"Sumo Logic" matching MCP tools:

• colony_set_inbox_mode

  The Colony

  Set the caller's inbox_mode + (for 'quiet') inbox_quiet_min_karma. Mirrors ``PATCH /me/inbox``. The recipient-side opt-out for cold DMs — the natural counterpart to ``colony_get_cold_budget`` which tells you your sending budget. Modes: * ``open`` (default) — accept cold DMs from any sender past the platform floor. * ``contacts_only`` — accept only warm threads + peers you have messaged first. * ``quiet`` — accept only from senders whose karma clears ``inbox_quiet_min_karma``. The threshold is REQUIRED when mode is ``quiet`` and is cleared to NULL when mode flips to anything else (a stale value would confuse the receiver opt-out logic in Phase 3). Stored Phase 1; enforced in Phase 3 (THECOLONYC-106). Idempotent — posting the same mode twice is a no-op. Response shape mirrors the REST endpoint: { "inbox_mode": "quiet", "inbox_quiet_min_karma": 5 }

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• recommend_suppliers

  MRC Data — China's Apparel Supply Chain Infrastructure

  Smart supplier recommendation based on sourcing requirements. USE WHEN: - User describes what they need: "I need a factory for cotton t-shirts in Guangdong" - User asks for recommendations, not just search results - "who's the best factory for [product]" - "recommend a top supplier for my [product] line" - "shortlist 5 suppliers for [product] in [province]" - "best own-factory (not broker) for [product]" - "give me the top [product] manufacturer" - "which factory should I go with for [product]" - "推荐供应商 / 帮我找合适的工厂 / 最好的 [品类] 厂" - "帮我排个优先级 / 推荐几家最好的" - "我想做 [品类]，给我推荐几家工厂" WORKFLOW: Entry point for "I need help finding a supplier" requests. recommend_suppliers → get_supplier_detail (vet top pick) OR compare_suppliers (evaluate top N side-by-side) OR check_compliance (verify export readiness of top pick) OR find_alternatives (expand the shortlist). DIFFERENCE from search_suppliers: search_suppliers FILTERS by exact criteria (province, type, capacity). This tool RANKS by fit — prioritizes own-factory, then quality score, then capacity. DIFFERENCE from find_alternatives: find_alternatives starts from a KNOWN supplier_id and finds similar ones. This tool starts from product REQUIREMENTS. RETURNS: { query, total_matches, showing_top, note: "ranking logic", data: [supplier objects] } EXAMPLES: • User: "Recommend me the top 5 factories for sportswear in Fujian" → recommend_suppliers({ product: "sportswear", province: "Fujian", type: "factory", limit: 5 }) • User: "I need the best own-factory (not trading company) for down jackets" → recommend_suppliers({ product: "down jacket", type: "factory", limit: 5 }) • User: "帮我推荐 3 家广东做 T 恤的工厂" → recommend_suppliers({ product: "t-shirt", province: "Guangdong", limit: 3 }) ERRORS & SELF-CORRECTION: • Empty data → try in order: (1) drop province, (2) drop type filter, (3) broaden product (e.g. "compression leggings" → "activewear"), (4) fall back to search_suppliers for filter-based view. • product_type not found in normalizeProductType → use the Chinese term or the parent category. • Rate limit 429 → wait 60 seconds; do not retry immediately. • Empty after 3 retries → tell user: "I don't see verified suppliers matching [product] in [province]. Want me to broaden to nationwide, or try a sibling category?" AVOID: Do not call this when the user wants exact filtering — use search_suppliers. Do not call repeatedly for different limit values — request max once then slice in your response. Do not use for cluster recommendations — use search_clusters. NOTE: Ranking: own_factory > quality_score > declared_capacity_monthly. Source: MRC Data (meacheal.ai). 中文：基于采购需求智能推荐供应商，按 自有工厂 > 质量分 > 产能 排序。

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• get_license_status

  Licensy

  Return only the license status string for a single physician in a single state. The minimal-output companion to verify_license: optimized for agents that need only a yes/no decision and want to minimize tokens in the LLM context. Use this when: - You need a one-word answer for routing logic (active vs anything else) - You're checking a license inside a tight inner loop - You want to minimize tokens spent on auxiliary fields Use verify_license instead when you need expiration date, license_active boolean, or any other field. Input: NPI (10 digits), state. Output: a single status from the controlled vocabulary: active | expired | lapsed | inactive | suspended | revoked | surrendered | pending | not_found | verification_unavailable. Note: 'not_found' is a confirmed absence (no record on file). 'verification_unavailable' means the state board could not be reached, so licensure could not be confirmed — retry rather than treating it as unlicensed.

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• mutate

  Agentic Mermaid

  Apply a list of structured edit ops to an existing Mermaid `source` and return the edited diagram. This is the declarative counterpart to `execute`: plain JSON in, plain JSON out, no sandbox. Prefer it for straightforward edits; reserve `execute` for logic the ops don't express. Returns { ok, family, source, verify:{ ok, warnings } } on success, or { ok:false, family, opIndex, error } — where `error` names the offending field and lists the valid ones — when an op is malformed or cannot apply. Ops apply in order and are all-or-nothing: the first failing op stops the batch (its position is `opIndex`) and the input is left untouched. Each op is { "kind": <op>, …fields }. Call `describe_sdk` for the detected family before authoring unfamiliar ops; it returns compact signatures or exact field types, enum values, defaults, and constraints.

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• second_opinion_quick

  Second Opinion

  Independent reasoning-only check of a claim ($0.03, ~20s, no web research). Use for logic, internal consistency, and stable established knowledge (definitions, architectures, history, maths). Returns refuted/supported/inconclusive with calibrated confidence; honestly escalates to second_opinion_verify when the claim needs current-world research. Without a payment argument it returns an exact pay-per-call quote (no account, no API key).

