Nota

Nota

An AI trading opinion you can audit. A council of specialised agents debates live RYO market evidence and records the practice trade it would make as a replayable decision receipt: nota replay <id> rebuilds it from the stored evidence and prints identical: true, every cited number is read back out of the evidence rather than retyped by the model, and independent sources audit RYO's own price and indicators before anything is sized. Built for the RYO-CHAN Hackathon 2026.

Tracks entered: 1 Autonomous Agents (council, receipts, watch loop, a derivatives gate the council cannot argue past), 2 Dashboards (diff-first receipt dashboard, and the RYO Verdict Scorecard), 3 New Skills (narrative_convergence, news_verify, price_crosscheck, technicals_crosscheck, positioning_check, move_base_rate, verdict_track_record, liquidity_check, crowd_odds, all in RYO's envelope).

Judging? https://nota-ryo.vercel.app/judges gives one screen per track: what to open, and which rubric line it answers. The dashboard can run the council live on fresh RYO evidence. What Nota does not do is in LIMITATIONS.md, and why it is built this way is in DECISIONS.md.

What Nota does that a receipt-and-replay agent alone does not:

• It audits RYO itself. The Verdict Scorecard locks RYO's own deep_analysis verdict and trade plan for 25 majors every day, before the outcome is known, and settles each plan on OKX candles. RYO never grades itself, and every miss is counted.
• It found a defect in RYO's data and gates it. Some derivatives fields carry one value across unrelated tokens on the same day. Code withholds them from the council and names the tokens.
• It proves the record was not rewritten. Every receipt and lock is anchored in Bitcoin through OpenTimestamps, and every ledger snapshot CI pushes is attested with Sigstore.
• You can break it on purpose. /drill injects seven real failure modes into the real pipeline, offline, and shows each refusal next to a healthy run.

RYO Verdict Scorecard

Every deep_analysis answer carries a verdict and a trade plan (a stop 1.5 ATR away, a target at +1R). RYO never reports what became of either. nota lock stores the whole answer for 25 majors once a day (never twice within 20 h); nota settle later asks OKX's public candles which level was touched first within 24 h and 72 h: 1-minute candles from the lock to the first full hour, hourly after, and an hour that touched both levels is split on its own 1-minute candles. RYO does not grade itself: the bracket is re-anchored to OKX's price at the lock, and a lock where the two prices are more than 2% apart is kept as basis_mismatch and never settled. A window with an hour OKX never published is retried for a day, then kept as unsettleable. Verdict pairs, confluence states and RYO's momentum gate are each compared on the target-first rate and on the return at the horizon (plans that touched neither level included): within each lock day, combined with Mantel-Haenszel weights so a lopsided day cannot flip the sign, with a p-value that shuffles labels within clusters of overlapping windows. Nothing is called distinguishable before 10 shared days and p < 0.10; a simulated null in the tests checks that rate. Every failed lock is a counted row, one per token and day however often retried, and a dead key stops the run after one call with an aborted row. The page also reports how often each lane of RYO's answer came back available, per RYO's own words. /scorecard shows it, most urgent first; /api/scorecard?horizon=24|72 is the raw record and /api/scorecard.csv the same table as CSV (one row per lock and horizon, failures included). The page carries a schema.org Dataset description (JSON-LD) naming both downloads.

Anchored in Bitcoin, not in Nota's clock. "Locked before the move" is only worth something if nobody, Nota included, can backdate a lock. nota stamp submits the SHA-256 of every good lock row and every receipt, exactly as stored, to three public OpenTimestamps calendars and keeps the .ots proof; a later run swaps in the Bitcoin attestation once the calendar has one, after checking that block's merkle root against mempool.space. The scorecard and the dashboard say "Bitcoin block N" or "timestamp pending (submitted …)" from that stored status and nothing else. To check one yourself:

curl -o lock.json https://nota-ryo.vercel.app/api/scorecard/locks/<id>.json    # the row as stored
curl -o lock.json.ots https://nota-ryo.vercel.app/api/scorecard/locks/<id>.ots
ots verify lock.json.ots        # pip install opentimestamps-client; or drop both files on opentimestamps.org

Receipts work the same way with /r/<id>.json and /r/<id>.ots.

Day 0 (2026-09-18): 25 of 25 locked, 4 CONFIRMED and 21 MIXED, and 7 plans long while RYO's own verdict was cautious (XRP, DOGE, ADA, LINK, SUI, BCH, WIF).

What the council may not cite

deep_analysis.data.derivatives reported funding 0.0 and a null long/short ratio for every token probed on 2026-09-18, and one 24 h open-interest change repeated exactly across unrelated tokens (-10.44 for ETH, SOL, WIF and ONDO). positioning_check rules each field without guessing RYO's undocumented definitions: the same value on two other tokens locked that day is not_token_specific, an opposite sign to OKX's coin-terms OI change of 3% or more is conflicts_with_venue, BTC funding of exactly 0 while RYO's own sentiment tool reports BTC funding is conflicts_with_ryo. A withheld field reaches the prompt as withheld: <reason> and a citation of it is dropped. scripts/gate_ab.py <id> re-runs a receipt's council without the gate; the first run (docs/gate-ab/cd5ada18b179.json) changed nothing, and is published anyway.

Screenshots are generated from the shipped demo ledger by scripts/screenshots.py.

Watch it instead: nota-ryo.vercel.app/demo — a narrated 3:36 walkthrough with a clickable transcript, or the bare file at /demo.mp4.

