SOPR) funded by data subscriptions; the weekly report reads in about 10 minutes | On-chain data | 5 | 5 | 5 | 4 | 5 | 4.75 | Essential |
| 4 | Odd Lots crypto episodes (Bloomberg / Weisenthal & Alloway)Bloomberg-funded macro interviews with top-tier guests; hosts hold no crypto positions — the cleanest incentive setup in the set | Podcasts | 5 | 5 | 5 | 4 | 5 | 4.75 | Essential |
| 5 | Checkmate / James Check (@_Checkmatey_, Checkonchain; ex-Glassnode)Publishes his own free on-chain charts (Checkonchain); paid via data subscriptions and consulting, not audience bullishness | X / signal groups | 3 | 5 | 4 | 4 | 5 | 4.50 | Essential |
| 6 | Coin Metrics | On-chain data | 3 | 4 | 5 | 4 | 4 | 4.25 | Optional |
| 7 | Token Terminal | On-chain data | 4 | 4 | 4 | 4 | 4 | 4.00 | Optional |
| 8 | MessariData platform covering 40,000+ assets with token unlocks and fundraising data — raw inputs for your own valuation work | Research | 4 | 4 | 4 | 4 | 4 | 4.00 | Essential |
| 9 | Artemis | On-chain data | 3 | 4 | 4 | 4 | 4 | 4.00 | Optional |
| 10 | Protocol docs (Uniswap/Aave/Lido/etc.) — as a class | Primary sources | 3 | 4 | 4 | 4 | 4 | 4.00 | Optional |
| 11 | Deribit Insights | Newsletters | 2 | 4 | 4 | 4 | 4 | 4.00 | Optional |
| 12 | Governance forums (Ethereum Magicians, ethresear.ch, Uniswap/Aave/Compound governance) | Primary sources | 2 | 5 | 5 | 2 | 4 | 4.00 | Optional |
| 13 | Dune Analytics | On-chain data | 4 | 4 | 4 | 3 | 4 | 3.75 | Optional |
| 14 | Unchained — the podcast (Laura Shin)Independent journalist running primary-source interviews since 2016, funded by disclosed sponsors rather than token holdings | Podcasts | 4 | 4 | 4 | 3 | 4 | 3.75 | Essential |
| 15 | VanEck Crypto Research (Matthew Sigel) | TradFi research | 3 | 4 | 3 | 4 | 4 | 3.75 | Optional |
| 16 | Bitwise Research (Matt Hougan)Weekly CIO memo packs its research into about 10 minutes; own surveys and flow data, asset-manager mandate openly disclosed | TradFi research | 3 | 4 | 3 | 4 | 4 | 3.75 | Essential |
| 17 | BlackRock Digital Asset PublicationsRare, dense whitepapers — including a published 1-2% allocation framework — from the largest spot-BTC-ETF issuer | TradFi research | 3 | 4 | 3 | 4 | 4 | 3.75 | Essential |
| 18 | Benjamin Cowen (Into The Cryptoverse)Builds his own risk metrics and backtests; revenue comes from a data subscription, not sponsorships or coin promotions | YouTube | 3 | 4 | 4 | 3 | 4 | 3.75 | Essential |
| 19 | Jake Chervinsky (@jchervinsky) — representative crypto lawyer | X / signal groups | 3 | 4 | 4 | 4 | 3 | 3.75 | Optional |
| 20 | GitHub protocol repos (go-ethereum, Uniswap, Aave, etc.) — as a class | Primary sources | 3 | 5 | 5 | 2 | 3 | 3.75 | Optional |
| 21 | BIS (Bank for International Settlements) — crypto papers | Academic / Regulatory | 3 | 4 | 5 | 3 | 3 | 3.75 | Optional |
| 22 | K33 Research (ehem. Arcane)Free weekly derivatives and ETF-flow reports with high signal density from the Nasdaq-Stockholm-listed K33 research desk | Research | 2 | 4 | 3 | 4 | 4 | 3.75 | Essential |
| 23 | Fidelity Digital Assets Research | TradFi research | 2 | 4 | 4 | 4 | 3 | 3.75 | Optional |
