When to Use
Use this skill when auditing a proprietary trading firm, hedge fund or trading member to check whether its activity has crossed a quantitative registration trigger in the US, the EU or India — the numeric limbs of three specific regimes, screened against the numbers the regulator or the exchange actually publishes.
Start here by correcting the misconception this skill exists to prevent. There is no single "algo trading firm licence" and no global message-rate threshold that triggers one. The three regimes look superficially alike and are not:
- US. Rule 15b9-1 is an exemption from the Exchange Act section 15(b)(8) requirement to join FINRA, not from broker-dealer registration under section 15(a), and nothing in it turns on order or message rates. It turns on three conditions: exchange membership, carrying no customer accounts, and executing solely on an exchange of which the firm is a member.
- EU. The MiFID II HFT designation is a message-rate test — but on an average, at 2 and 4 messages per second, not on a peak and not at any round number in the dozens. Meeting it removes the own-account dealing exemption and forces investment firm authorisation.
- India. The SEBI Threshold Orders Per Second registers an algorithm with an exchange, for a retail investor's API-routed flow. It is not entity licensing and it does not govern a trading member's own flow.
The output is an auditable LicensingComplianceReport with three outcomes,
not two: a crossed threshold (requires_registration), an undetermined
question (manual_review_required), and neither. Any report that is not
is_clear goes to the Chief Compliance Officer and qualified regulatory
counsel before the desk continues operating.
When NOT to Use
- As a licensing determination. The engine screens numeric limbs. Whether a firm is a "dealer" or is "engaged in the business" at all, whether an EU activity is an investment service, and every qualitative fact besides, sit outside it. A clear report is not a legal opinion.
- As evidence a registration exists. The engine reads flags the caller supplies. It cannot confirm a firm is a FINRA member, holds a MiFID authorisation, or has an algorithm registered with an exchange.
- For an Indian trading member's own algorithms. TOPS governs retail
API-routed flow. The exchange algo-approval regime that governs a member's
own algorithms is not modelled; the
INbranch says so rather than returning a clean report — seeindia-sebi-algo-trading-tagging-requirements. - For a US message-rate trigger. There isn't one in Rule 15b9-1. If you
need a US order-rate control, that is a pre-trade risk obligation — see
sec-rule-15c3-5-risk-controls-us. - Outside US/EU/IN. Unknown jurisdictions fail closed to manual review.
Do not carry the 2/4 messages-per-second figures or the 10 OPS TOPS into
another jurisdiction; see
mas-singapore-algo-trading-guidelinesfor a worked example of how differently the same-sounding obligations are built.
Prerequisites
- Python 3.10+ (standard library only).
- A
FirmTradingActivitysnapshot over a documented evaluation window:jurisdiction,is_exchange_member,has_customers.off_exchange_volume_usdandexempt_off_exchange_volume_usd— the latter being the portion falling solely within the Rule 15b9-1(c) exceptions, and evidenced, not assumed.peak_orders_per_second— the highest order count in any single calendar clock second, per exchange, which is the basis NSE specifies for TOPS. Not a rolling window.- For the EU:
avg_messages_per_second_per_instrumentandavg_messages_per_second_all_instruments, computed per Article 19(1) and restricted to liquid instruments per Article 19(2). Leave themNoneif unmeasured —Noneand0.0mean different things here. is_retail_api_algo_flowfor theINbranch.
The module computes none of these from raw order data; aggregation discipline (windowing, exchange-versus-ATS classification, Article 19(2) message exclusions) is a prerequisite, not a feature.
Workflow
- Aggregate, then construct. Build
FirmTradingActivity. The constructor rejects unsupported jurisdictions, non-finite and negative metrics,boolmasquerading as a numeric quantity, and an exempt off-exchange figure larger than the total — a claim that would otherwise net to a negative non-exempt volume and hide a condition (c) breach. - Configure only to tighten.
LicensingThresholdEvaluatordefaults to the published figures. Overridesebi_tops_orders_per_second,mifid_ii_msgs_per_sec_single_instrument,mifid_ii_msgs_per_sec_all_instrumentsorsec_off_exchange_floor_usdonly to screen more strictly. Loosening one past the published figure puts the firm outside the rule it is screening for.0is a valid, stricter override and is honoured as such. - Evaluate.
evaluator.evaluate(activity)runs every check; nothing short-circuits. The customer-account check runs first and dominatesrule_id, but never suppresses the jurisdiction's own violations. - Triage on three outcomes, not two.
requires_registration— a modelled threshold was crossed. Throttle, disable the offending routing, or stop, and escalate.manual_review_required— the evaluator could not conclude. Escalate to counsel. Do not record this as compliant, and do not act on it as though a breach were confirmed either. The distinction matters: an EU firm whose Article 19 averages were never computed is an open question, not a proven HFT.is_clear— neither fired. Still not a legal opinion.
- Audit. Persist the report (
evaluated_at,schema_version,rule_id,violations,manual_review_items) alongside the input snapshot. Re-run on a documented cadence; ESMA expects a firm to self-assess its Article 19 position at least monthly.
Common Pitfalls
- Reading Rule 15b9-1 as a registration exemption. It exempts a broker-dealer from joining FINRA under section 15(b)(8). A firm that concludes it need not register as a broker-dealer because it fits 15b9-1 has read the wrong statute.
- Screening EU exposure on an order rate. Article 19 is measured on an
average, and it counts messages — modifications and cancellations
included. One order per second, cancel-replaced five times, is already above
the 2 messages/second limb. So
peak_orders_per_secondis not an EU input in either direction: a low order rate does not earn a clean report, and a high one does not prove a breach. Without both averages the engine returns "cannot determine" — where the earlier 50-peak-OPS benchmark returned "compliant" for firms comfortably inside the HFT definition. - Treating a missing measurement as a zero.
Nonefor an Article 19 average means unmeasured. Passing0.0asserts you measured zero traffic, and will produce a clean report you cannot defend. - Flagging all off-exchange volume. Rule 15b9-1(c) still permits
exchange-routed Rule 611 / Options OPP flow and the stock leg of a
stock-option order. Netting those out is what
exempt_off_exchange_volume_usdis for — but (c)(2) requires written policies and procedures preserved for three years, so the engine raises a review item whenever the exception is claimed rather than accepting it. - Assuming a de minimis allowance survives. It does not. The 2023 amendments removed it; the default screening floor is therefore 0.00 USD. A higher floor is a firm's own triage threshold and reflects no regulatory carve-out.
- Applying TOPS to a proprietary desk. It governs a retail investor's API-routed algorithm, and requires registering the algorithm with each exchange through the broker — not licensing the firm.
- Missing the TOPS boundary. NSE sets it at "not exceeding 10 orders per second per exchange", so registration bites above 10, not at 10.
- Logging user-provided fields verbatim. Build downstream logging on
reportattributes with%splaceholders, never on raw call-site strings, to avoid log injection through free-form fields.
Verification
Run python -m unittest discover -s skills/algorithmic-trading-firm-licensing-thresholds/scripts (58
tests). The suite asserts each jurisdiction's threshold at and around its
boundary, that the Article 19 limbs fire independently at 2.0 and 4.0
messages/second, that neither a low nor a high order rate can decide the EU
question, that a 0 threshold override is honoured rather than silently
replaced by the class default, that bool is rejected wherever a numeric
quantity is expected, that exempt off-exchange volume is netted out — without a
sub-cent floating-point residue reading as a breach — and its evidencing
obligation surfaced, that violations preserve evaluation order
rather than sorted order, and that an unrecognised jurisdiction fails closed to
manual review. Verify the outcome against assets/checklist.md.