How a decision is made

gather ──────────► council ──► judge ──► risk (pure ATR math) ──► receipt ──► ledger ──► notify
 5 RYO tools        macro       weighs      entry / stop / target      id = hash(evidence,   Telegram
 + own skills       technician  opinions    or Blocked when price       model, prompts)      Discord
 (price_check,      narrative   by Brier    or ATR is missing
  voices, news)                 weights

• Evidence pack: market_overview, monitor_market_sentiment_shift, deep_analysis, analyze_token, compare_tokens (the token against BTC/ETH peers). scan_market drives nota scan, RYO's recommended funnel; --direction negative sends its filter_direction to shortlist losers for a short, and a decision on a scanned token keeps its own scan row (rank, 24 h change, turnover, momentum score, established_asset, RYO's reason) as a scan section inside the hashed pack. A failed tool becomes a section with status error; the pack still exists. Own skills are added as further sections (price_check, technicals_check, positioning_check, liquidity and crowd_odds by default, narrative_signal with --voices, news_check with --news).
• Council: three agents (macro, technician, narrative) each return a stance, a probability, and citations as dotted paths into the evidence. Citations that point at a missing or null value are dropped in code (after normalising x[0].y to x.0.y) and the opinion is downgraded.
• Third-party text is data, not instructions: post text from narrative_signal and headlines and snippets from news_check reach the council wrapped as {"untrusted": ...} with control and bidi characters stripped, flagged injection_suspect when they read like "ignore your rules", and every agent is told such text is evidence to weigh, never a request to follow. RYO's token-profile prose (about 2.7 KB, repeated in deep_analysis and in every compare_tokens row) is shown once, to the narrative agent; everyone else sees its status and missing inputs at the same paths, which cuts the technician's prompt by more than 30% (prompts v4). Prompts v5 give the macro agent liquidity (stablecoin supply and chain TVL); no agent sees crowd_odds, which is kept as the market's price to score the judge against.
• Judge: weighs opinions by each agent's historical Brier score and decides long / short / no_trade.
• RYO's own plan is evidence, not an instruction: deep_analysis.data.trade_plan carries RYO's ATR preview (entry, stop, targets, multiplier, method). Nota sizes independently and then reports the gap on the receipt: on the shipped ETH call, RYO stops at 2357.83 on a 1.5× ATR while this sizing uses 2.0×, so the stop sits 1.8% of entry lower and the first target 5.4% further, both in the same direction. RYO's and sit beside that comparison.

The public surface is treated as public

/api/skills/<name>/invoke and POST /mcp are unauthenticated on purpose, so they are written for strangers:

• A voice id goes into an outbound URL, so it is validated first. ../../evil used to resolve to https://t.me/evil, which handed a caller the path on the target host; with redirects followed that is a step towards making this server fetch somewhere of their choosing. Handles are letters, digits, underscore, dot and hyphen, up to 64 characters, and anything else is refused before a request is built.
• Every skill argument is checked against the skill's own declared schema in one place (nota.skills.invoke), which REST, MCP and the CLI all go through: wrong type, a value outside an enum, a non-finite number, a string over 64 characters (500 for a news claim) or an array over 20 items is a 422, a JSON-RPC -32602, or a CLI usage error, never a 500. A symbol must be 1-15 letters or digits before it can reach an exchange URL, a prompt or the ledger, so ../x or BTC?x never leaves the process. GET /api/decisions takes limit from 1 to 200, and a backing handle is one line: @Abc and abc are the same backer, abc is refused.
• tools/call over MCP is metered per address exactly like the REST route, 60 units an hour, because it reaches third-party APIs. A call costs roughly the fetches it makes: one unit for a price or technicals check, two for news_verify, one per voice for narrative_convergence (so a 20-voice call is 20, not 1). initialize, tools/list, resources/* and the ledger-only verdict_track_record stay free: they touch nothing outside the process. A batch is checked whole before any of it is charged, and a refusal is a JSON-RPC 429 with Retry-After. With DATABASE_URL set the count lives in Postgres (a hits table), so every serverless instance draws on one budget instead of each granting its own; without it the count is per process, pruned as it goes and cleared if it ever holds 10,000 addresses.
• A Telegram, X or Bluesky voice and each of the four RSS feeds is fetched at most once per five minutes per process; repeats come from that cache, and a failed fetch is never cached.
• Every response carries X-Content-Type-Options: nosniff, a Referrer-Policy, a Permissions-Policy and a Content-Security-Policy that allows this origin only: fonts are self-hosted and no page loads a third-party script. It still permits 'unsafe-inline' for scripts and styles, because the pages keep their behaviour inline; that is weaker than a nonce policy against injected script, which is why every value the pages insert is escaped first. is left out because Swagger UI comes from a CDN. The read-only JSON under and , , the feeds, the captions and the agent card answer any origin, and the skill invoke route answers its CORS preflight, so a page elsewhere can call a skill; keeps its allowlist. Every page answers with the headers would send, and for an id that is not in the ledger is a with .

