mahastrategies.com

Deterministic supplied-score ranking and one-criterion-at-a-time additive weight sensitivity, not research prediction.

Review dependency cycles, declared evidence and completion prerequisites; no partner verification or evidence entailment.

Generate 16–256 original synthetic sine/noise samples with seeded LCG noise and declared nonoverlapping blink-like pulses, single-sample spikes or dropouts. Returns artifact labels in arbitrary synthetic units. Toy test data only, not physiological simulation or third-party research data; no participant signals.

Replay up to 24 declared thresholds over at most 512 labelled scores in contiguous half-open trials. Reports rest rising-edge false events, rest active time, intention misses and first-active latency. State carries across trials; scores are held to the next sample. Held-out status is declared, not verified. No automatic selection or live control.

Inspect up to 80 declared attempt records for nonce reuse across intents, changed inputs under one idempotency key, duplicate settlements and ambiguous outcomes. No raw payloads or credentials; no live state access, automatic retry or payment authorization.

Match up to 64 settlements with 64 delivery receipts, including 128 distinct request IDs. Reports missing/contradictory records, duplicate IDs and reused transaction references. Exact settled total includes only unique settlement IDs/transactions, independent of delivery matches. No chain fetch, proof of buyer receipt or fulfilled-sales claim.

Compare paired frozen-cohort recovery with seeded whole-paper cluster resampling (100–2000 replicates, 2–64 papers, 64 questions). Report a descriptive percentile interval for question-weighted complete-recovery delta. No question-level bootstrap, significance test, or population guarantee.

Compare up to 20 homogeneous rectangular-panel scenarios with fixed orientation, edge margin and kerf. Returns row/column capacity, sheet count and material utilization. Not mixed nesting, toolpaths, optimal packing or fabrication approval.

Count joint absence of source, method and unit declarations in public/synthetic dataset metadata. No raw specimen data, imputation or scientific validity determination. Offline typed metadata only. Retained-result recovery: 24 hours; minimal receipt metadata: 90 days.

Compare a supplied public/synthetic grant budget with declared line, duration and total ceilings using exact minor units. No funding forecast, eligibility verdict or application submission. Offline typed metadata only. Retained-result recovery: 24 hours; minimal receipt metadata: 90 days.

Check declared neural feature metadata against supplied source-artifact digests and pipeline revisions. No raw EEG, participant identifiers, model training or human-performance claim. Offline typed metadata only. Retained-result recovery: 24 hours; minimal receipt metadata: 90 days.

Compare two declared telemetry-message orders and hashes for added, removed, changed and reordered messages. No live telemetry capture, timing causality or robot control. Offline typed metadata only. Retained-result recovery: 24 hours; minimal receipt metadata: 90 days.

Compare declared license-condition checklists with supplied fulfilled/unfulfilled/unknown evidence labels. Does not interpret law, grant permissions or certify license compliance. Offline typed metadata only. Retained-result recovery: 24 hours; minimal receipt metadata: 90 days.

Check one-to-one row aliases against exact table/revision/primary-key/content pins. No cell disclosure, key reversal, database join or identity ownership certification. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Compare row content pins by exact table and primary-key digest across two frozen revisions. Insertions, removals and content deltas are separate; no raw row content, SQL mutation or causal conclusion. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Group primary-key digests within table/revision frames; compare content pins independently of ingestion row IDs. This identifies declared duplicates/conflicts, not database constraints or actual cell equality. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Report missing caller-required column IDs in bounded row-presence metadata. No raw cells, CSV parsing, personal data inference or SQL query is performed. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Compare pinned tool-schema declaration projections and shared-record order without treating insertion as reordering. No transport execution, schema resolution or compatibility certificate. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Compare closed tool-schema request ingestion and response guarantee fields separately. Request narrowing, response weakening and strict-consumer additions are reported; no arbitrary schema evaluation or complete MCP compatibility certification. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Count joint missing owner, input and output schema pins in tool-schema declaration metadata. An incomplete declaration does not establish an unavailable or unsafe runtime service. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Inspect declared tool-schema declaration inheritance links for missing nodes, cycles and cross-owner links. No external references are resolved; this is not complete JSON Schema or MCP validation. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Check one-to-one client aliases to exact tool-schema declaration owner/revision/input/output pins. Aliases do not prove discovery integration, authority or executable tool availability. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Bind tool-schema declaration schema-pair declarations to an exact owner/revision/input/output source manifest. Digest agreement is not source truth, implementation conformity or runtime testing. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Compare revision-pinned tool-schema declaration target, input/output pins and scope labels. These are contract metadata deltas, not full compatibility analysis or a causal explanation. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Check declared tool-schema declaration publication/retirement times against a supplied assessment. Missing retirement stays open-ended; no freshness, availability or execution certification. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Compare declared request/response coordinates for each tool-schema declaration. UTF-8 bytes, codepoints and tokens stay distinct; no tokenizer, conversion or remote execution. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Group tool-schema declaration identities within owner, revision and exact target frames; distinguish identical duplicates from conflicting schema/scope declarations. No invocation deduplication. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Check a supplied tool declaration for required names absent from its closed scalar property list and request examples missing declared required fields. No tool execution or conformance certification. Offline typed metadata only. Retained-result recovery: 24 hours; minimal receipt metadata: 90 days.

Compare pinned HTTP contract projections and shared-record order without treating insertion as reordering. No transport execution, schema resolution or compatibility certificate. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.

Count joint missing owner, input and output schema pins in HTTP contract metadata. An incomplete declaration does not establish an unavailable or unsafe runtime service. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.