T1
Observe & plan
Swing traderResolve the listing, establish market time and rules, acquire daily evidence, calculate technicals, and record a simulated plan.
One Pi finance package · three exact market tracks
Give the model evidence, not a ticker and a guess.
Pi Sparkles is an all-in-one collection of read-only market sources, typed calculations, research workflows, simulations, and audit receipts for CN, US, and HK equities.
track cn · SSE / SZSE / BSE
release 0.1.5 · T1–T6 ProductUseful
identity 600519 · XSHG · Main Board
◇ evidence envelope
source eastmoney
as_of 2026-08-11
freshness completed_daily
adjustment explicitly_selected
quality provider_observation
entitlement rights_unknown
✓ source receipt retained
✓ rule + calendar context retained
✓ no executable order surface
›
135ProductUseful plugins
3Isolated equity tracks
7Known runtime variables
0Order-mutation tools
Choose the controlling context
Start with the market, not the tool.
Each route keeps listing identity, venue rules, calendars, currencies, source receipts, and persisted state in its own track. Shared calculations are reused without erasing those differences.
CN↗
CN equity track
The most complete starting route: exact A-share identity, reviewed market calendars and rules, daily market evidence, CNINFO/Tushare event inputs, research, planning, simulation, and journaling.
US↗
US equity track
A primary-document route from exact US listing and venue context through SEC filings, exact XBRL facts, fundamentals, valuation, ownership, thesis, portfolio review, and point-in-time research.
HK↗
HK equity track
A separately labelled HK route for listing context, HKEX calendar and rules, daily evidence, disclosures, board lots, ownership, Stock Connect facts, and A/H comparisons. It does not claim a duplicated end-to-end tier journey.
Canonical product order
A research stack that grows with the question.
The tier order is a dependency order and a trader journey—not six interchangeable bundles. Version 0.1.5 publishes the complete ProductUseful T1–T6 all-in-one package.
T2
Research
Long-term investorMove from primary filings and ownership evidence to fundamentals, comparisons, valuation, thesis, and a cited report.
T3
Monitor
Portfolio managerImport holdings, measure risk and attribution, maintain watchlists, and audit alerts and state changes.
T4
Test
Quant researcherBind point-in-time data, calculate declared factors, replay events, compare trials, and reproduce backtests.
T5
Broaden
Multi-asset researcherAdd rates, FX, funds, fixed income, derivatives, commodities, crypto, and separately labelled global comparisons.
T6
Review the tape
Three-track day trader · execution reviewReview separately labelled CN, HK, and US transaction-tape capability packets, apply shared sequence, gap, reset, correction, and bounded-stream laws, simulate named possible fills locally, evaluate compliance, create a non-executable handoff, and reconcile content-bound external receipts.
What enters model context
Structured facts with their limits still attached.
Pi Sparkles turns provider and user-owned inputs into bounded context that the LLM can inspect and cite. The model receives provenance and unknowns alongside values.
Validated identity
Track, MIC or venue, board, listing, share class, status, currency, timezone, and effective date—never just an ambiguous ticker.
Canonical observation
The source value plus as-of and retrieval time, freshness, unit, adjustment, quality, and entitlement. Unknown fields remain unknown.
Evidence and provenance
Content receipts, provider and document identifiers, source versions, hashes, correction lineage, gaps, duplicates, and conflicts.
Typed calculation
Inputs, formula or expression tree, period and filing coherence, output unit, rounding assumptions, and complete source leaves.
Decision record
A plan, scenario, thesis, replay, portfolio change, or journal entry with its assumptions and source receipts—not an executable instruction.
Hard product boundary
Research here. Trade elsewhere.
The plugin can help inspect evidence, calculate, plan, simulate, journal, and reconcile caller-owned receipts. It never becomes a broker console.
Safety manual →- No plugin can place, route, cancel, replace, or otherwise mutate a paper or live order.
- Bid/offer interaction and brokerage order management stay outside the plugin boundary; users act through separate means.
- Credentials are read at runtime from the caller environment and are never product files, defaults, logs, receipts, or persisted plugin state.
- A provider must be selected explicitly. Failure never triggers silent fallback to another provider or market track.
- Market observations and research are evidence, not investment, legal, accounting, or tax advice.