Honesty rules this code enforces

• Every number in a receipt carries its source path, RYO as_of, data_mode and trace id.
• null / unavailable is never converted to 0 (Envelope.get, first_present, risk, every skill).
• Recorded fixtures keep RYO's original as_of and data_mode and are labelled source: recorded. The RYO envelopes under tests/fixtures/ are real answers too (recorded 2026-09-19, plus the 2026-09-07 set in tests/fixtures/recorded_0907/ where SOL's derivatives lane was down, and RYO's real refusals in tests/fixtures/ryo_errors/). Only evidence whose source is live or recorded can size a practice trade or enter a Brier, base-rate, source or reliability score; anything else is shown but never counted. There is no fake-LLM mode in the CLI.
• The RYO surface is read-only; practice trades exist only in nota.db.
• A receipt says what it cost: model calls, cache hits, prompt and completion tokens, the provider's own billed figure, and wall time. Every one of those is what the provider reported, never derived from a price table this repository would have to keep correct - a figure that was not reported reads "not reported", and one silent call makes the whole total unknown rather than smaller. spend is deliberately outside the replay comparison: a cached rebuild spends nothing, so the field is a measurement, not a reproducibility claim.
• External sources say what they cannot do: Venice web search carries no dates, the X mirror is unofficial, RSS feeds that fail are listed, exchange prices never replace RYO's value.

Run

uv sync
cp .env.example .env            # RYO_MCP_KEY + an LLM key (Anthropic, or NOTA_LLM=openai for Venice/OpenRouter)
uv run nota health             # MCP health (no key) + whoami, key expiry, handshake, catalog check (with key)
uv run nota health --strict    # the same, exit 1 on an expiring key or an argument RYO would refuse
uv run nota llm-check --llm openai   # one 1-token completion; exit 2 when the key or balance is refused
uv run nota decide SOL         # live evidence + price cross-check, council, receipt
uv run nota decide SOL --voices tg:WatcherGuru,bs:decrypt.co,bs:unusualwhales.bsky.social --news --notify
uv run nota scan --top-n 5 --decide-top 2      # scan_market -> analyze_token -> council
uv run nota scan --direction negative          # RYO's losers shortlist, the funnel for a short
uv run nota watch SOL,BTC --every 3600 --notify
uv run nota replay <id>        # identical: True
uv run nota replay <id> --fresh
uv run nota resolve --all      # after 7 days: Brier scores per agent
uv run nota stamp              # OpenTimestamps: anchor new locks and receipts, upgrade proofs pending over 3 h
uv run nota export snapshot.json        # receipts + scorecard as one JSON (the ledger cycle writes data/snapshot.json)
uv run nota merge-db other.db  # add another snapshot's rows this ledger lacks (the cycle's push-conflict path)
uv run nota scores
uv run nota record SOL         # capture all six live tools into fixtures/recorded (all or nothing)
uv run nota decide SOL --source recorded   # replay those recordings without a RYO key (the council still needs an LLM key)
uv run nota positions                      # open practice positions vs the latest independent price
uv run nota serve                          # http://127.0.0.1:8000 overview, /app dashboard, /mcp
uv run nota skill spec                     # Track 3 definitions
uv run nota skill run price_crosscheck '{"symbol":"SOL","reference_price":150}'
uv run pytest -q

Multi-KOL agent (Track 1 spotlight)

The hackathon's spotlight idea, end to end: pick up to 20 crypto voices, let Nota find the tokens they name with sentiment, conviction and urgency, and open a practice position only when trusted voices converge and every rule you set passes.

uv run nota kol --voices x:handle,tg:WatcherGuru,bs:decrypt.co --min-voices 2 --min-sentiment 0.3 \
  --min-conviction 0.2 --tokens SOL,ETH --account 10000 --risk-pct 1 --max-positions 3
uv run nota kol --voices ... --watch --every 3600   # run every hour; each run is stored
uv run nota kol-replay <id>                         # identical: True, from the ledger alone

Or open /kol in the browser (form, per-voice coverage, rule trail, position), or call POST /api/kol/run with {"voices": [...], "rules": {...}, "limits": {...}}; GET /api/kol lists stored runs and GET /api/kol/<id> replays one.

• Reading. The voices go through the narrative_convergence skill. x: voices try X's own syndication endpoint, then Tavily search; a voice read through Tavily is marked via tavily_search, coverage partial, and an unreadable voice is unavailable with its reason.
• Rules (nota/kol.py). Code, not a model. Per token: the voices converge (two or more with a stance, all the same sign); voices with a stance >= min_voices; |sentiment_mean| >= min_sentiment; conviction_mean >= min_conviction; optionally urgency_max >= min_urgency and the token in your allowed list. Every rule is stored as {rule, value, threshold, passed}, the value read straight from the envelope. A missing value fails its rule and stays null.
• Position. A fired signal goes through the same nota.risk code as the council: RYO's deep_analysis gives price and ATR(14), the stop is 2 ATR and the target 3 ATR away, and size follows your account and risk %. No RYO evidence, no ATR, a RYO veto, a token already held, or max_positions reached: the signal stays, the trade is refused, and the reason says which. RYO is asked only about tokens that could fill a free slot.
• Replay. A run is stored in the ledger's kol_runs table with its narrative envelope, its rules and limits, the holdings it started from and its RYO evidence packs, so kol-replay re-derives every decision with no network and no key.
• Hosted demo. The snapshot is read-only, so /api/kol/run there returns the run unstored and says so. It is throttled per address by what it fetches (one unit per voice, two per x: voice, one per possible RYO read).

Skills (Track 3)

All nine return RYO's public envelope field for field (docs/skills/SKILL-SPEC.md) and are served on RYO's own skill paths, so plugging them into RYO is a route registration, not a port: GET /api/skills/ (SkillDefinition list), GET /api/skills/{name}, and POST /api/skills/{name}/invoke taking SkillCallRequest {name, args, conversation_id} and returning SkillCallResponse {name, status: success|error, result, latency_ms, xp, guard_decision}. The dashboard's "Run a skill" panel builds its form from those definitions and shows the envelope. contrib/positioning_check/ is the flagship skill packaged as a drop-in for RYO's own backend: no Nota imports, a FastAPI router to include, and its own offline tests (see its README). contrib/move_base_rate/ packages move_base_rate the same way: one OKX source, same router and test layout.