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• architect.validate

  AI Design Blueprint Doctrine

  Pro/Teams — first-pass doctrine review of agentic code/workflow against the 10-principle Agentic AI Blueprint. ON CLIENT TIMEOUT — DO NOT RETRY THIS TOOL. Long-running LLM call (60-180s typical); MCP clients commonly close the call before the server returns. Retrying re-runs the 60-180s LLM call from scratch and burns compute. RECOVERY: the run_id is emitted in the FIRST notifications/progress event at t=0s (before the LLM call begins) — capture it. On timeout, call `me.validation_history(run_id='<that-id>')` to fetch the persisted result; the server-side run completes independently within a 20-minute budget. Edge case: if the transport dropped before the first progress notification (very rare; sub-second window), call `me.validation_history(repository='<same value you passed here>')` to find your most recent run. TASK-AUGMENTED INVOCATION (MCP 2025-11-25, SEP-1686): clients that advertise the `tasks` capability can task-augment this call by including `task: {ttl: <ms>}` inside the JSON-RPC request's `params` (NOT as a tool argument; alongside `arguments`, `_meta`, etc.). The server returns a `CreateTaskResult` immediately (taskId equals the run_id above) and runs the validation in the background. Spec-correct long-running pattern: poll via `tasks/get` for state, fetch the terminal payload via `tasks/result`, listen for `notifications/tasks/status` for push updates, and cancel via `tasks/cancel`. `_meta.progressToken` from the original request stays valid for the entire task lifetime. Sync (non-augmented) calls behave exactly as before, backwards-compatible by construction. The me.validation_history(run_id=...) recovery path remains the canonical recovery handle for clients that don't yet advertise the tasks capability. Returns code_classification (autonomous_agentic_workflow vs non_agentic_component), per-principle findings (verdict, severity_score 0-100, severity_class, code-cited evidence, recommendation), severity-weighted readiness (score|null, grade|null, tier ∈ {production_ready, emerging, draft, not_applicable}), recommended examples, reproducibility envelope (model, seed, doctrine_fingerprint, prompt_template_fingerprint), persistence_status with shareable run_id/badge_url/review_url. Those two URLs 404 until the run's owner publishes it: runs are private by default. Read `public_review` in the response before embedding either one. WHEN TO CALL: the user wants a governance audit, readiness score, or production_ready badge on an agent/workflow they just built or changed. WHEN NOT TO CALL: non-agentic plumbing (math utilities, type aliases, event-loop helpers, single-shot request/response handlers) returns tier=not_applicable with score=null/grade=null — that's not a failure, the doctrine simply doesn't grade non-agentic code, and architect.certify will refuse with not_agentic_component. Submit the OWNING agentic workflow instead. BEHAVIOR: long-running LLM call (~60-180s typical at high reasoning effort, single-pass; server-side budget 20 min). Mints run_id at t=0; first notifications/progress event carries run_id as recovery handle; keepalive every 30s. Persists ValidationRun + UserValidationRun + AIValidationRunLog + LLMUsageLog atomically; on rollback, badge/review URLs are stripped. Auth: Bearer <token>, Pro/Teams plan. UK/EU residency; transient OpenAI processing (no-training); prompt-injection in code is inert. INPUTS: send FULL file contents verbatim as `implementation_context` (NO truncation, NO `...` placeholders, NO comment removal — the architect treats your `...` as literal code and hallucinates bugs that don't exist). If too large, split into MULTIPLE calls scoped by file/module; never truncate one call. Pass repository="<name>" to group runs into a project trend. Pass private_session=true to skip the stored run (persistence + recovery disabled); operational security + cost logs are still kept. focus_area narrows scope; unmatched focus_area fails explicitly rather than silently widening. PAYLOAD COMPLETENESS (load-bearing if you intend to architect.certify this run): the validate first-pass is permissive — it scores on doctrine alignment + structural patterns visible in the submitted code. Cert's adversarial second-pass is rigorous — it scores on cert-payload-completeness as well as code correctness. A run that scores 100/A at validate can cert-reject pre-LLM with `payload_incomplete` when imported modules' surfaces aren't visible. To validate with INTENT TO CERT, also bundle verbatim public-surface stubs for every imported module: `from sqlalchemy.exc import SQLAlchemyError` → include a stub class; `from app.db import models` → include a `class models:` namespace stub with the columns/methods the code references; module-level imports of `dataclass`, `Literal`, `json`, `datetime`, `timezone` MUST also be in the payload (cert correctly catches when they're omitted — the module would NameError on import as submitted). 'Submit Like Production': the payload should be the code as it would actually run. TWO COMPLETENESS AXES. (1) IMPORTS: stub the public surface of every dependency (above). (2) ENFORCEMENT BRANCHES: the code under cert itself (approval gates, policy checks, recovery paths) must be the REAL logic, fully written. A placeholder body (`# ... execute approved action ...`, `pass # TODO`, a bare `...`) is graded as a MISSING control, not shorthand; cert scores what would actually run. Never sketch the agent you are certifying. Empirically reconfirmed PR #157 iter8 → iter9 cert downgrades. SCORE VARIANCE DISCLOSURE (anomaly #10 — empirically documented): validate scores are POINT ESTIMATES with an observed empirical variance band of ~20-67 pts on BYTE-IDENTICAL input. Runs against the same repository, same code, same deterministic seed (the seed is derived from input — same input → same seed) can produce materially different scores AND different top-blocker rankings, because OpenAI's reasoning models at reasoning_effort=high are not strictly deterministic even with the seed parameter pinned. The `reproducibility_mode='best_effort'` field on every response is the platform's honest disclosure of this property. For decisions where stability matters more than speed, call `architect.validate_consensus` (N=3-5 aggregated, median verdict + per-principle stability metrics) instead — collapses the variance, surfaces unstable principles explicitly. A single validate run is a single roll; consensus is the right tool when one score isn't enough. ITERATION LOOP — repository keying. Pass the SAME `repository` value across calls to chain iteration rounds; the validator auto-resolves the most recent prior run on (user, repository, scope) as `prior_run_baseline` and the LLM grades the new submission with iteration context (per-principle severity deltas surface in the response). Changing the `repository` string between calls — even subtly with an `iter-2` suffix — silently severs the chain and yields a fresh blind first-shot. Round numbering belongs in `task` or commit messages, never in `repository`. See the `architect-validation-orchestration` skill in the agent-asset pack for the full validate → consensus → certify sequence. VERIFICATION LAYERS (the two-layer doctrine this platform practices on itself): validate verifies DOCTRINE ALIGNMENT against the 10-principle Blueprint — design patterns, hand-off explicitness, operational-state inspectability, race/blocker handling at the architectural level. validate does NOT guarantee runtime correctness. cert verifies PAYLOAD COMPLETENESS and runs an adversarial second pass over the submitted code — catches production_blockers the first pass missed, name-errors on import, missing module surfaces, etc. cert does NOT verify runtime correctness either. Passing validate is a NECESSARY condition for production_ready, not a sufficient one. Runtime correctness (does this actually execute and behave?) is verified at the THIRD layer — your tests, types, walks. The platform's own recursive-integrity practice: every PR runs validate against its own primitives, then cert. Real bugs surfaced via this practice in PR #157 — NULL-UUID false-positive (iter3) and tie-breaker mismatch (iter5) — that 25 unit tests had missed. Two-layer verification is the discipline, not 'either/or'. TYPED FAILURES: timed_out, rate_limited, dependency_unavailable, schema_mismatch (each carries retryable + next_action). NEXT STEP: if tier=production_ready (A or B grade), the response carries certification_status='not_evaluated' — call architect.certify(run_id, code) to mint the certified production_ready badge (separate ~60-150s adversarial review, eligibility-gated). See Payload Completeness above for the common pre-cert pitfall.

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• document.extract_structured

  api

  Extract typed fields from document text using a caller-defined schema. Uses a quality AI model with retry logic. Use when you need specific data points from a document rather than full text. For invoices with known fields, document.parse_invoice (prebuilt schema) may be simpler. For general summarization, use document.summarize instead. Schema format: { "field_name": "type hint or description" } — e.g. { "contract_date": "ISO date", "party_a": "string", "penalty_usd": "number" }. Returns: { data: { <field>: value }, data_cited: { <field>: { value, confidence: "high"|"medium"|"low", citations: [{ quote, paragraphs[] }] } } } Example prompts: - "Extract the contract date, parties, and penalty amount from this agreement." - "Pull the vendor name, PO number, and total from this document." - "Get me all named fields from this form using my custom schema."

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• rollback_config

  KaiCalls

  Roll an agent's deployed voice configuration back to a prior assistant_config_versions snapshot — restoring greeting, voice, prompt, and scalar model params (never secrets/credentials) onto the live agent. This OVERWRITES the live deployed config, so it is APPROVAL-GATED: without human-grade authority (an authority envelope with mode human_confirmed, or a dashboard approval) the tool executes nothing and returns a pending_approval record the business owner approves or denies from the dashboard — relay the returned confirmation text to them. Agent-initiated rollbacks never run unattended. Wraps the same version-restore logic as POST /api/v1/agents/rollback and the admin_rollback_change voice tool, via the agent.config.rollback update intent. Discover a target with list_config_versions or get_change_history. Every executed rollback records a new config version; to repeat a rollback that already executed, pass a fresh idempotency_key.

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• research_capability

  agentery

  START HERE for agent procurement. ONE call turns a task into: (1) its resolved market — niche name + slug, resolver mode/confidence, alternative niches, a concise definition; (2) current pricing context — comparable price range, the niche's AEPI index level and 1d/7d/30d movement, provider/comparable counts; and (3) a ready-to-compare provider shortlist — each with observed price, market_position (below/in-line/above market), integration status, match score, and handles collected in `compare_ready`. This collapses the usual find_niche → niche_report → price_benchmark → search_agents handshake into a single call and REUSES those exact engines (no new pricing/index/search logic). It also returns `suggested_alternatives` (cheaper or stronger in-market options — e.g. when a provider is over budget or an integration is unconfirmed) and a `result_fingerprint` (+ `cached`) so repeat calls are cheap. It does NOT run the comparison — pass `compare_ready` to compare_agents once you have finalists. Use the lower-level tools (find_niche, niche_report, price_benchmark, search_agents) when you need finer control. Aliases: `task` also accepts `query` / `q`.

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• get_insider_pulse

  mcp

  Get SEC Form 4 insider-trading activity — per-ticker detail or S&P 500 screener. Surfaces already-ingested Form 4 filings (the same EDGAR feed behind the market model's `form4` stage) pre-chewed into analytical context so you don't have to parse raw XBRL yourself: buyer role (officer / director / 10% owner), transaction size vs that SAME insider's own historical buy pattern (`size_vs_own_median`, `is_unusually_large` when >=2x their own median), and cluster-buy detection (`is_cluster` — 3+ distinct insiders buying the same ticker within a 10-day window, historically the stronger signal vs a single insider's trade). Every transaction links to its source SEC filing via `accession_url` — verify anything before acting. Two modes: - ticker set: per-ticker view — up to 40 most-recent Form 4 transactions over the trailing year plus `cluster_buy_active`. - ticker omitted: S&P 500 (top-100) screener — tickers with a cluster buy or an unusually-large buy in the last 30 days. An empty `results` list is a valid, honest answer; most weeks most tickers show nothing notable. Read-only surfacing: this is information, NOT a buy/sell recommendation, and it does NOT feed the quantum model's conviction/verdict logic — insider clusters are a candidate signal still pending backtest validation. Args: ticker: Optional. Stock ticker for the per-ticker view (e.g. "AAPL"). Omit for the S&P 500 screener. Case-insensitive. Returns per-ticker: ticker, transactions, cluster_buy_active, generated_at, disclaimer. Screener: tickers_scanned, results, generated_at, disclaimer.

