The Dashboard was hardcoded to useClaims({ limit: 100 }) and reduce
KPIs client-side. With 60k+ claims in production, every tile
(Billed $940K, Received $59K, Denial rate, Pending AR, monthly
sparkline, top providers, recent denials) was computed from a
0.16% sample of the dataset — silently wrong numbers on the
operator's primary view.
Fix: add GET /api/dashboard/kpis that aggregates server-side in
one read over the entire claim population. The new useDashboardKpis
hook consumes it and polls every 60s. Dashboard.tsx drops
useClaims({limit:100}) + useProviders() + the client-side
buildMonthly reduce.
Backend:
- store.py: dashboard_kpis() — one Claim query (selectinload on
batch to avoid N+1) + one bulk Remittance lookup, Python reduce
over the full population. Zero-filled response for empty DB.
- api.py: GET /api/dashboard/kpis behind matrix_gate, query-param
clamps (1..24 months, 0..50 top_n_*).
Frontend:
- api.ts: DashboardKpis types + getDashboardKpis() wrapper.
- useDashboardKpis.ts: TanStack Query hook, 60s refetchInterval,
bypass to data:undefined when not configured.
- Dashboard.tsx: switched to useDashboardKpis, extracted
ZERO_TOTALS constant, dropped the buildMonthly helper.
Tests:
- backend/tests/test_dashboard_kpis.py: 12 tests covering empty DB,
matched-remit math, pending-state semantics, monthly binning,
top-providers/top-denials sort + cap, orphan-claim defensive
guard, HTTP wiring + param validation.
- src/hooks/useDashboardKpis.test.ts: 3 tests for the hook
contract (configured path, unconfigured fallback, param
passthrough).
- src/pages/Dashboard.test.tsx: wrapped renders in
QueryClientProvider + stubbed useAuth + isConfigured=false. This
fixes 3 pre-existing Dashboard test failures (the page never had
a QueryClient set up because useClaims/useProviders were the
first useQuery hooks in the page).
Reviewer fixes (same commit):
1. topDenials sort placed empty submissionDate claims first under
reverse-lex. Drop them at append time.
2. r.batch lazy-load → N+1 on 60k rows. selectinload(Claim.batch).
3. pending_states rebuilt per call as a mutable set — moved to
module-level _DASHBOARD_PENDING_STATES frozenset.
4. Module-level ProviderORM import inconsistent with the
"local import inside the function" pattern — moved inline.
Cyclone Backend — X12 837P / 835 ERA Parser
Python module + CLI for parsing X12 837P professional claim files and X12 835 ERA (Health Care Claim Payment/Advice) files into one validated JSON per claim / payout. Output is consumed by the Cyclone Vite/React frontend via a FastAPI service (see REST API below).
Install
cd backend
python -m venv .venv
. .venv/bin/activate
pip install -e ".[dev]"
CLI
python -m cyclone.cli parse-837 path/to/837p.txt --output-dir ./claims
Options:
--payer {co_medicaid,generic_837p}— defaultco_medicaid--strict— promote warnings to errors--max-retries N— stub in v1 (no auto-fix yet)--include-raw-segments / --no-raw-segments— default: include--log-level {DEBUG,INFO,WARNING,ERROR}
Exit codes:
0— every claim parsed2— file-level failure (no envelope, no claims)1— unexpected exception
Output
claims/
├── claim-991102977-20260611-CLM001.json # one per claim
├── claim-991102977-20260611-CLM002.json
└── summary.json # batch summary
Programmatic use
from pathlib import Path
from cyclone.parsers.parse_837 import parse
from cyclone.parsers.payer import PayerConfig
from cyclone.parsers.writer import write_outputs
result = parse(Path("input.txt").read_text(), PayerConfig.co_medicaid())
write_outputs(result, Path("./claims"))
print(f"passed={result.summary.passed} failed={result.summary.failed}")
Tests
pytest -v
The CLI smoke test against docs/prodfiles/837p-from-axiscare/*.txt is
auto-skipped if no production files are present.
REST API
The Cyclone Vite/React frontend (default dev origin http://localhost:5173)
talks to the parser over HTTP. The API module is cyclone.api:app.
Run the server
uvicorn cyclone.api:app --reload --port 8000
# or, equivalently:
python -m cyclone serve
Endpoints
| Method | Path | Purpose |
|---|---|---|
| GET | /api/health |
Liveness probe: {"status": "ok", "version": ...} |
| POST | /api/parse-837 |
Upload an X12 837P file, get parsed claims back |
| POST | /api/parse-835 |
Upload an X12 835 ERA file, get parsed payouts back |
| POST | /api/parse-999 |
Upload an inbound 999 ACK and persist it |
| POST | /api/parse-ta1 |
Upload an inbound TA1 envelope ACK and persist it |
| POST | /api/parse-277ca |
Upload a 277CA claim acknowledgment and stamp payer_rejected claims |
| POST | /api/eligibility/request |
Build a 270 from JSON (subscriber / provider / payer) |
| POST | /api/eligibility/parse-271 |
Ingest a 271 and return structured coverage_benefits |
| GET | /api/clearhouse |
The clearhouse singleton (SP9) |
| POST | /api/clearhouse/submit |
Push a batch of generated 837 files via SFTP (SP9 stub, SP13 real) |
| POST | /api/admin/reload-config |
Re-read config/payers.yaml and refresh the in-process cache |
| GET | /api/admin/audit-log |
Paginated tamper-evident audit log (SP11) |
| GET | /api/admin/audit-log/verify |
Walk the audit_log hash chain (SP11) |
The full surface — claim / remittance / batch / inbox / stream endpoints, config lookups, and the 270/271 builder — is enumerated in the root README.