• narrative_convergence: up to 20 voices (tg: public Telegram previews, bs: Bluesky public API, x: through X's own public syndication endpoint, the one that serves embedded timelines, with a Tavily fallback), VADER sentiment plus a crypto lexicon scored per token on the clauses that name it ("BTC pumping while ETH dumping" is two opposite reads), whole-word conviction and urgency, and convergence: two or more voices with a net sentiment, all of the same sign. Only known majors count as tokens, so $HODL or "CEO" is not a call. Silence is null, not 0. Nitter, which x: used to go through, was served cease-and-desist letters in August 2026 and its public mirrors went dark, so that reader was advertising a source that could not answer; syndication is keyless, dated and still open, and every failure is reported as unavailable rather than guessed. One measured limit worth knowing before you try it: syndication throttles hard, and it has tightened. It hit data-centre addresses first, so x: came back unavailable from the hosted demo while reading fine from an ordinary connection; as of 2026-09-10 an ordinary connection gets syndication HTTP 429 too. Treat x: as best effort and tg: / bs: as the dependable readers - those two answer from both. Setting TAVILY_API_KEY turns the throttle into a search-backed fallback, which the envelope then labels as undated; without that key the warning says so in as many words.
• news_verify: dated headlines from CoinDesk, Cointelegraph, The Block and Decrypt RSS, plus Tavily or Venice web search for breadth; counts independent domains and attaches RYO analyze_token context. Headlines match on the claim's distinctive words, not on "Bitcoin" and "price", and a headline that leans the other way is counted against the claim, so a story can come back disputed. With no search key the headlines still decide, and the status says partial.
• price_crosscheck: keyless CoinGecko, Coinbase, Kraken, Binance (public data mirror, USDT as the USD proxy) and DefiLlama spot prices, median, spread, and deviation of a reference price (RYO's) from the exchanges, plus the alternative.me Fear & Greed index against RYO's reading. A source more than 2% from the others is marked outlier and left out of the median, so a CoinGecko symbol search that lands on a different coin cannot move the price.
• technicals_crosscheck: RSI(14), ATR(14) and 1d/7d/30d performance recomputed with Wilder's method from 200 closed UTC-day candles (OKX, else Binance, else CoinGecko 4-hour OHLC aggregated to days, which warns that 30 days do not converge; today's unfinished candle is never used), with the deviation of reference values (RYO's / ) from the independent calculation. The Technician sees it as on every decision.

Nota is also an MCP server (Track 3)

Nota is an MCP client of RYO. It is also an MCP server, so RYO, Claude Desktop, Cursor or any other MCP host can call the nine skills directly with no wrapper:

// claude_desktop_config.json, or any MCP client that speaks Streamable HTTP
{ "mcpServers": { "nota": { "url": "https://nota-ryo.vercel.app/mcp" } } }

curl -s https://nota-ryo.vercel.app/mcp -H 'content-type: application/json'   -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | jq '.result.tools[].name'

curl -s https://nota-ryo.vercel.app/mcp -H 'content-type: application/json'   -d '{"jsonrpc":"2.0","id":2,"method":"tools/call","params":{"name":"technicals_crosscheck","arguments":{"symbol":"SOL"}}}'

It serves all four MCP primitives, not just the easy one:

• tools: tools/list and tools/call for the nine skills, each inputSchema generated from the same definition the REST route and the dashboard form use.
• resources: resources/list, resources/templates/list (nota://receipt/{id}) and resources/read, which returns a receipt as markdown plus its own JSON. A client that never touches this project's HTTP API can still list its decisions and read one.
• prompts: prompts/list and prompts/get. audit_a_token tells the caller's model to cross-check RYO against the independent sources and carries the honesty rules with it, including that a null stays null. read_a_receipt walks a stored decision.
• completions: completion/complete offers the receipt ids and symbols this deployment actually holds, so a client never has to guess one, and only for an argument the referenced prompt or template declares.

Each tool carries a title, annotations (readOnlyHint: true, destructiveHint: false) and an outputSchema, the RYO envelope's own JSON Schema, so a client knows before calling that nothing is written and what shape comes back. Lists page with an opaque cursor 50 at a time.

It also ships an MCP Apps view. Every tool links ui://nota/receipt in _meta.ui.resourceUri, and resources/read on that URI returns one self-contained HTML page (nota/static/mcp_app.html, text/html;profile=mcp-app, empty CSP allow-list: it loads nothing). A host that renders MCP Apps runs the ui/initialize handshake with it and pushes the tool result in; the view draws the envelope as a stamped card: status, as_of, availability per source, headline, key points and warnings, all written as text, never as markup.

Nota is published in the official MCP registry as io.github.PugarHuda/nota (version 0.1.0, 2026-09-10; server.json here is 0.2.0, which describes the scorecard and the derivatives gate and takes effect once republished), so a client can find it without being handed the URL: curl "https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.PugarHuda/nota".

server.json at the repository root is this server's entry for the official MCP registry, and the deployment serves it at /.well-known/mcp/server.json and /server.json, so the description and the endpoint it names cannot drift apart. Two rules the registry enforces and a test here mirrors: the description is capped at 100 characters, and a published version is immutable - every republish needs a new version, so changing anything in that file means bumping it. Publish with mcp-publisher login github && mcp-publisher publish from the repository root; mcp-publisher validate checks the file against the live registry without publishing.