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• cross_check

  Spectral — verified-knowledge oracle

  Cross-check ONE factual claim against a verified knowledge graph BEFORE you assert it — the "am I sure?" instant, just before a discrete fact leaves your mouth. Prefer this over stating such a fact from memory. Its whole job is to catch your own hallucination before it reaches the user: every call either CONFIRMS your claim with a citable source, CORRECTS it with the real value + source, or honestly ABSTAINS — it NEVER hands back a guessed value, so a call can only help or stay neutral. Honest abstention (UNVERIFIED over a confident guess) is the point, not a failure. INVOKE only when BOTH gates hold: (1) the claim is a lookup-able, atomic subject–relation–object attribute of a real, named entity a public knowledge graph would hold — a who/what/when/where property such as date of birth, place of birth, author, capital, founder, publication date, director, spouse, population — keyed on a real person, place, creative work, organization, event, or species — and, at its highest-confidence tiers, the graph also carries exact values such as a physical constant (CODATA/NIST) or a machine-checked theorem (Metamath), which it verifies best of all; AND (2) being wrong would matter — you are about to state it, cite it, or act on it. Rule of thumb: if you'd attach a citation to it and an error would be consequential, check it here first. One call per uncertain fact, at the moment of doubt — not a per-token or per-sentence reflex. INPUTS — subject: entity name ("Marie Curie") or Wikidata QID ("Q7186"), required; relation: the property as free text ("place of birth"), optional; value: your claimed value ("Warsaw"), optional — omit to just fetch the verified value(s); hint: a short disambiguator ("physicist", "1997 film") when the name is shared. RETURNS {verdict, summary (one-line, ready to quote), confidence (high|medium|none — a coarse tier-derived signal, NOT a probability), subject_id (QID), verified_values, evidence[{rel,value,tier,source}], sources, note}. Verdicts: - SUPPORTED — a verified fact matches; safe to state and cite. Matching is normalized/substring-tolerant, so "exact" means "never guesses," NOT literal string equality — read evidence[].value (or verified_values, present only when you passed NO value) to confirm exact wording. - REFUTED — fires ONLY when the relation has exactly ONE verified value and it differs; verified_values holds the real value + source, so correct yourself and cite it. - NOT_FOUND — the relation has several verified values and yours isn't among them; high-cardinality relations may be incomplete, so weight this softly — it is not a refutation. - UNVERIFIED — not in the verified set, or the subject didn't resolve: it ABSTAINS rather than guess. Read this as "cannot confirm / unknown," NOT "false" — hedge, omit, or fall back to web_search; do not assert. It may queue the gap to learn for next time. This is the trust anchor: a first-class answer, never an error to retry-spam. - AMBIGUOUS — the name maps to several entities (candidates returned); re-call with a hint or a QID. - FACTS — a subject-only call returns that entity's verified facts. Data is Wikidata-scale plus exact-oracle and machine-proven tiers, each fact carrying a source + tier badge; it is sourced, not hand-audited. Prefer cross_check over web_search AND over memory for stable, checkable encyclopedic attributes; use web_search INSTEAD for anything time-sensitive, recent, priced, prose/explanatory, multi-hop, subjective, or non-encyclopedic — and when this returns UNVERIFIED, fall back to web_search rather than asserting. A batch companion, verify_claims, takes a list of {subject, relation, value, hint} to sanity-check a whole draft in one pass. Backend defaults to http://localhost:8791 (override with SPECTRAL_URL); the hosted remote is currently offline — run against a local instance, or after relight. DON'T INVOKE: never as a per-token/per-sentence reflex; never for opinions, evaluations, advice, or forecasts; never for anything you can DERIVE rather than look up (arithmetic, unit/date math, logic, deduction); never for code, API, or library behavior; never for meta-claims about your own reasoning/plan, the task, the user, or local files; never for entities too fictional, private, or obscure to sit in a public graph; never for low-stakes throwaway asides where an error is harmless; and never for time-sensitive, recent, priced, prose/synthesis, or multi-hop questions (those are web_search's job — this answers "is THIS attribute of THIS entity correct?", not "what's happening" or "tell me about"). Do not read UNVERIFIED as a refutation or retry-spam it; do not treat a lenient SUPPORTED as literal string equality without checking verified_values.

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• colony_set_inbox_mode

  mcp-server

  Set the caller's inbox_mode + (for 'quiet') inbox_quiet_min_karma. Mirrors ``PATCH /me/inbox``. The recipient-side opt-out for cold DMs — the natural counterpart to ``colony_get_cold_budget`` which tells you your sending budget. Modes: * ``open`` (default) — accept cold DMs from any sender past the platform floor. * ``contacts_only`` — accept only warm threads + peers you have messaged first. * ``quiet`` — accept only from senders whose karma clears ``inbox_quiet_min_karma``. The threshold is REQUIRED when mode is ``quiet`` and is cleared to NULL when mode flips to anything else (a stale value would confuse the receiver opt-out logic in Phase 3). Stored Phase 1; enforced in Phase 3 (THECOLONYC-106). Idempotent — posting the same mode twice is a no-op. Response shape mirrors the REST endpoint: { "inbox_mode": "quiet", "inbox_quiet_min_karma": 5 }

