Pyne in the Wild

The Proof Ladder

Every script in the corpus climbs the same four rungs. No cherry-picking — failures are published right next to the successes.

T0

Compiles

PyneComp converts the original Pine source into runnable Python, untouched by human hands.

930 / 930 scripts

T1

Runs

PyneCore executes the converted script over 25,000+ bars of real exchange data without errors.

930 / 930 compiled

T2

Has measurable output

The run emitted numeric plot or trade data that can be checked. Drawing-only scripts are reported separately.

903 / 930 with plot/trade output

T3

Matches TradingView

Plot and trade outputs are compared bar by bar and trade by trade against TradingView's own reference.

1256 / 1256 outputs

822 plot + 434 trade outputs

Results at a Glance

Indicators compared plot by plot, strategies trade by trade, against TradingView's own output. The headline counts are over the scripts that produce a comparable numeric reference; a plot PyneCore fails to reproduce counts as a divergence, never as "no reference". Corpus coverage and each script's full detail are in The Corpus below.

Corpus outcome

877Matches TradingView
0Diverges from TradingView
25Depends on lookahead
1Data-limited (unavailable feed)
27Runs (no reference output)
0Run failed

Indicators — plot verification

440 / 439

indicators clearing the ≥99% plot-match threshold

Comparable plot references439 / 467
Compared plots >=99%440 / 439
Exact plot matches439 / 439
Mean on compared plots100%
Worst per-script plot match100%

Strategies — trade timing

434 / 434

trade-producing strategies clearing the ≥99% whole-trade timing threshold

Trade-producing strategies compared434 / 463
Whole-trade timing >=99%434 / 434
Plot-verified, no trades produced3
Verified strategies (trades or plots)437 / 463
TradingView trades checked322,325
Exact trade-count matches434 / 434
Net profit within tolerance434 / 434
Mean entry/exit timing match100% / 100%

How closely — the numbers themselves

99.748%

of the compared plotted values were the identical IEEE-754 double

Plotted values compared119,870,378
Identical to the bit119,568,981 (99.748%)
Scripts bit-exact throughout802 / 821
Explained by libm last bits4 / 821
Rest, within the published band15 / 821
Worst relative gap from TradingView1.2 × 10⁻¹⁰ (~9 sig. figures)

Methodology

Reproducible by design. The manifest pins the exact source of every script with a SHA-256 hash — and TradingView keeps every published version forever, so anyone can re-run the comparison.

run parameters

symbol      = BINANCE:BTCUSDTtimeframe   = 30 minexceptions  = 40 scripts on their own marketbars        = 25,000+ per scriptulp_limit   = 64 (libm tier)rel_tol     = 1e-9scale_floor = 1e-9 x series mediannet_tol     = 2.0% of the larger netreference   = TradingView exportsources     = SHA-256 pinned manifest

1

Open-source scripts only

A script enters the corpus only if it is published open source, written in a supported Pine version, and its header does not forbid reuse. The detected license is recorded in the manifest.

2

No source redistribution

Only the manifest (name, author, link, license, version, SHA-256) is published. Pine sources are fetched locally, used for measurement, never re-hosted.

3

TradingView is the reference

Reference plots and trade lists come from running the original script on TradingView itself, on the same symbol, timeframe and bar range.

4

Failures stay on the board

Scripts that time out or hit harness limits are reported as-is. A proof you can't falsify is not a proof.

“Matches” is a weak word. Here is what it means.

A percentage only says the outputs landed inside a band, and a band is something we chose. So each compared value is also placed on the one scale that is not ours to choose — the IEEE-754 double both engines store it in. Consecutive representable doubles are one step apart; that step is the finest distinction the type can make.

bit-exact Every compared bar produced the identical double. Not “close enough”: the same 64 bits, from the first bar to the last.
libm The values differ only in the last bits of the mantissa, and the script reaches a transcendental function — log, exp, pow, the trig family. IEEE-754 requires + − × ÷ and sqrt to be correctly rounded, and requires nothing of those, so CPython's C library and TradingView's Java runtime can both be right and still land a few representable values apart — which a long accumulation then carries forward. The tier is capped at 64 representable values, chosen from measurement: across our own reference corpus the widest such gap is 23. A script whose numbers sit inside that cap but reaches no transcendental is not labelled this way; an explanation has to explain something.