GET /llms.txt follows the llms.txt convention: one generated page telling an agent what is here, how to call the MCP and A2A endpoints, the scorecard, which skills exist and which receipts the ledger holds. Its page list is filtered by the routes the app really serves, so it cannot drift from them.

A2A. Nota is also an Agent2Agent 1.0 agent. /.well-known/agent-card.json is its Agent Card (the nine skills with tags and an example call each, one JSON-RPC interface, no streaming, no push) and POST /a2a takes SendMessage with the header A2A-Version: 1.0 (no header means 0.3, which is refused with VersionNotSupportedError, as the spec says). The message carries a data part {"skill": ..., "args": {...}}, or text such as price_crosscheck SOL; the call goes through the same invoke checks as REST and MCP, and the answer is a completed task whose artifact is the envelope. Bad arguments are -32602 with a google.rpc.BadRequest detail. Every task finishes inside the request, so no task is stored: GetTask answers TaskNotFoundError and streaming, cancel and push configuration answer UnsupportedOperationError. It shares /mcp's Origin allowlist, 1 MB body cap and per-address skill budget.

Open data and discovery. /feed.xml (Atom) and /feed.json (JSON Feed 1.1) carry the newest 50 receipts, each with its verdict, degraded sections and, once resolved, the outcome and the judge's Brier score, plus every settled scorecard plan. /api/outcomes.csv has one row per resolved decision (each role's p_up_7d, the base rate, what happened, Brier per role). /robots.txt and /sitemap.xml (every page, both languages as hreflang alternates, every receipt) are for crawlers, and every page's head names its canonical URL, an absolute og:image and the feeds.

One endpoint, POST only, stateless. It negotiates the protocol version the client asks for (2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26 or RYO's own 2024-11-05, and the newest when it asks for one it does not know), answers server/discover with the versions, capabilities and server info, refuses an MCP-Protocol-Version header it does not speak with a 400 and the spec's UnsupportedProtocolVersionError (-32022, listing what it does), validates the Origin header against DNS rebinding as the transport spec requires, answers a batch with one response per request, returns 202 Accepted with no body when the body holds only notifications, and answers 405 to GET and DELETE because there is no stream to open and no session to delete. Each tool's inputSchema is generated from the same skill definition the REST route and the dashboard form use, so the three can never drift apart. tools/call returns the RYO envelope twice: as text for clients that only read text, and as structuredContent for clients that parse.

Dashboard (Track 2)

nota serve exposes a read-only API over the ledger (/api/decisions, /api/decisions/{id}, /api/decisions/{id}/replay, /api/positions, /api/scores, /api/health, exports /r/{id}.json and /r/{id}.md, OpenAPI at /docs) and a single-page dashboard. A receipt read from /api/decisions/{id} also carries requests (the exact arguments each evidence section was called with) and audit (Nota's ATR, RSI and price beside RYO's, with each skill's warning threshold), both read from the stored evidence pack; the landing's audit table is filled from it and holds no number of its own. List rows carry availability and failed_sections (RYO sections in error or unavailable), which is how the landing picks the receipt its failure panel shows.

• Thirty-second summary at the top of every receipt: what to do now (trade or block reason), the single biggest change and why it matters, whether the open practice position would be stopped out or at target at the latest independent price, and what happens next (when it is scored, or the score).
• What changed: every receipt is diffed against the previous receipt for the same symbol and the rows are ranked by impact. Verdict flips, trade unlock/block, availability and model changes come first, then the numbers the risk engine reads (price, ATR, RSI) by % move, then every other evidence leaf. A value that became null is shown as null, never as 0.
• Degraded mode: a banner names each evidence section that is not ok; provenance shows as_of, data_mode and trace id per section.
• Open practice positions against the latest evidence price, with distance-to-stop.
• Agent leaderboard by Brier score with the judge weights currently in force, and a judge calibration table (stated p_up_7d bucket vs realised hit rate) once decisions resolve.
• Two languages, one page: / and /ja share landing.css and landing.js, so only the prose is translated and the behaviour is the same object rather than a copy of it. Tests bind the two: identical section ids, both loading the one script, and neither allowed to write a receipt id or an evidence hash into the file.
• Which sources helped (sources in /api/scores): for every evidence section, the judge's mean Brier on decisions where that section answered against decisions where it did not, and the difference between them. It answers a question the agent leaderboard cannot - not "which agent is right" but "does having this feed make the call better". An empty bucket scores null, and the table carries enough_to_read, false until 20 independent decisions are scored: the gap between two three-sample means is noise, and printing it as a finding would be the same offence as turning a null into a zero.
• Verify replay from the page (cached outputs only, never spends), share to X, exports.
• Works for everyone: skip links and a <main> landmark on every page, real buttons, visible focus, keyboard j/k move, Enter open, p previous receipt, / filter, Esc back to the list, ? help. Opening a receipt moves focus to its title, names it in the tab title and announces one sentence (the receipt itself is not a live region); on one column a tap scrolls the receipt into view. Wide tables scroll in their own focusable region, every page reflows at 320 px, and the dark theme chosen on any page holds on all of them. Everything third-party is escaped before it reaches markup. runs axe-core (via axe-playwright-python) over all five pages in both themes at 1366 and 390 px and fails on any serious or critical rule, a missing landmark or an unfocusable scroll region.

The dashboard reads receipts only. It cannot show a number that has no receipt behind it.