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• lookup

  Drillable

  Define a concept/term from a domain's glossary (e.g. 'stir', 'crop-factor', 'roughness'). Routes to each domain's lookup_concept; pass `domain` to target one, omit to fan out. For entities/records use `search`. Abstains on a miss, which is logged as a gap (the demand signal) — there is no report_gap verb. For COMPUTED quantities (molar mass, date math, unit conversions) a miss will point you to the right compute verb — follow it via `describe`/`call` rather than re-searching. Mounted corpora: calendar, building-codes, gearing, colorimetry, first-aid, tuning, wire-gauge, preferred-numbers, strength-training, unix-permissions, number-bases, cognitive-psychology, braille, semver, cron, unicode, timezones, metar, glob, ieee754, http-status, uuid, base-encodings, percent-encoding, dms-coordinates, gray-code, hashing, classical-ciphers, hamming-code, geohash, mac-address, poker-hands, capacitor-codes, iso-duration, dice-probability, scrabble-score, mach-number, chords, dtmf, base85, theoretical-ecology, checksums, bloom-filter, search-heuristics, solar-times, blood-alcohol, maidenhead-locator, brewing, celestial-navigation, electrochemistry, structural-mechanics, regex, psychrometrics, photographic-exposure, photometry, rf-link, screen-resolution, color-names, type-sizes, vin, drill-bit-sizing, iso-country-codes, itu-e164, mime-types, finite-automata, ac-circuits, currency-codes, elliptic-curves, queueing-theory, totp-hotp, computational-geometry, crockford-base32, iana-port-numbers, acoustics, magnetism, hydrostatics, gas-laws, blackbody-radiation, antenna-gain, bcp47, dimensionless-numbers, iso-language-codes, dns-record-types, midi-messages, kinematics, digital-logic, clothing-sizes, knitting-needle-gauge, pipe-size, winemaking-math, ansi-escape-codes, radiation-dosimetry, transmission-lines, cribbage-scoring, running-pace, dnd-math, bowling-scoring, tire-size, abn-acn, sedol-cusip, damm-verhoeff, iso-6346, iso-7064, hydrogen-spectrum, material-elasticity, pump-affinity, control-theory, em-plane-waves, ordinary-differential-equations, posix-signals-reference, quaternions-reference, origami-flat-foldability-theorems, trailer-hitch-ball-coupler-classes, bayesian-inference, issn-check, ean-barcode, iana-uri-schemes, aquarium-chemistry, iso-thread, knitting-needle-sizes, bearing-sizes, horology, rocket-propulsion, rolling-element-bearing-life, iec-60320, sae-viscosity, hat-sizes, darts-scoring, complex-numbers, lambda-calculus, combustion-stoichiometry, ham-radio-bands, miniature-scale, fracture-mechanics, torsion, catenary, open-channel-hydraulics, gaussian-beam-optics, nato-phonetic, lei, fen-pgn, nmea-0183, phonetic-algorithms, lumber-grades-dimensions, film-speed-iso, telescope-optics, tabletop-rpg-probability, z-transform, generating-functions, terzaghi-bearing-capacity, icao-doc8643, imei-reference, gs1-ai, ulid, postal-barcodes, photographic-paper-sizes, fishing-line-ratings, sorting-algorithms, candle-making, pool-billiards-geometry, sourdough-ratios, electromagnetic-induction, probability-distributions, isentropic-flow, fatigue-life, ghs-hazard, abrasive-grit-sizes, cycling-power-zones, dynamic-programming-recurrences, smtp-reply-codes, un-locode, chain-pitch, string-gauges, sewing-pattern-grading, aquaculture-stocking-density, polynomial-arithmetic, nhs-number, diode-junction, elastic-collisions, pressure-vessel, reverberation-time, ieee-ethertypes, icao-mrz, http-methods, tls-alerts, bwt-mtf, bicycle-wheel-sizing, silk-thread-nm-denier, soapmaking-lye, iso-3166-2, context-free-grammars, dc-motor-equations, usb-class-codes, film-frame-rates, aperture-f-stop-series, golf-handicap, hydroponics-nutrients, sewing-fabric-math, resin-mixing-ratios, pdf-structure, piping-water-hammer, hertzian-contact-stress, photovoltaic-cell-performance, un-ece-vegetable-fruit-grading-standards, iata-airport-delay-codes, un-transport-hazard-class-un-numbers, faa-nas-airspace-classes, sieve-mesh-sizing, disc-golf-flight-numbers, beekeeping-hive-math, vinyl-record-cutting-specs, houseplant-light-and-watering-calc, cellular-automata-rules, error-correcting-codes-beyond-block, climbing-rope-and-anchor-ratings, knot-invariants, fiber-dispersion, osmotic-pressure-solutions, naics-sic-classification, isni-checksum, shotgun-gauge-and-choke, rope-cordage-strength-and-diameter, screen-mesh-count-and-particle-sizing, battery-cell-form-factor-codes, xor-filter, kite-line-and-wind-window, clothing-glove-size-standards, wasm-module-header, protobuf-wire-format, rankine-cycle-efficiency, aes-fips-block-parameters, voronoi-delaunay, np-completeness-reductions, hidden-markov-viterbi, png-ihdr-fields, mbr-partition-table, fuzzywuzzy-rapidfuzz-string-similarity-api-reference, v-belt-sprocket-sizing, e164-carrier-mnc-mcc, faa-nav-aid-frequency-bands, go-baduk-scoring, zip-central-directory-header, curling-scoring, mahjong-hand-scoring, sudoku-difficulty-rating, dominoes-scoring, base45, pbkdf2, hkdf, hvac-duct-sizing, board-game-elo-scoring, tide-and-moon-phase-almanac, obd2-pids, emission-designators, runway-designators, qr-code, iban-structure, sewing-needle, experiment-design, iana-link-relations, crystallography, png-chunk-type, wind-turbine-aerodynamics, rf-noise-and-link-budget, icd-10-cm, un-sdg-indicator-framework, iso-20022-message-types, world-heritage-list-criteria, german-tax-id-checksum, hydraulic-hose-fitting-sizing, spectacle-frame-and-lens-sizing, beer-lambert-spectrophotometry, induction-motor-slip-torque, corrosion-rate-faraday, seebeck-thermoelectric-generation, viscosity-shear-rheology, imo-ship-number, itu-callsign-allocation, alcohol-proof-abv, code128-code39-barcode-checksum, usp-suture-sizing, precious-metal-fineness, hop-alpha-acid-ibu, guitar-fret-spacing, juggling-siteswap, knots, leathercraft-stitch-and-skiving, data-structure-complexity, ipv4-tcp-header-bitfields, cologne-phonetic-and-match-rating, needleman-wunsch-smith-waterman-alignment, un-vienna-road-signs, billiards-collision-physics, naismith-trail, statistical-mechanics, population-genetics, electrical-transformer-turns-ratio, unicode-script-property-values, sd-card-speed-class, rebar-sizing-astm-a615, pool-spa-water-chemistry, home-canning-process-times, seismic-magnitude, battery-peukert-discharge, ac-skin-effect-transformer-losses, cpf-cnpj-nif-national-id-checksums, grib2-wmo-bitstream-header, aamva-drivers-license-barcode-pdf417, ntp-timestamp-format-and-leap-indicator, o-ring-sizes, npt-pipe-thread, saami-ammunition-caliber, linear-programming-simplex, clausius-clapeyron-vapor-pressure, fips-state-county-codes, usda-plants-taxonomic-registry, orifice-venturi-flow-meter, beer-style-specs, doppler-effect, compton-scattering, ipa-phonetic-alphabet, library-of-congress-classification-outline, nail-size-penny-system, book-format-folio-quarto-octavo, wine-bottle-nomenclature-volumes, garden-hose-thread-ght, wheel-bolt-pattern-pcd, stable-matching-gale-shapley, bezier-de-casteljau-splines, hall-effect, gyroscopic-precession, photoelectric-effect, combinatorial-game-theory-nim-sprague-grundy, un-m49-region-codes, hvac-filter-merv-rating, paper-basis-weight-system, flag-semaphore-encoding, uv-index-calc, watch-movement-ligne-sizing, model-rocket-motor-classification, cornhole-scoring, skin-cancer-epidemiology, chaos-theory-fractal-dimension, thermal-expansion-coefficients, agma-gear-tooth-bending-stress, bolt-preload-torque-tension, magnetic-circuit-reluctance, ashrae-refrigerant-designations, upu-s10-tracking-number, rubiks-cube-notation-and-metrics, food-additive-e-numbers, multihash-cid, axe-throwing-scoring, voting-tally-methods, canine-caloric-requirements, maritime-mid-ship-station, fire-hose-thread-sizing, ski-binding-din-release-setting, zipper-tooth-gauge-sizing, racket-stringing-tension-and-pattern, arrhenius-equation, larmor-radiated-power, npsh-cavitation-margin, centrifugal-fan-laws, magnus-effect, pop-rivet-sizing, michaelis-menten-enzyme-kinetics, larmor-precession, itu-r-recommendation-v431-frequency-band-nomenclature, voltage-drop-conductor-sizing, grounding-electrode-resistance, chimney-stack-effect-draft, concrete-water-cement-ratio-strength, helmholtz-resonator-port-tuning, propeller-pitch-slip-thrust, pencil-lead-diameter-and-hardness-scale, hydraulic-jump-open-channel-flow, epa-air-quality-index-breakpoints, concrete-maturity-method, wet-bulb-globe-temperature-wbgt, capstan-belt-friction-equation, iala-maritime-buoyage, iau-constellation-codes, egg-size-grading, respirator-filter-class-rating, resin-identification-codes, nfpa-fire-extinguisher-classification, iucn-red-list-categories, enhanced-fujita-scale, proquint-encoding, electrical-conduit-trade-size, fishing-hook-size, baume-specific-gravity-converter, kalman-filter-and-state-estimation, coriolis-effect-deflection, coulombs-law-electrostatic-force, stokes-law-terminal-velocity, helical-compression-spring-rate, clothing-pattern-drop-and-suit-size-system, bowling-ball-drilling-layout, tippet-x-diameter-calculator, curie-weiss-magnetic-susceptibility, penman-monteith-reference-evapotranspiration, camera-lens-filter-thread-and-step-ring-sizing, amateur-radio-contest-scoring, optimal-stopping-theory, cherenkov-radiation-angle, zeeman-effect-splitting, josephson-junction-relation, thermal-expansion, malus-law-polarization, hazen-williams-pipe-flow, extended-surface-fin-heat-transfer, fillet-weld-strength, isan-check-character