| 24 | SEC/CFTC filings & court dockets (EDGAR, CourtListener/RECAP, PACER) | Primary sources | 2 | 5 | 5 | 2 | 3 | 3.75 | Optional |
| 25 | NBER – Krypto Working Papers | Academic / Regulatory | 2 | 4 | 5 | 3 | 3 | 3.75 | Optional |
| 26 | Nansen | On-chain data | 5 | 4 | 3 | 3 | 4 | 3.50 | Optional |
| 27 | CoinDeskThe newsroom whose Nov 2022 Alameda balance-sheet scoop set off the FTX collapse — often the primary source others cite | Journalism | 5 | 4 | 3 | 3 | 4 | 3.50 | Essential |
| 28 | Delphi Digital | Research | 4 | 4 | 2 | 4 | 4 | 3.50 | Optional |
| 29 | Blockworks Research | Research | 4 | 4 | 3 | 3 | 4 | 3.50 | Optional |
| 30 | Galaxy Research (Galaxy Digital) | Research | 3 | 4 | 2 | 4 | 4 | 3.50 | Optional |
| 31 | Unchained — the news desk (rated separately from the podcast) | Journalism | 3 | 4 | 4 | 2 | 4 | 3.50 | Optional |
| 32 | Rekt News | Newsletters | 3 | 4 | 4 | 3 | 3 | 3.50 | Optional |
| 33 | KaikoEnterprise market-microstructure data sold to institutions; little of it maps onto retail portfolio decisions | On-chain data | 2 | 3 | 5 | 3 | 3 | 3.50 | Cut |
| 34 | On The Brink with Castle Island (Nic Carter & Matt Walsh) | Podcasts | 2 | 4 | 3 | 3 | 4 | 3.50 | Optional |
| 35 | Coin Bureau (Guy Turner) | YouTube | 5 | 4 | 3 | 3 | 3 | 3.25 | Optional |
| 36 | The Block | Journalism | 4 | 4 | 2 | 3 | 4 | 3.25 | Optional |
| 37 | Blockworks (news desk discontinued 2026) | Journalism | 4 | 4 | 3 | 2 | 4 | 3.25 | Optional |
| 38 | The Breakdown (NLW / Nathaniel Whittemore) | Podcasts | 4 | 3 | 3 | 4 | 3 | 3.25 | Optional |
| 39 | Bell Curve (Blockworks / Mike Ippolito) | Podcasts | 3 | 4 | 2 | 3 | 4 | 3.25 | Optional |
| 40 | ECB / Bundesbank – Krypto- & Digital-Euro-Papers | Academic / Regulatory | 3 | 3 | 4 | 3 | 3 | 3.25 | Optional |
| 41 | Protos | Journalism | 2 | 3 | 4 | 3 | 3 | 3.25 | Optional |
| 42 | Blocktrainer (Roman Reher)Largest German-language Bitcoin channel; covers DACH regulation, tax and self-custody with clearly labeled sponsorships | YouTube | 2 | 4 | 3 | 3 | 3 | 3.25 | Essential |
| 43 | The Defiant | Newsletters | 4 | 3 | 3 | 3 | 3 | 3.00 | Optional |
| 44 | 10x Research (Markus Thielen) | Research | 2 | 3 | 3 | 3 | 3 | 3.00 | Optional |
| 45 | Empire (Blockworks / Jason Yanowitz & Santiago Santos) | Podcasts | 4 | 3 | 2 | 3 | 3 | 2.75 | Optional |
| 46 | a16z crypto Research (FLAG: conflict of interest — holds the tokens it writes about, per its own disclosures) | Academic / Regulatory | 4 | 3 | 2 | 3 | 3 | 2.75 | Optional |
| 47 | DL News (closure announced May 2026)Closure announced May 2026 — no basis for building a reading routine, whatever the archive is worth | Journalism | 2 | 3 | 3 | 3 | 2 | 2.75 | Cut |
| 48 | Bankless | Newsletters | 5 | 3 | 2 | 2 | 3 | 2.50 | Optional |
| 49 | Finanzfluss (Krypto-Content, deutsch)Crypto is a peripheral topic on a channel centered on ETFs and personal finance — low crypto yield per hour watched | YouTube | 5 | 2 | 4 | 2 | 2 | 2.50 | Cut |
| 50 | TLDR Crypto | Newsletters | 4 | 2 | 3 | 3 | 2 | 2.50 | Optional |