POST /api/parse-837 accepts multipart/form-data with a single file
field. Optional query parameters:
payer—co_medicaid(default) orgeneric_837pinclude_raw_segments—true(default) orfalsestrict—false(default) ortrue(promote warnings to errors)
The response shape depends on the request's Accept header:
Accept: application/json→ a singleParseResult-shaped JSON object (envelope, claims, summary).- No
Acceptheader (or anything that isn'tapplication/json) →application/x-ndjsonstreaming, one JSON object per line in this order:{"type": "envelope", "data": {...}}, one{"type": "claim", "data": {...}}per claim, then{"type": "summary", "data": {...}}.
Error responses are JSON of the form {"error": "...", "detail": "..."}:
400— file-level parse error (CycloneParseError) or unknownpayer422— at least one claim failed validation (body still includes the fullParseResultso the client can render the errors)500— unexpected internal error
CORS is configured to allow http://localhost:5173 with GET and POST
and any headers.
Example: upload + JSON response
curl -X POST http://localhost:8000/api/parse-837 \
-F "file=@./samples/co_837p.txt" \
-H "Accept: application/json"
{
"envelope": { "sender_id": "...", "receiver_id": "...", ... },
"claims": [ { "claim_id": "C1", ... }, { "claim_id": "C2", ... } ],
"summary": { "total_claims": 2, "passed": 2, "failed": 0, ... }
}
Example: stream NDJSON from the browser
const resp = await fetch("http://localhost:8000/api/parse-837", {
method: "POST",
body: formData, // FormData with a "file" entry
});
const reader = resp.body.getReader();
const decoder = new TextDecoder();
let buffer = "";
while (true) {
const { value, done } = await reader.read();
if (done) break;
buffer += decoder.decode(value, { stream: true });
for (const line of buffer.split("\n")) {
if (!line) continue;
const evt = JSON.parse(line);
if (evt.type === "claim") renderClaim(evt.data);
else if (evt.type === "summary") showSummary(evt.data);
}
buffer = buffer.slice(buffer.lastIndexOf("\n") + 1);
}
Spec & plan
- Design:
docs/superpowers/specs/2026-06-19-cyclone-837p-parser-design.md - Plan:
docs/superpowers/plans/2026-06-19-cyclone-837p-parser.md
835 ERA parser
The 835 ERA parser mirrors the 837P architecture but is a separate
module (cyclone.parsers.parse_835) with its own models
(cyclone.parsers.models_835), writer (cyclone.parsers.writer_835),
validator (cyclone.parsers.validator_835), and PayerConfig835 preset.
It parses one 835 batch into:
envelope— ISA / GS / ST control segmentsfinancial_info— BPR (total paid, handling code, payer tax id, date)trace— TRN (reassociation trace number + originating company id)payer— Loop 1000A (NM1*PR + N3/N4/PER contact URL)payee— Loop 1000B (NM1*PE + N3/N4)claims— oneClaimPaymentper Loop 2100 CLP, with embeddedServicePaymentrows for each Loop 2110 SVCsummary— sameBatchSummaryused by 837P
835 CLI
python -m cyclone.cli parse-835 path/to/835.txt --output-dir ./payouts
Options:
--payer {co_medicaid_835,generic_835}— defaultco_medicaid_835--strict— promote warnings to errors--include-raw-segments / --no-raw-segments— default: include--log-level {DEBUG,INFO,WARNING,ERROR}
Output:
payouts/
├── payout-991102984-20260617-CLM001.json # one per claim, with envelope/financial/trace/payer/payee embedded
├── payout-991102984-20260617-CLM002.json
└── summary.json
835 programmatic use
from pathlib import Path
from cyclone.parsers.parse_835 import parse
from cyclone.parsers.payer import PayerConfig835
from cyclone.parsers.validator_835 import validate
from cyclone.parsers.writer_835 import write_outputs_835
result = parse(Path("input.txt").read_text(), PayerConfig835.co_medicaid_835())
report = validate(result, PayerConfig835.co_medicaid_835())
print(f"passed={report.passed} errors={len(report.errors)}")
write_outputs_835(result, Path("./payouts"))
835 payout balancing
The 835 validator enforces two monetary-balancing rules:
R835_BAL_BPR_vs_CLP04— the BPR02 total paid must equal the sum ofCLP04(total claim paid) across all claims in the batch. Tolerance is $0.01.R835_BAL_CLP04_vs_SVC03— eachCLP04must equal the sum of its embeddedSVC03service payment amounts. Tolerance is $0.01.
These rules catch the common "BPR doesn't match the sum of the claims" mismatch (often caused by a missing or duplicated claim in the batch).
835 REST API
POST /api/parse-835 mirrors POST /api/parse-837 exactly:
multipart/form-datawith a singlefilefield- Query params:
payer(defaultco_medicaid_835),include_raw_segments(defaulttrue),strict(defaultfalse) - Content negotiation:
Accept: application/json→ singleParseResult835object; default → NDJSON stream withenvelope → financial_info → trace → payer → payee → claim_payment (×N) → summarylines 400onCycloneParseErroror unknownpayer422whenvalidate()reports errors (body still includes the fullParseResult835so the UI can show the issues)
curl -X POST http://localhost:8000/api/parse-835 \
-F "file=@./samples/co_835.txt" \
-H "Accept: application/json"