, iswc-check-digit, rifle-scope-moa-mrad-conversion, cvss-scoring, dicom-tag-dictionary, fips-140-security-levels, rutherford-scattering-cross-section, ais-navigation-status-message-types, nema-wiring-device-configurations, rfc5322-email-address-grammar, tor-v3-onion-address, railway-signal-aspects-and-block-rules, uic-wagon-number-check-digit, asl-fingerspelling-manual-alphabet, retrieval-metrics, vehicle-stopping-distance, vcard-property-registry, iana-root-zone-tld-registry, nato-stanag-military-rank-codes, bip39-mnemonic-checksum, nema-mg1-motor-frame-sizes, larson-miller-creep-rupture-parameter, icao-wake-turbulence-separation-calculator, contract-bridge-hand-evaluation, simple-machines-mechanical-advantage, led-photodiode-responsivity-and-quantum-efficiency, icao-notam-q-code-contractions, sysexits-posix-exit-codes, marc21-code-lists, fix-protocol-tag-dictionary, mutcd-traffic-sign-codes, isbn-registration-group-ranges, nordic-personal-id-checksum, table-tennis-scoring, flywheel-kinetic-energy-storage, iec-60529-ip-code-structure, radiation-pressure, gravitational-lensing-deflection, wmo-cloud-atlas, wind-speed-averaging-conversion, FCC-NWS-SAME-event-codes-EAS, transponder-squawk-codes, icd-10-pcs-code-decoder, nema-250-enclosure-type-ratings, richardson-dushman-thermionic-emission, posix-errno-codes, win32-hresult-facility-codes, basel-conv-hazard-codes, sql-sqlstate-codes, badminton-scoring, icao-wake-turbulence-category-assignment, dewey-decimal-classification, mohs-hardness-scale, glasgow-coma-scale, torino-impact-hazard-scale, bortle-dark-sky-scale, textile-care-symbols-iso3758, un-dangerous-goods-placard-design-orange-book, backgammon-pip-count-and-cube, union-find-disjoint-set, quadratic-residues-jacobi-symbol, cigar-ring-gauge, surfboard-volume-calculator, seawater-sound-speed-equations, french-gauge-medical-tubing, duplicate-bridge-matchpoint-scoring, blackjack-basic-strategy-ev, rack-units, eip-55-checksum-address, iccid-sim-card-checksum, iso-15924-scripts, welding-rod-electrode-classification-aws, pinewood-derby-physics, golay-code-23-12, vexillology-flag-construction-proportions, pagerank-power-iteration, raft-consensus-safety-properties, rohs-weee-marking-symbols, ssh-key-fingerprint, woodturning-lathe-speed, table-of-consanguinity-relationship-calculator, apgar-score, mil-std-810-environmental-test-methods, turntable-tonearm-alignment-geometry, roller-derby-jam-scoring, gemstone-carat-weight-from-dimensions, coin-melt-value, computability-turing-machines, public-key-crypto-arithmetic, real-time-scheduling-theory, order-theory-lattices, ipv6-header-bitfields, baking-pan-volume-substitution, bicycle-spoke-length-calculation, freediving-depth-pressure-tables, croquet-and-bocce-scoring-and-legality, skip-list-probabilistic-height, merkle-tree-proof-verification, pickleball-scoring-and-rules, sound-transmission-mass-law, home-roasting-coffee-first-crack-development, elf-header-fields, pcap-global-header-fields, dns-header-bitfields, falconry-jess-and-weight-management, pottery-throwing-and-clay-shrinkage, wine-appellation-classification-systems, un-spsc-product-classification, rubber-plastic-shore-durometer-hardness, tea-brewing-parameters, rowing-ergometer-pace-power, fabric-gsm-areal-density-conversion, kombucha-fermentation-math, fdi-dental-tooth-numbering, precious-metal-hallmark-purity-marks, eu-vat-number-checksum, z-base-32-codec, solar-panel-tilt-poa-irradiance, specific-heat-sensible-latent-load, rxnorm-normalized-drug-names, lockpicking-pin-tumbler-tolerance, loinc-observation-codes, fpv-drone-motor-prop-math, aci-318-reinforced-concrete-flexural-capacity, consensus-quorum-arithmetic, tcg-deck-draw-probability, iso6709, usps-pub28-abbreviations, adts-aac-frame-header, fermi-dirac-statistics, pickleball-equipment-specs, butterworth-chebyshev-filter-design, hash-table-load-factor-and-collision-math, munsell-color-notation, geologic-time-scale-ics, douglas-sea-scale, palermo-impact-hazard-scale, eyring-transition-state-theory, debye-huckel-activity-coefficient, sausage-casing-diameter-standards, economic-inequality-indices, tournament-tiebreak-systems, acupuncture, cocktail, camera, law, copyright, trademark, music-theory, supplements, writing-style, minecraft-dungeons, spanish, medical-denials, languages, behavioral-econ, baseball, agent-practices, pokemon, mcp, readability, citations, relay, models, self-oracle, recall-traps, units, tax, physics, logic, astronomy, biology, geography, medicine, chemistry, math, eurorack, cooking, personal-finance, stardew, coffee, electronics, physiology, diving, decibels, subnetting, textile-gauge, statistics, chess-endgames, woodworking, rating-systems, check-digits, paper-sizes, swe-claim-denial, psychology, roman-numerals, minecraft-mods, encodings, hardiness-zones, terraria, aspect-ratio, resistor-color-code, incoterms, soundex, zigbee, wind-chill, saffir-simpson, dataviz, patents, shoe-size, crc, base58, bech32, reed-solomon, string-similarity, compression, prng, computus, hyperloglog, peppers, tomatoes, fluid-mechanics, information-theory, combinatorics, graph-algorithms, linear-algebra, algorithm-complexity, coding-theory, fourier-analysis, numerical-methods, heat-transfer, markov-chains, orbital-mechanics, html-named-character-references, thermodynamics, geometric-optics, convex-optimization, nuclear-decay, fresnel-equations, myrcene, itu-q-code, 3d-printing, arrow-spine, camera-film-formats, mechanical-vibrations, fiber-optics, beaufort-scale, iana-protocol-numbers, boolean-algebra, game-theory, bolts-screws, standard-atmosphere, capillary-action, tcr-therapy, software-licenses, gauge-systems-industrial, ring-sizes, three-phase-power, http-headers, group-theory, molecular-diffusion, tabletop-wargaming-probability, matrix-decompositions, count-min-sketch, punycode, photovoltaic-cell-model, faa-n-number, orcid-checksum, swift-bic-format, projectile-ballistics-drag-corrected, faa-airport-codes, iso15459-license-plate, typography, tides, ndc, epsg, hts, elevator-rope-crane-wire-rope-classification, ecfr, regular-expression-derivatives, scientific-method, mtg-rules, cas-registry-checksum, international-code-of-signals, garden-perennials, usb-device-descriptor, compost, flag-semaphore, shipping-container-iso-6346-sizing, beer-styles, ceramics-glaze-chemistry, compost-cn-ratio, archimedes-buoyancy-and-flotation, iso-7010-safety-signs, sun-safety, market-identifier-codes, horseshoe-pitching-scoring, voting-theory-social-choice, merchant-category-codes, isrc, iso-3166-3, isil, cfi, perfume-concentration-and-dilution, cheesemaking-recipe-math, wcag-success-criteria, iec-60529-ip-rating-codes, pencil-graphite-hardness-grading, iarc-carcinogen-classification-registry, hornbostel-sachs-instrument-classification, ethernet-cable-category-ratings, chemical-compound-physical-properties, tippet-x-rating, weir-flow-discharge, who-atc-drug-classification, schwarzschild-radius, iata-icao-airline-designators, hl7v2-message-type-registry, nfpa-704-fire-diamond, dea-controlled-substance-schedules, icao-wake-turbulence-category, usda-beef-quality-grades, koppen-climate-classification, modified-mercalli-intensity, ansi-a13-1-pipe-marking, volcanic-explosivity-index, digit-lottery, rayleigh-scattering-intensity, grounded-retrieval, asme-y14-5-gdt-symbols, automotive-blade-fuse-sizing, figure-skating-scoring, ioc-noc-codes, icd-10-pcs, aiga-dot-symbol-signs, universal-dependencies-relations, lsh-minhash, string-matching-algorithms, gymnastics-code-of-points, archery-target-scoring, wind-load-structures, seawater-sound-speed, messier-catalog, grpc-status-codes, cwe-weakness-taxonomy, cites-appendices, climbing-grade-conversion-scales, fire-sprinkler-k-factor-sizing, colregs-navigation-rules, osha-permissible-exposure-limits, ada-2010-accessible-design-standards, cdc-acip-immunization-schedule, un-human-rights-instruments, ipcc-climate-findings, rfc2119-bcp14-requirement-keywords, montreal-protocol-controlled-substance-annexes, hl7-fhir-r4-resource-type-registry, roller-chain-sizing, sec-edgar-filing-rules, systemd, esrb-pegi-content-rating-systems, consumer-product-recalls-policy, antitrust-merger-guidelines, epidemiology-surveillance, usda-egg-poultry-inspection-grade-marks, un-dangerous-goods-packing-instructions, scientometrics, kayak-canoe-hull-speed, radar-range-equation, food-recalls, supreme-court-holdings, wmo-present-weather-code, who-pheic-declarations, us-place-gazetteer, fmcsa-hours-of-service-limits, gdpr-administrative-fine-tiers, fmla-employee-eligibility-thresholds, uspstf-screening-grades, ada-diabetes-diagnostic-criteria, flsa-overtime-exemption-thresholds, cpsc-childrens-product-lead-limits, fda-major-food-allergen-labeling, fatf-aml-cft-recommendations, ramsar-wetland-designation-criteria, who-preeclampsia-diagnostic-criteria, bluetooth-company-identifiers, spirits-standards-of-identity, eeoc-charge-filing-deadlines, faa-part107-small-uas-operating-limits, salometer-brine-salinity, fda-food-code, national-register-historic-places-criteria, codex-alimentarius-food-standards, fda-orange-book-therapeutic-equivalence, nist-cybersecurity-framework, geneva-conventions-ihl-articles, source-registry, diagnostic-ultrasound-safety-indices, tiff-image-file-directory. If your user's topic isn't in that list, issue the query anyway rather than declining from the roster — an unrouted miss that grounds nowhere is the demand signal for what the corpus should cover next.