| 51 | Grayscale Research (Zach Pandl) | TradFi research | 3 | 3 | 1 | 3 | 3 | 2.50 | Optional |
| 52 | InvestAnswers (James Mullarney) | YouTube | 3 | 3 | 2 | 2 | 3 | 2.50 | Optional |
| 53 | Justin Drake (@drakefjustin) — representative core developer | X / signal groups | 3 | 3 | 3 | 2 | 2 | 2.50 | Optional |
| 54 | Willy Woo (@woonomic / w00nomic_) | X / signal groups | 5 | 2 | 2 | 3 | 2 | 2.25 | Optional |
| 55 | Milk RoadAd-and-affiliate-funded five-minute daily digest of other outlets — fully substitutable for an experienced reader | Newsletters | 4 | 2 | 2 | 3 | 2 | 2.25 | Cut |
| 56 | What Bitcoin Did (McCormack era; handed to a new host Dec 2024)Handed to a new host in Dec 2024 — the McCormack-era show this rating covers no longer exists in that form | Podcasts | 4 | 2 | 3 | 2 | 2 | 2.25 | Cut |
| 57 | Week in Ethereum News (discontinued early 2025)Discontinued January 2025 — no ongoing value regardless of its donation-funded, ad-free track record | Newsletters | 1 | 1 | 5 | 1 | 1 | 2.00 | Cut |
| 58 | ARK Invest Crypto ResearchRevenue is tied to inflows into its own crypto funds (a disclosed conflict), and the long monthly videos are easy to replace | TradFi research | 5 | 2 | 1 | 2 | 2 | 1.75 | Cut |
| 59 | Bankless (Ryan Sean Adams & David Hoffman) | Podcasts | 5 | 2 | 1 | 2 | 2 | 1.75 | Optional |
| 60 | Altcoin DailyDaily videos aggregate news and tweets without original data — nothing you cannot get faster from the primary sources | YouTube | 4 | 1 | 1 | 1 | 1 | 1.00 | Cut |
| 61 | BitBoy CryptoNamed in the 2023 FTX promoter class action and further litigation; the original channel rebranded and removed its host | YouTube | 2 | 1 | 1 | 1 | 1 | 1.00 | Cut |
| 62 | Paid Telegram/Discord signal groups (as a class)Academic studies document thousands of pump-and-dump schemes run through paid signal groups — negative expected value as a class | X / signal groups | 2 | 1 | 1 | 1 | 1 | 1.00 | Cut |
Ø value = mean of Info · Incentive cleanliness · Time efficiency · Fit (each 1–5, higher is better). Reach is shown but deliberately excluded from Ø — that separation is the whole point. Tap a column to sort.
Every score above is our own assessment; the primary sources behind the study are listed at the foot of this page.
Sources & references
What this study is built on
62 crypto information channels, scored in July 2026. Each was rated on the value it delivers to a long-term investor — not on reach — drawing on public data, the documented track record, and our own Semrush organic-traffic figures.
Traffic & reach data
- Semrush (our own organic-traffic pulls)
- Similarweb
- twitterscore (social reach)
Origin-data providers — the source layer the rest echoes
Ground-truth records
- SEC / CFTC filings (EDGAR)
- GitHub
- Protocol governance forums
Sources were cited by name and date in the research; the exact fetched pages aren’t stored, so each link points to the provider’s own site rather than the specific page. Traffic figures are our own Semrush pulls — primarily the US database, so they compare sources rather than count absolute audiences.