SocialFi layer

• Receipt cards: /r/<id>.png renders a 1200×630 card from the receipt (Pillow, bundled font); /r/<id> carries Open Graph and X card tags pointing at it, so a shared permalink previews as the receipt. Discord notifications embed the same image.
• Backing: anyone can back or disagree with a call under a handle (POST /api/decisions/<id>/back, one stance per handle per receipt, latest wins). When the call resolves, backers are scored against the outcome (/api/backers): agreeing with a long that went up is right, disagreeing with it is wrong, no_trade calls are never scored. It needs no account: the first backing under a handle claims it with an edit token that this browser keeps, so nobody else can post under that handle. The ledger keeps every stance with its timestamp.
• Public reasoning feed (/feed, JSON at /api/feed): the newest receipts as cards, each agent's stance and the first sentence of its thesis, the agents that dissented from the verdict (a stance other than the one the action needs; on a no_trade, every agent that picked a side) with the judge's own rationale, backing counts, an X share link to the permalink and the card.
• Reputation (/api/reputation): backer handles and the four agents (macro, technician, narrative, judge) on one scale, the share of their directional calls that matched the seven-day move, over the same scored outcomes. Hit rate rather than Brier because a backer states no probability; the agents' Brier rides along. Neutral and no_trade calls are not counted. A row carries n, n_independent (the calibration rule: same symbol within seven days is one look) and gets a rank only at 20 calls over 20 independent weeks; until then it reads "too few to read".
• Watchlist (POST /api/watchlist {handle, symbol, watch, token}, GET /api/watchlist): a public list per handle, aggregated by how many handles watch each symbol. Symbols go through clean_symbol; the handle claim, edit token, hourly throttle and read-only rule are the backing's own, and so is the store (Postgres with DATABASE_URL, the ledger otherwise). At most 50 per handle.
• Profiles (/u/<handle>, JSON at /api/users/<handle>): one handle's backings and how each scored, its reputation row and its watchlist. Served noindex, since a handle is a claim.

Every list starts empty and says so; nothing on these pages is sample data.

Evaluate with zero keys

The repository ships a ledger snapshot that starts with four receipts made on live RYO evidence (2026-09-07, SOL / BTC / ETH, each labelled with its own source) and grows: an hourly cycle (.github/workflows/ledger.yml, at :15) scores and settles whatever reached its horizon, a run at 08:23 UTC locks and decides (16:41 retries what failed), and each commits the snapshot back. Every receipt in it verifies, and a test says so:

uv sync   # on PowerShell, set the variable first: $env:NOTA_DB = "data/demo.db"
NOTA_DB=data/demo.db uv run nota replay b80b42835b01   # identical: True - verified with no key at all
NOTA_DB=data/demo.db uv run nota serve      # then open http://127.0.0.1:8000/app for the dashboard
NOTA_DB=data/demo.db uv run nota positions
uv run nota skill run price_crosscheck '{"symbol":"SOL"}'   # live exchanges, no key
uv run pytest -q                              # no network, no keys

The first line is the point of the project: a cached replay rebuilds the receipt from the ledger's own evidence and the model outputs stored beside it, keyed by the model that produced them, so it touches no API and cannot drift. Every shipped receipt verifies this way, the recorded-source one included, because a cached replay is keyed by the model that produced the output rather than by whatever model is configured today. --fresh is the opposite: it calls today's model on the same evidence and prints the differences as drift.

A council decision needs one LLM key (Anthropic, or any OpenAI-compatible provider such as Venice) and live RYO evidence needs the builder key; everything else, verification included, runs without either.

CI, and checking the snapshot you were served

• .github/workflows/test.yml runs the whole suite on every push and pull request, Playwright browser tests included, and fails when requirements.txt (what Vercel installs) drifts from uv.lock. deploy.yml calls the Vercel deploy hook only after test has passed on main. Every third-party action is pinned to a commit SHA, mcp-publisher to a release whose sha256 is checked before it runs, and Dependabot proposes the bumps weekly.
• The ledger cycle keeps secrets on the steps that call RYO or the LLM, spends one token on nota llm-check before a decision so a dead LLM key cannot burn RYO quota, stops the decision loop at the first failure, and ends on nota health --strict, so a dead or expiring RYO key is a red run. The snapshot is committed even when a step failed or timed out; a push rejected because main moved is resolved with nota merge-db (a row-by-row union of the two SQLite files, every table keyed) and retried, and a snapshot that still cannot be pushed is kept as a run artifact. Each step writes its table of locks, settlements or decisions to the run's summary page.
• Every snapshot pushed is attested with Sigstore through GitHub artifact attestations, together with data/snapshot.json (nota export: the receipts and the scorecard at 24 h and 72 h). The attestation URLs are listed in data/attestations.json, and the newest is on /api/health. To check a copy of the ledger came from this repository's workflow and was not edited since:

gh attestation verify data/demo.db --repo PugarHuda/nota

The walkthrough, and how it is made

/demo serves a narrated video and, beside it, the transcript as chapters: clicking a line seeks to it, and the line being spoken stays in sight. The same chapters are served as WebVTT captions at /demo.vtt (on by default), and the page's og:video is absolute, so a shared link plays inline. Three steps build it, and each one hands the next its timing rather than a guess:

uv run --with edge-tts python scripts/narration.py   # the voice, and it sets the pace
uv run python scripts/demo_video.py                  # Playwright records the real pages
cd video && npx remotion render                      # the two are composed

1. scripts/narration.py holds the spoken script as beats, each one a sentence paired with the selector it is about. Microsoft's en-US-AndrewNeural reads them through edge-tts, which needs no key, and ffprobe measures what came back. Nothing is timed by ear.
2. scripts/demo_video.py drives the app with Playwright against data/demo.db and holds every beat for exactly the length of its own audio. It draws two things a raw screen capture lacks: a cursor that travels to whatever is being described, and a frame around that element, so it is never ambiguous which part the voice means. It writes down the second each beat actually began — a page load takes time the narration does not — and that file is what both the composition and /demo's transcript read.
3. video/ is a Remotion composition that places each line at its recorded offset and renders the MP4.