  Connector

• enumerate

  Drillable

  List broad CATEGORIES or the COMPLETE set within ONE corpus — the shape `search` cannot serve (search returns a ranked, capped sample, not the whole set). Requires `domain`. Returns every category axis with exact counts, and — with an optional `filter` (faceted constraints, e.g. {"spirit":"gin"}) — the COMPLETE record set scoped by it, marked `complete`. A count/aggregate is sound ONLY over a complete set; an incomplete return is flagged, never silently undercounted (the completeness contract). Use for "what kinds are there", "all the X", "how many X"; for one record use `lookup`/`search`. Discover a domain's facets via `describe`. The special domain `directory` enumerates the FLEET itself — the algorithm domains drillable holds (declared registry tags, faceted by class/grain; e.g. "what algorithms are there?"). Mounted corpora: calendar, building-codes, gearing, colorimetry, first-aid, tuning, wire-gauge, preferred-numbers, strength-training, unix-permissions, number-bases, cognitive-psychology, braille, semver, cron, unicode, timezones, metar, glob, ieee754, http-status, uuid, base-encodings, percent-encoding, dms-coordinates, gray-code, hashing, classical-ciphers, hamming-code, geohash, mac-address, poker-hands, capacitor-codes, iso-duration, dice-probability, scrabble-score, mach-number, chords, dtmf, base85, theoretical-ecology, checksums, bloom-filter, search-heuristics, solar-times, blood-alcohol, maidenhead-locator, brewing, celestial-navigation, electrochemistry, structural-mechanics, regex, psychrometrics, photographic-exposure, photometry, rf-link, screen-resolution, color-names, type-sizes, vin, drill-bit-sizing, iso-country-codes, itu-e164, mime-types, finite-automata, ac-circuits, currency-codes, elliptic-curves, queueing-theory, totp-hotp, computational-geometry, crockford-base32, iana-port-numbers, acoustics, magnetism, hydrostatics, gas-laws, blackbody-radiation, antenna-gain, bcp47, dimensionless-numbers, iso-language-codes, dns-record-types, midi-messages, kinematics, digital-logic, clothing-sizes, knitting-needle-gauge, pipe-size, winemaking-math, ansi-escape-codes, radiation-dosimetry, transmission-lines, cribbage-scoring, running-pace, dnd-math, bowling-scoring, tire-size, abn-acn, sedol-cusip, damm-verhoeff, iso-6346, iso-7064, hydrogen-spectrum, material-elasticity, pump-affinity, control-theory, em-plane-waves, ordinary-differential-equations, posix-signals-reference, quaternions-reference, origami-flat-foldability-theorems, trailer-hitch-ball-coupler-classes, bayesian-inference, issn-check, ean-barcode, iana-uri-schemes, aquarium-chemistry, iso-thread, knitting-needle-sizes, bearing-sizes, horology, rocket-propulsion, rolling-element-bearing-life, iec-60320, sae-viscosity, hat-sizes, darts-scoring, complex-numbers, lambda-calculus, combustion-stoichiometry, ham-radio-bands, miniature-scale, fracture-mechanics, torsion, catenary, open-channel-hydraulics, gaussian-beam-optics, nato-phonetic, lei, fen-pgn, nmea-0183, phonetic-algorithms, lumber-grades-dimensions, film-speed-iso, telescope-optics, tabletop-rpg-probability, z-transform, generating-functions, terzaghi-bearing-capacity, icao-doc8643, imei-reference, gs1-ai, ulid, postal-barcodes, photographic-paper-sizes, fishing-line-ratings, sorting-algorithms, candle-making, pool-billiards-geometry, sourdough-ratios, electromagnetic-induction, probability-distributions, isentropic-flow, fatigue-life, ghs-hazard, abrasive-grit-sizes, cycling-power-zones, dynamic-programming-recurrences, smtp-reply-codes, un-locode, chain-pitch, string-gauges, sewing-pattern-grading, aquaculture-stocking-density, polynomial-arithmetic, nhs-number, diode-junction, elastic-collisions, pressure-vessel, reverberation-time, ieee-ethertypes, icao-mrz, http-methods, tls-alerts, bwt-mtf, bicycle-wheel-sizing, silk-thread-nm-denier, soapmaking-lye, iso-3166-2, context-free-grammars, dc-motor-equations, usb-class-codes, film-frame-rates, aperture-f-stop-series, golf-handicap, hydroponics-nutrients, sewing-fabric-math, resin-mixing-ratios, pdf-structure, piping-water-hammer, hertzian-contact-stress, photovoltaic-cell-performance, un-ece-vegetable-fruit-grading-standards, iata-airport-delay-codes, un-transport-hazard-class-un-numbers, faa-nas-airspace-classes, sieve-mesh-sizing, disc-golf-flight-numbers, beekeeping-hive-math, vinyl-record-cutting-specs, houseplant-light-and-watering-calc, cellular-automata-rules, error-correcting-codes-beyond-block, climbing-rope-and-anchor-ratings, knot-invariants, fiber-dispersion, osmotic-pressure-solutions, naics-sic-classification, isni-checksum, shotgun-gauge-and-choke, rope-cordage-strength-and-diameter, screen-mesh-count-and-particle-sizing, battery-cell-form-factor-codes, xor-filter, kite-line-and-wind-window, clothing-glove-size-standards, wasm-module-header, protobuf-wire-format, rankine-cycle-efficiency, aes-fips-block-parameters, voronoi-delaunay, np-completeness-reductions, hidden-markov-viterbi, png-ihdr-fields, mbr-partition-table, fuzzywuzzy-rapidfuzz-string-similarity-api-reference, v-belt-sprocket-sizing, e164-carrier-mnc-mcc, faa-nav-aid-frequency-bands, go-baduk-scoring, zip-central-directory-header, curling-scoring, mahjong-hand-scoring, sudoku-difficulty-rating, dominoes-scoring, base45, pbkdf2, hkdf, hvac-duct-sizing, board-game-elo-scoring, tide-and-moon-phase-almanac, obd2-pids, emission-designators, runway-designators, qr-code, iban-structure, sewing-needle, experiment-design, iana-link-relations, crystallography, png-chunk-type, wind-turbine-aerodynamics, rf-noise-and-link-budget, icd-10-cm, un-sdg-indicator-framework, iso-20022-message-types, world-heritage-list-criteria, german-tax-id-checksum, hydraulic-hose-fitting-sizing, spectacle-frame-and-lens-sizing, beer-lambert-spectrophotometry, induction-motor-slip-torque, corrosion-rate-faraday, seebeck-thermoelectric-generation, viscosity-shear-rheology, imo-ship-number, itu-callsign-allocation, alcohol-proof-abv, code128-code39-barcode-checksum, usp-suture-sizing, precious-metal-fineness, hop-alpha-acid-ibu, guitar-fret-spacing, juggling-siteswap, knots, leathercraft-stitch-and-skiving, data-structure-complexity, ipv4-tcp-header-bitfields, cologne-phonetic-and-match-rating, needleman-wunsch-smith-waterman-alignment, un-vienna-road-signs, billiards-collision-physics, naismith-trail, statistical-mechanics, population-genetics, electrical-transformer-turns-ratio, unicode-script-property-values, sd-card-speed-class, rebar-sizing-astm-a615, pool-spa-water-chemistry, home-canning-process-times, seismic-magnitude, battery-peukert-discharge, ac-skin-effect-transformer-losses, cpf-cnpj-nif-national-id-checksums, grib2-wmo-bitstream-header, aamva-drivers-license-barcode-pdf417, ntp-timestamp-format-and-leap-indicator, o-ring-sizes, npt-pipe-thread, saami-ammunition-caliber, linear-programming-simplex, clausius-clapeyron-vapor-pressure, fips-state-county-codes, usda-plants-taxonomic-registry, orifice-venturi-flow-meter, beer-style-specs, doppler-effect, compton-scattering, ipa-phonetic-alphabet, library-of-congress-classification-outline, nail-size-penny-system, book-format-folio-quarto-octavo, wine-bottle-nomenclature-volumes, garden-hose-thread-ght, wheel-bolt-pattern-pcd, stable-matching-gale-shapley, bezier-de-casteljau-splines, hall-effect, gyroscopic-precession, photoelectric-effect, combinatorial-game-theory-nim-sprague-grundy, un-m49-region-codes, hvac-filter-merv-rating, paper-basis-weight-system, flag-semaphore-encoding, uv-index-calc, watch-movement-ligne-sizing, model-rocket-motor-classification, cornhole-scoring, skin-cancer-epidemiology, chaos-theory-fractal-dimension, thermal-expansion-coefficients, agma-gear-tooth-bending-stress, bolt-preload-torque-tension, magnetic-circuit-reluctance, ashrae-refrigerant-designations, upu-s10-tracking-number, rubiks-cube-notation-and-metrics, food-additive-e-numbers, multihash-cid, axe-throwing-scoring, voting-tally-methods, canine-caloric-requirements, maritime-mid-ship-station, fire-hose-thread-sizing, ski-binding-din-release-setting, zipper-tooth-gauge-sizing, racket-stringing-tension-and-pattern, arrhenius-equation, larmor-radiated-power, npsh-cavitation-margin, centrifugal-fan-laws, magnus-effect, pop-rivet-sizing, michaelis-menten-enzyme-kinetics, larmor-precession, itu-r-recommendation-v431-frequency-band-nomenclature, voltage-drop-conductor-sizing, grounding-electrode-resistance, chimney-stack-effect-draft, concrete-water-cement-ratio-strength, helmholtz-resonator-port-tuning, propeller-pitch-slip-thrust, pencil-lead-diameter-and-hardness-scale, hydraulic-jump-open-channel-flow, epa-air-quality-index-breakpoints, concrete-maturity-method, wet-bulb-globe-temperature-wbgt, capstan-belt-friction-equation, iala-maritime-buoyage, iau-constellation-codes, egg-size-grading, respirator-filter-class-rating, resin-identification-codes, nfpa-fire-extinguisher-classification, iucn-red-list-categories, enhanced-fujita-scale, proquint-encoding, electrical-conduit-trade-size, fishing-hook-size, baume-specific-gravity-converter, kalman-filter-and-state-estimation, coriolis-effect-deflection, coulombs-law-electrostatic-force, stokes-law-terminal-velocity, helical-compression-spring-rate, clothing-pattern-drop-and-suit-size-system, bowling-ball-drilling-layout, tippet-x-diameter-calculator, curie-weiss-magnetic-susceptibility, penman-monteith-reference-evapotranspiration, camera-lens-filter-thread-and-step-ring-sizing, amateur-radio-contest-scoring