The two tiers sit under the Verified badge in the table, because that is what they are: the rung a verified script reached, never a verdict of their own. Anything else carries no tier line — it agreed within the published band, which is what the Verified badge above already says. The band itself is one number, not two — a relative tolerance. Near zero a relative test has nothing to be relative to, so it falls back on a floor taken from the series' own median magnitude; a fixed absolute floor would be unreachable for a series living at 100,000 and larger than the whole signal for one living at 0.000001.

The band itself, script by script

Agreement “within the band” is a range, not a verdict, so here is the whole tier — worst relative gap first. The worst case is one number; the shape underneath it — a single outlier over a floor of near-exact agreement — is what a bare worst-case or a mean would throw away.

script	max_rel	sig. figures
Machine Learning Moving Average [LuxAlgo]	1.2 × 10⁻¹⁰	~9
TSI CCI Hull with profit$$$	2.8 × 10⁻¹²	~11
Reaction Path [BullByte]	9.0 × 10⁻¹³	~12
the other 12 scripts	< 10⁻¹²	12+

Don't take our word for it. Every script is pinned by SHA-256, and TradingView keeps every published version. Pull the same script, run it on your own TradingView subscription, and compare it with PyneSys. The numbers are the numbers.

The Corpus

The most-liked open-source Pine scripts on TradingView, in order of community popularity (or whatever you sort the table by — the choice is remembered). Every name links to the original publication.