Nothing in it is staged. The verify button is pressed on camera and its answer is whatever the API returns; every figure spoken is one this deployment produces on demand.

Hosted demo

The dashboard runs at https://nota-ryo.vercel.app (Vercel, framework-detected FastAPI via main.py, in the Tokyo region hnd1; CSS, script, images, fonts and the video are cached at Vercel's CDN). It serves the committed ledger snapshot data/demo.db (receipts on live RYO evidence, each carrying its trace ids) with NOTA_READONLY=1: reads, replay verification, cards, feeds and exports work, and so does backing, which is written to Neon Postgres (DATABASE_URL) with handle claims and edit tokens, since a serverless filesystem cannot be written. New decisions and locks arrive with the ledger cycle's commits. With RYO_MCP_KEY and an LLM key set, the dashboard's "Run the council live" (POST /api/council/{symbol}) convenes the council on fresh evidence and returns the receipt without storing it. It is capped at 3 runs per address and 20 in total per hour. The full system, including live RYO evidence, the watch loop and notifications, runs with uv run nota serve on any machine with a writable disk.

Failure handling

See it happen: /drill (POST /api/drill {"scenario": ...}, nota/drill.py) injects one of seven failures (RYO down, RYO 401, deep_analysis missing, rate limited and slow, exchanges down, model provider down, RYO partial with nulls) and runs the real pipeline offline on the recorded fixtures beside a healthy run. The drill receipts are labelled source: drill and are never stored.

• RYO client: exponential backoff with jitter on 429/503/network, honours Retry-After in seconds or as an HTTP date but never waits longer than 60 s, never retries 4xx argument errors, records X-RateLimit-* headers. RYO also runs a per-key fan-out bucket of six tool calls a minute (mcp_fanout); the client paces its own tool calls to fit it (catalog, whoami and health are free and not paced) and keeps the bucket's reset_at from a refusal as fanout_reset_at. Over MCP a rate limit arrives as HTTP 200 with isError and Retry-After; it is retried like the REST 429 instead of being read as a tool failure. Timeouts are per tool (120 s for deep_analysis and compare_tokens, 30 s otherwise) and a timed-out call is retried once.
• The five RYO reads of a decision run three at a time; the pack is assembled in a fixed order, so its hash is identical to a one-by-one gather. A failed section keeps RYO's trace id, and so does a failed scorecard lock, together with the HTTP status.
• The LLM client fails with "rate limited for N s" instead of sleeping through a Retry-After longer than a minute.
• Evidence gathering continues past failed tools and skills; the judge is told which sections are missing. When the primary evidence (deep_analysis) is gone, the council is not convened at all: the receipt is no_trade with zero model calls, stored and replayable like any other.
• SQLite ledger in WAL mode; every write is idempotent by content hash, so a restart resumes.
• watch survives a failing symbol, a failing notifier and a failing resolution.
• RSS is parsed with defusedxml (no entity expansion from untrusted feeds).
• Some ISPs DNS-block exchange domains (seen from Indonesia: Coinbase and Kraken resolve to a block page with a bad certificate). price_crosscheck then reports those sources unavailable and works from whatever remains; the hosted demo on Vercel reaches all three. Polymarket and Kalshi are DNS-blocked the same way on the machine this was built on; crowd_odds then comes back market_p: null, and its parsers were written against responses fetched over DNS over HTTPS (tests/fixtures/market/).
• nota stamp needs one of three OpenTimestamps calendars; with none answering the subject stays unstamped for the next run, and a calendar's Bitcoin path is adopted only when mempool.space's block header agrees with it.