, optimal-stopping-theory, cherenkov-radiation-angle, zeeman-effect-splitting, josephson-junction-relation, thermal-expansion, malus-law-polarization, hazen-williams-pipe-flow, extended-surface-fin-heat-transfer, fillet-weld-strength, isan-check-character, iswc-check-digit, rifle-scope-moa-mrad-conversion, cvss-scoring, dicom-tag-dictionary, fips-140-security-levels, rutherford-scattering-cross-section, ais-navigation-status-message-types, nema-wiring-device-configurations, rfc5322-email-address-grammar, tor-v3-onion-address, railway-signal-aspects-and-block-rules, uic-wagon-number-check-digit, asl-fingerspelling-manual-alphabet, retrieval-metrics, vehicle-stopping-distance, vcard-property-registry, iana-root-zone-tld-registry, nato-stanag-military-rank-codes, bip39-mnemonic-checksum, nema-mg1-motor-frame-sizes, larson-miller-creep-rupture-parameter, icao-wake-turbulence-separation-calculator, contract-bridge-hand-evaluation, simple-machines-mechanical-advantage, led-photodiode-responsivity-and-quantum-efficiency, icao-notam-q-code-contractions, sysexits-posix-exit-codes, marc21-code-lists, fix-protocol-tag-dictionary, mutcd-traffic-sign-codes, isbn-registration-group-ranges, nordic-personal-id-checksum, table-tennis-scoring, flywheel-kinetic-energy-storage, iec-60529-ip-code-structure, radiation-pressure, gravitational-lensing-deflection, wmo-cloud-atlas, wind-speed-averaging-conversion, FCC-NWS-SAME-event-codes-EAS, transponder-squawk-codes, icd-10-pcs-code-decoder, nema-250-enclosure-type-ratings, richardson-dushman-thermionic-emission, posix-errno-codes, win32-hresult-facility-codes, basel-conv-hazard-codes, sql-sqlstate-codes, badminton-scoring, icao-wake-turbulence-category-assignment, dewey-decimal-classification, mohs-hardness-scale, glasgow-coma-scale, torino-impact-hazard-scale, bortle-dark-sky-scale, textile-care-symbols-iso3758, un-dangerous-goods-placard-design-orange-book, backgammon-pip-count-and-cube, union-find-disjoint-set, quadratic-residues-jacobi-symbol, cigar-ring-gauge, surfboard-volume-calculator, seawater-sound-speed-equations, french-gauge-medical-tubing, duplicate-bridge-matchpoint-scoring, blackjack-basic-strategy-ev, rack-units, eip-55-checksum-address, iccid-sim-card-checksum, iso-15924-scripts, welding-rod-electrode-classification-aws, pinewood-derby-physics, golay-code-23-12, vexillology-flag-construction-proportions, pagerank-power-iteration, raft-consensus-safety-properties, rohs-weee-marking-symbols, ssh-key-fingerprint, woodturning-lathe-speed, table-of-consanguinity-relationship-calculator, apgar-score, mil-std-810-environmental-test-methods, turntable-tonearm-alignment-geometry, roller-derby-jam-scoring, gemstone-carat-weight-from-dimensions, coin-melt-value, computability-turing-machines, public-key-crypto-arithmetic, real-time-scheduling-theory, order-theory-lattices, ipv6-header-bitfields, baking-pan-volume-substitution, bicycle-spoke-length-calculation, freediving-depth-pressure-tables, croquet-and-bocce-scoring-and-legality, skip-list-probabilistic-height, merkle-tree-proof-verification, pickleball-scoring-and-rules, sound-transmission-mass-law, home-roasting-coffee-first-crack-development, elf-header-fields, pcap-global-header-fields, dns-header-bitfields, falconry-jess-and-weight-management, pottery-throwing-and-clay-shrinkage, wine-appellation-classification-systems, un-spsc-product-classification, rubber-plastic-shore-durometer-hardness, tea-brewing-parameters, rowing-ergometer-pace-power, fabric-gsm-areal-density-conversion, kombucha-fermentation-math, fdi-dental-tooth-numbering, precious-metal-hallmark-purity-marks, eu-vat-number-checksum, z-base-32-codec, solar-panel-tilt-poa-irradiance, specific-heat-sensible-latent-load, rxnorm-normalized-drug-names, lockpicking-pin-tumbler-tolerance, loinc-observation-codes, fpv-drone-motor-prop-math, aci-318-reinforced-concrete-flexural-capacity, consensus-quorum-arithmetic, tcg-deck-draw-probability, iso6709, usps-pub28-abbreviations, adts-aac-frame-header, fermi-dirac-statistics, pickleball-equipment-specs, butterworth-chebyshev-filter-design, hash-table-load-factor-and-collision-math, munsell-color-notation, geologic-time-scale-ics, douglas-sea-scale, palermo-impact-hazard-scale, eyring-transition-state-theory, debye-huckel-activity-coefficient, sausage-casing-diameter-standards, economic-inequality-indices, tournament-tiebreak-systems, acupuncture, cocktail, camera, law, copyright, trademark, music-theory, supplements, writing-style, minecraft-dungeons, spanish, medical-denials, languages, behavioral-econ, baseball, agent-practices, pokemon, mcp, readability, citations, relay, models, self-oracle, recall-traps, units, tax, physics, logic, astronomy, biology, geography, medicine, chemistry, math, eurorack, cooking, personal-finance, stardew, coffee, electronics, physiology, diving, decibels, subnetting, textile-gauge, statistics, chess-endgames, woodworking, rating-systems, check-digits, paper-sizes, swe-claim-denial, psychology, roman-numerals, minecraft-mods, encodings, hardiness-zones, terraria, aspect-ratio, resistor-color-code, incoterms, soundex, zigbee, wind-chill, saffir-simpson, dataviz, patents, shoe-size, crc, base58, bech32, reed-solomon, string-similarity, compression, prng, computus, hyperloglog, peppers, tomatoes, fluid-mechanics, information-theory, combinatorics, graph-algorithms, linear-algebra, algorithm-complexity, coding-theory, fourier-analysis, numerical-methods, heat-transfer, markov-chains, orbital-mechanics, html-named-character-references, thermodynamics, geometric-optics, convex-optimization, nuclear-decay, fresnel-equations, myrcene, itu-q-code, 3d-printing, arrow-spine, camera-film-formats, mechanical-vibrations, fiber-optics, beaufort-scale, iana-protocol-numbers, boolean-algebra, game-theory, bolts-screws, standard-atmosphere, capillary-action, tcr-therapy, software-licenses, gauge-systems-industrial, ring-sizes, three-phase-power, http-headers, group-theory, molecular-diffusion, tabletop-wargaming-probability, matrix-decompositions, count-min-sketch, punycode, photovoltaic-cell-model, faa-n-number, orcid-checksum, swift-bic-format, projectile-ballistics-drag-corrected, faa-airport-codes, iso15459-license-plate, typography, tides, ndc, epsg, hts, elevator-rope-crane-wire-rope-classification, ecfr, regular-expression-derivatives, scientific-method, mtg-rules, cas-registry-checksum, international-code-of-signals, garden-perennials, usb-device-descriptor, compost, flag-semaphore, shipping-container-iso-6346-sizing, beer-styles, ceramics-glaze-chemistry, compost-cn-ratio, archimedes-buoyancy-and-flotation, iso-7010-safety-signs, sun-safety, market-identifier-codes, horseshoe-pitching-scoring, voting-theory-social-choice, merchant-category-codes, isrc, iso-3166-3, isil, cfi, perfume-concentration-and-dilution, cheesemaking-recipe-math, wcag-success-criteria, iec-60529-ip-rating-codes, pencil-graphite-hardness-grading, iarc-carcinogen-classification-registry, hornbostel-sachs-instrument-classification, ethernet-cable-category-ratings, chemical-compound-physical-properties, tippet-x-rating, weir-flow-discharge, who-atc-drug-classification, schwarzschild-radius, iata-icao-airline-designators, hl7v2-message-type-registry, nfpa-704-fire-diamond, dea-controlled-substance-schedules, icao-wake-turbulence-category, usda-beef-quality-grades, koppen-climate-classification, modified-mercalli-intensity, ansi-a13-1-pipe-marking, volcanic-explosivity-index, digit-lottery, rayleigh-scattering-intensity, grounded-retrieval, asme-y14-5-gdt-symbols, automotive-blade-fuse-sizing, figure-skating-scoring, ioc-noc-codes, icd-10-pcs, aiga-dot-symbol-signs, universal-dependencies-relations, lsh-minhash, string-matching-algorithms, gymnastics-code-of-points, archery-target-scoring, wind-load-structures, seawater-sound-speed, messier-catalog, grpc-status-codes, cwe-weakness-taxonomy, cites-appendices, climbing-grade-conversion-scales, fire-sprinkler-k-factor-sizing, colregs-navigation-rules, osha-permissible-exposure-limits, ada-2010-accessible-design-standards, cdc-acip-immunization-schedule, un-human-rights-instruments, ipcc-climate-findings, rfc2119-bcp14-requirement-keywords, montreal-protocol-controlled-substance-annexes, hl7-fhir-r4-resource-type-registry, roller-chain-sizing, sec-edgar-filing-rules, systemd, esrb-pegi-content-rating-systems, consumer-product-recalls-policy, antitrust-merger-guidelines, epidemiology-surveillance, usda-egg-poultry-inspection-grade-marks, un-dangerous-goods-packing-instructions, scientometrics, kayak-canoe-hull-speed, radar-range-equation, food-recalls, supreme-court-holdings, wmo-present-weather-code, who-pheic-declarations, us-place-gazetteer, fmcsa-hours-of-service-limits, gdpr-administrative-fine-tiers, fmla-employee-eligibility-thresholds, uspstf-screening-grades, ada-diabetes-diagnostic-criteria, flsa-overtime-exemption-thresholds, cpsc-childrens-product-lead-limits, fda-major-food-allergen-labeling, fatf-aml-cft-recommendations, ramsar-wetland-designation-criteria, who-preeclampsia-diagnostic-criteria, bluetooth-company-identifiers, spirits-standards-of-identity, eeoc-charge-filing-deadlines, faa-part107-small-uas-operating-limits, salometer-brine-salinity, fda-food-code, national-register-historic-places-criteria, codex-alimentarius-food-standards, fda-orange-book-therapeutic-equivalence, nist-cybersecurity-framework, geneva-conventions-ihl-articles, source-registry, diagnostic-ultrasound-safety-indices, tiff-image-file-directory.