STRATEGY SCRIPT Sweep Return v1 by everevolving365 278	STRv6	Verifiedbit-exact	100%2 plots	100%1,278 / 1,278	✓100.000%	30,657
Plot match vs TradingView100% Accuracy Trades compared1,278 TV / 1,278 Pyne Whole-trade match100% Entry timing match100% Exit timing match100% Net profit (TV / Pyne)3,643 / 3,643 Plots compared2 Plotted values compared58,700 Identical to the bit100% Worst gapsame double Pearson correlation (min)1.000000 Run Bars executed30,657 Run time1.52 s CPU Per-bar time0.05 ms/bar CPU (per chart bar) Data window SymbolBINANCE:BTCUSDT Timeframe30 min From2025-01-01 00:00 To2026-10-01 16:00 Bars30,657 Source Pine versionv6 Script revisionv1 Licenseunspecified SHA-256`2b6e6a68a0b660f31608ef8a3e3546f03ddcfc36fe96d0e6835f5628d8be5e03` View on TradingView Permalink: STRATEGY SCRIPT Sweep Return v1
Harmonic Pulse \| XABCD Fibonacci Pattern Strategyby blitz_locked · MPL-2.0 266	STRv6	Verifiedbit-exact	100%2 plots	100%455 / 455	✓100.000%	30,656
Plot match vs TradingView100% Accuracy Trades compared455 TV / 455 Pyne Whole-trade match100% Entry timing match100% Exit timing match100% Net profit (TV / Pyne)-550 / -550 Plots compared2 Plotted values compared61,312 Identical to the bit100% Worst gapsame double Pearson correlation (min)1.000000 Run Bars executed30,656 Run time1.14 s CPU Per-bar time0.04 ms/bar CPU (per chart bar) Data window SymbolBINANCE:BTCUSDT Timeframe30 min From2025-01-01 00:00 To2026-10-01 15:30 Bars30,656 Source Pine versionv6 Script revisionv1 LicenseMPL-2.0 SHA-256`bf46b598d83605002589cc04c9f1adedcf5012e64b8d720ff01950bc53ac7be6` View on TradingView Permalink: Harmonic Pulse \| XABCD Fibonacci Pattern Strategy
FlyTV - a real fruit fly connectome trading on your chartby gsoloviev · MPL-2.0 258	STRv6	Verifiedbit-exact	100%7 plots	100%108 / 108	✓100.000%	30,656
Plot match vs TradingView100% Accuracy Trades compared108 TV / 108 Pyne Whole-trade match100% Entry timing match100% Exit timing match100% Net profit (TV / Pyne)-814 / -814 Plots compared7 Plotted values compared8,337 Identical to the bit100% Worst gapsame double Transcendentals on the pathatan, cos, exp, log, pow, sin Pearson correlation (min)1.000000 Run Bars executed30,656 Run time20.34 s CPU Per-bar time16.95 ms/bar CPU (per chart bar) Data window SymbolBINANCE:BTCUSDT Timeframe30 min From2025-01-01 00:00 To2026-10-01 15:30 Bars30,656 Source Pine versionv6 Script revisionv5 LicenseMPL-2.0 SHA-256`e558db7c5b23756fbf5850b4fe0c6ba5263c363bba22612eb2c2fed7b5f5dcf6` View on TradingView Permalink: FlyTV - a real fruit fly connectome trading on your chart
Breakout Pulse \| Volume-Confirmed Support/Resistance Strategyby blitz_locked · MPL-2.0 255	STRv6	Verifiedbit-exact	100%14 plots	100%222 / 222	✓100.000%	30,656
Plot match vs TradingView100% Accuracy Trades compared222 TV / 222 Pyne Whole-trade match100% Entry timing match100% Exit timing match100% Net profit (TV / Pyne)-532 / -532 Plots compared14 Plotted values compared428,509 Identical to the bit100% Worst gapsame double Pearson correlation (min)1.000000 Run Bars executed30,656 Run time1.92 s CPU Per-bar time0.06 ms/bar CPU (per chart bar) Data window SymbolBINANCE:BTCUSDT Timeframe30 min From2025-01-01 00:00 To2026-10-01 15:30 Bars30,656 Source Pine versionv6 Script revisionv2 LicenseMPL-2.0 SHA-256`0683a02fa46b18dfac01112b9b2242015aab46a263440d8cacd107d4bb362553` View on TradingView Permalink: Breakout Pulse \| Volume-Confirmed Support/Resistance Strategy
QuantumForexTrader_SniperFusion_Strategy_v2by finnp17 179	STRv6	Verifiedbit-exact	100%8 plots	100%862 / 862	✓100.000%	30,657
Plot match vs TradingView100% Accuracy Trades compared862 TV / 862 Pyne Whole-trade match100% Entry timing match100% Exit timing match100% Net profit (TV / Pyne)-5,840 / -5,840 Plots compared8 Plotted values compared219,116 Identical to the bit100% Worst gapsame double Pearson correlation (min)1.000000 Run Bars executed30,657 Secondary-feed bars99,999 Total bars processed130,656 Run time7.07 s CPU Per-bar time0.23 ms/bar CPU (per chart bar) Data window SymbolBINANCE:BTCUSDT Timeframe30 min From2025-01-01 00:00 To2026-10-01 16:00 Bars30,657 Security @ 5 min99,999 bars Source Pine versionv6 Script revisionv1 Licenseunspecified SHA-256`ec9fc607a88e74b1d6735739e413d65fbac2d0371a43e11398892dc9aa5fad00` View on TradingView Permalink: QuantumForexTrader_SniperFusion_Strategy_v2

Every script on this page was compiled by PyneComp and run by PyneCore. Both are live.

Try PyneComp Convert your first Pine script at pynesys.io

The Proof Ladder

Compiles

Runs

Has measurable output

Matches TradingView

Results at a Glance

Corpus outcome

Indicators — plot verification

Strategies — trade timing

How closely — the numbers themselves

Methodology

Open-source scripts only

No source redistribution

TradingView is the reference

Failures stay on the board

“Matches” is a weak word. Here is what it means.

The band itself, script by script

The Corpus

Accuracy

Run

Data window

Source

Accuracy

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