Layout

main.py           Vercel entry: the same app over the read-only snapshot data/demo.db
nota/
  envelope.py     RYO public response contract + REST/MCP parsers
  ryo_client.py   RyoClient (httpx, paced, MCP handshake) + RecordedRyoClient + record()
  evidence.py     EvidencePack, ryo_args(), gather() (parallel, fixed order), candidate_symbols(), path lookups
  paths.py        RYO's recorded field paths for price, ATR, derivatives, Fear & Greed
  llm.py          LLM protocol, AnthropicLLM (messages.parse), OpenAICompatLLM (Venice/OpenRouter)
  council.py      role prompts, untrusted-text framing, Opinion/Verdict, citation validation, cached run_council()
  risk.py         size_trade(): PracticeTrade | Blocked (incl. RYO's derivatives veto)
  decide.py       gather -> council -> size -> receipt
  receipt.py      Receipt + markdown rendering
  replay.py       cached or --fresh replay, field-by-field diff
  calibration.py  resolve at the horizon, Brier per role, base-rate / crowd / RYO baselines
  scorecard.py    lock RYO's plans, settle on OKX candles, Mantel-Haenszel contrasts
  stamp.py        OpenTimestamps: .ots writer/parser, calendar submit, upgrade checked against mempool.space
  ledger.py       SQLite: evidence, llm_cache, decisions, outcomes, backings, locks, settlements, stamps; merge_from()
  backings.py     Postgres store for backings, handle claims and the shared rate limit
  api/            FastAPI, one APIRouter per area
    __init__.py   the app: HEAD handling, CSP and security headers, CORS, router mounting (pages last)
    common.py     shared helpers: ledger handle, absolute links, page templating, receipt loader, hourly budget
    receipts.py   decisions, impact-ranked diff, replay, positions, scores, health, /r/<id>.md|.json|.ots|.png
    scorecard.py  scorecard JSON, CSV, lock files and proofs, the /scorecard page
    agents.py     skills over REST, /mcp, /a2a, llms.txt, server.json, robots, sitemap, Atom and JSON feeds
    social.py     backings, watchlist, reputation board, reasoning feed, profiles
    live.py       on-demand runs: live council, failure drill, multi-KOL agent
    pages.py      HTML pages, fonts, images, walkthrough files, the /r/<id> permalink
  mcp_server.py   MCP server (tools, resources, prompts, completion, MCP Apps view)
  a2a.py          A2A 1.0 agent card and SendMessage
  card.py         receipt PNG card
  notify.py       Telegram Bot API + Discord webhook publishing
  cli.py          the `nota` command
  skills/         contract, sources (Telegram, Bluesky, X syndication, RSS, Tavily, Venice), narrative, news, price_check,
                  technicals, positioning, base_rate, track_record, liquidity (DefiLlama), crowd_odds (Polymarket, Kalshi)
  static/         landing.html + landing.ja.html (`/` and `/ja`), index.html (dashboard), scorecard.html,
                  demo.html + demo.mp4 + demo.json (walkthrough), mcp_app.html, landing.css + landing.js, fonts/, img/
data/             demo.db (the ledger snapshot); snapshot.json + attestations.json, written by the ledger cycle
fixtures/         recorded/: real RYO answers for `--source recorded`
scripts/          screenshots, narration, demo_video, font_subset, gate_ab, skill_spec_md, submission_pdf
video/            Remotion composition that puts the narration onto the recording
docs/             hackathon analysis, MCP builder guide copy, design spec, skill spec, submission form and notes
.github/          workflows (test, deploy, ledger, publish-mcp, probe) and dependabot.yml
tests/            pytest, no network (respx + the FakeLLM test double in tests/fakes.py)

Disclosed third-party libraries

httpx, pydantic, anthropic, typer, python-dotenv, fastapi, uvicorn, vaderSentiment (MIT), defusedxml, pillow; dev: pytest, respx, playwright, axe-playwright-python (MPL-2.0 axe-core; browser end-to-end tests in tests/test_dashboard_e2e.py and QA in tests/test_qa_browser.py, run after uv run playwright install chromium), edge-tts and Remotion (walkthrough only, see below). Data sources: RYO MCP, t.me/s previews, Bluesky public AppView, X public syndication, CoinDesk / Cointelegraph / The Block / Decrypt RSS, CoinGecko, Coinbase, Kraken, Binance (data-api.binance.vision), DefiLlama coins, OKX and Hyperliquid public APIs, alternative.me, Tavily or Venice web search. Typefaces, self-hosted under nota/static/fonts and served from an allow-list: Dela Gothic One (Latin, plus a 76-character Japanese subset for the /ja headings) and BIZ UDPGothic / BIZ UDGothic (Morisawa), all SIL Open Font License 1.1, taken as Latin subsets from Google Fonts.

No starter template was used: the repository began empty and every line of application code was written during the hackathon. Two external things touched the work without entering it, and are named here for completeness: the taste-skill design ruleset (Leon Lin, MIT) was installed with npx skills add and read while reshaping the interface, and it is gitignored rather than vendored, so no file of it ships here; and the screenshots under docs/img are generated by scripts/screenshots.py from this project's own dashboard, not sourced from anywhere (scripts/demo_video.py writes its recordings to docs/demo/, which is gitignored: only the final nota/static/demo.mp4 is committed).

Three tools build the walkthrough and none of them ships inside the application: edge-tts (GPL-3.0, Microsoft's public neural voices, no key) reads the narration, Playwright records the pages, and Remotion (Remotion License — free for individuals and for companies of three people or fewer, paid above that; see https://remotion.dev/license) composes the result. They are development dependencies of video/, invoked from scripts/, and no Remotion or edge-tts code is served to a visitor or imported by nota. The narration is written here, not generated: the voice is synthetic, the script is not. The RYO envelopes under tests/fixtures/ and fixtures/recorded/ are real RYO responses captured with nota record and labelled source: recorded; tests/fixtures/x/ holds one real payload captured from X's public syndication endpoint on 2026-09-07.

The video toolchain under video/ is build tooling only; none of it ships in the deployed app. Its package.json overrides ws (8.21+) and webpack (5.104.1+) to their patched releases. One advisory stays open: extract-zip 2.0.1, pulled in by @remotion/renderer to unpack the Chrome that Remotion would download. No patched release exists, and this project never runs that path, because the render reuses Playwright's Chromium (video/remotion.config.ts).

No secret has ever been committed. Verified across the whole history, not just the working tree, most recently on 2026-09-20: the exact value of every key in the local .env and .env.local (builder key, LLM key, Neon connection strings and password, Vercel token) was searched for in every patch of every commit and found in none, and so were thirteen credential patterns (RYO builder keys, Anthropic, OpenAI, OpenRouter, Venice, Tavily, Telegram bot tokens, Discord webhooks, AWS, GitHub and Vercel tokens, Postgres URLs with a password, PEM private keys). The single match is ryo_mcp_your_private_key, the placeholder inside RYO's own builder guide quoted at docs/MCP-Builder-Guide.md. No .env or credential file was added in any commit.