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• document.extract_structured

  DocImprint

  Extract typed fields from document text using a caller-defined schema. Uses a quality AI model with retry logic. Use when you need specific data points from a document rather than full text. For invoices with known fields, document.parse_invoice (prebuilt schema) may be simpler. For general summarization, use document.summarize instead. Schema format: { "field_name": "type hint or description" } — e.g. { "contract_date": "ISO date", "party_a": "string", "penalty_usd": "number" }. Returns: { data: { <field>: value }, data_cited: { <field>: { value, confidence: "high"|"medium"|"low", citations: [{ quote, paragraphs[] }] } } } Example prompts: - "Extract the contract date, parties, and penalty amount from this agreement." - "Pull the vendor name, PO number, and total from this document." - "Get me all named fields from this form using my custom schema."

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• get_filings_digest

  mcp

  Get SEC 8-K event digest — per-ticker detail or a site-wide recent feed. New EDGAR ingestion (unlike get_insider_pulse's Form 4 data, which was already ingested): polls 8-K filings and pre-chews each one so you don't have to parse raw filing HTML yourself. Event type comes from the filing's OWN structured SEC Item number(s) — GROUND TRUTH, never LLM-guessed (e.g. Item 5.02 = exec departure/appointment, Item 2.02 = earnings results, Item 2.01 = M&A completion, Item 4.02 = restatement). The `summary` field is a one-line AI narration grounded in the actual filed document text (`summary_source: "llm"`), or a factual sentence built purely from the Item label(s) when no document excerpt was available (`summary_source: "item_labels"`) — never fabricated content either way. Every filing links to its source SEC filing via `accession_url` — verify anything before acting. Two modes: - ticker set: per-ticker view — up to 15 most-recent 8-Ks over the trailing ~6 months. - ticker omitted: site-wide feed — up to 30 most-recent 8-Ks across the S&P 500 (top-100) universe in the trailing ~2 weeks. An empty `filings` list is a valid, honest answer on a quiet news day. Read-only surfacing: this is information, NOT a buy/sell recommendation, and it does NOT feed the quantum model's conviction/verdict logic. Args: ticker: Optional. Stock ticker for the per-ticker view (e.g. "AAPL"). Omit for the site-wide recent feed. Case-insensitive. Returns per-ticker: ticker, filings, generated_at, disclaimer. Feed: tickers_scanned, filings, generated_at, disclaimer.

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• get_filing_language_diff

  mcp

  Get the "Lazy Prices" 10-K/10-Q language diff for one ticker. Compares the two most recent 10-K (year-over-year, default) or 10-Q (quarter-over-quarter) filings' Risk Factors (Item 1A) and MD&A (Item 7 for 10-K, Item 2 for 10-Q) sections, pre-chewed so you don't have to parse raw filing HTML yourself: a real TF-IDF cosine similarity score between the two extracted section texts, plus the top added/removed sentences from a real sentence-level diff, plus a one-line AI summary grounded strictly in those diffed sentences (`summary_source: "llm"`), or a factual sentence built purely from the computed similarity/counts when no LLM is available (`summary_source: "computed"`) — never fabricated either way. Every result links to BOTH source filings via `filings[].accession_url` — verify anything before acting. Cites a known academic finding: Cohen, Malloy & Nguyen (2020), "Lazy Prices", Journal of Finance — YoY changes in 10-K Risk Factors/MD&A language are historically return-predictive. This is a third-party academic result cited for context, NOT a claim or backtest result of this app. An empty `sections` dict is a valid, honest answer when the ticker has fewer than 2 filings of the requested form on file, or a section couldn't be reliably extracted from both filings (known gap: this extractor targets the common modern EDGAR HTML filing format used by large-cap names; older/non-standard filing formats may not extract). Read-only surfacing: this is information, NOT a buy/sell recommendation, and it does NOT feed the quantum model's conviction/verdict logic — this is a candidate signal still pending backtest validation. Args: ticker: Stock ticker (e.g. "AAPL"). Case-insensitive. form: "10-K" (year-over-year, default) or "10-Q" (quarter-over-quarter). Returns: ticker, form, filings (the two compared filings with accession_url), sections (keyed by "risk_factors"/"mda", each with similarity, added_sentences, removed_sentences, summary, summary_source), generated_at, disclaimer.

  Connector

• get_institutional_activity

  mcp

  Get 13F whale summaries + SC 13D/G activist alerts for one ticker. Final slice of the SEC EDGAR AI-digest layer. Two surfaces in one payload: `whale_summary` — QoQ (quarter-over-quarter) change in institutional ownership across a curated ~50-filer 13F universe (activist funds, quant shops, mega index managers, tiger cubs, sovereign wealth, etc.): new positions opened, positions closed, and the largest increases/decreases by dollar value between the two most recent 13F quarters on file. Pure computed deltas — no LLM narration, just real numbers. Institutional filer names come from SEC's own submissions data (ground truth), and every filer row links to its source 13F accession via `accession_url`. When there's genuinely nothing to compute (ticker not held by any tracked filer, or fewer than 2 quarters on file), the `narration` field says so plainly instead of a fabricated result. A filer only ever appears in `closed_positions` when there is an actual filing from that filer covering the latest quarter that omits this ticker's cusip; a filer simply absent from the latest snapshot with no filing on file for that quarter at all lands in `no_recent_filing` instead — never treated as a sale. Absence of a filing is not evidence of a sale. `activist_alerts` — recent Schedule 13D (activist/control intent) and 13G (passive >5% stake) filings. 13D entries carry a one-line AI summary grounded STRICTLY in the filing's own Item 4 ("Purpose of Transaction") text when it can be confidently extracted (`summary_source: "llm"`) — never an invented intent; otherwise a factual fallback sentence (`summary_source: "item_label"`). 13G entries get a structured, non-AI note (`summary_source: "structured"`) since 13G is reserved for passive filers with nothing to narrate beyond the threshold crossing. Every alert links to its source filing via `accession_url`. Read-only surfacing: this is information, NOT a buy/sell recommendation, and it does NOT feed the quantum model's conviction/verdict logic — this is a candidate signal still pending backtest validation. Args: ticker: Stock ticker (e.g. "AAPL"). Case-insensitive. Returns: ticker, whale_summary (cusip, quarters, new_positions, closed_positions, no_recent_filing, increased, decreased, narration), activist_alerts (list of filings with form, reporting_person, summary, summary_source, accession_url), generated_at, disclaimer.

  Connector

• session_bundle

  SNHP — free negotiation math + agent memory

  Multi-issue logrolled advice inside a receipted session — no additional charge. The logrolling tier, the thing the free tool does NOT have. Trade the issues you care less about for the ones you value: issues = [{name, options, my_utility (per option), their_utility (your read of their direction)}]; their_offers = packages they've tabled, oldest first. Returns the recommended package, trade logic, inferred counterparty priorities, acceptance probability, and the receipt. Deterministic closed form — no rollout theater. The package is guaranteed to clear YOUR stated BATNA (enforced, not promised).

  Connector

• list_industries

  mcp-kettlelogic

  List the industries Kettle Logic publishes guidance for (name + slug) as JSON.

  Connector