"ORCID" matching MCP tools:

• pipeworx_feedback

  Orcid

  Tell the Pipeworx team something is broken, missing, or needs to exist. Use when a tool returns wrong/stale data (bug), when a tool you wish existed isn't in the catalog (feature/data_gap), or when something worked surprisingly well (praise). Describe the issue in terms of Pipeworx tools/packs — don't paste the end-user's prompt. The team reads digests daily and signal directly affects roadmap. Rate-limited to 5 per identifier per day. Free; doesn't count against your tool-call quota.

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• entity_profile

  Orcid

  "Tell me about X" / "research Acme" / "brief me on Tesla" / "what does Apple do" / "company profile for Microsoft" / "give me the rundown on NVDA" / "everything you know about $TICKER" — full cross-source profile of a US public company in ONE parallel call. ALWAYS PREFER over chaining single-pack SEC/XBRL/news lookups when the user asks for a holistic view. Fans out across SEC EDGAR, XBRL, USPTO, news, GLEIF and returns: cik + company_name; recent_filings (up to 5 with pipeworx://edgar/company/{cik}/filings/{accession} URIs); fundamentals (LATEST 10-K Revenues + NetIncomeLoss + Cash, sorted period_end DESC); patents (USPTO PatentsView API sunset May 2025 — soft-fails until reactivated); recent news mentions via GDELT→GNews fallback; LEI via GLEIF. Pass ticker "AAPL" or zero-padded CIK "0000320193" — names not supported (use resolve_entity first if you only have a name).

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• polymarket_arbitrage

  Orcid

  Find arbitrage opportunities on Polymarket via monotonicity violations + partition-sum checks. Call with NO args for a `trending_scan` of the top ~200 markets by weekly volume; pass `event` for the strongest per-event partition_check, or `topic` for a themed cross-event scan. `event` (recommended for a specific market): pass a Polymarket event slug like "fed-decision-may-2026" or "when-will-bitcoin-hit-150k"; walks child markets, checks date-axis / threshold-axis ordering AND computes the partition_check (sum of YES prices across mutually-exclusive legs — should ≈1; deviations >3pp emit a BUY/SELL EVERY LEG signal). `topic` (for cross-event scanning): pass a seed question like "Strait of Hormuz traffic returns to normal" or "Fed rate decision"; searches related events across the platform, flattens markets, runs the comparator on the union. Cross-event mode catches "...by May 31" vs "...by Jun 30" patterns that single-event misses. SEMANTIC ANCHOR: cross-event pairs require ≥0.30 Jaccard similarity on question tokens (prevents Powell-Fed-Pause being paired with Powell-DOJ-probe); skipped_low_similarity surfaces the rejected pair count. PARTITION FILTER: drops will-person-X / will-manager-Y / will-someone-else- placeholder slugs; partitions with >20% placeholder fraction return null arb signal. Response: opportunities[] (gap_pp, suggested_trade, reasoning, monotonicity violation context), and in event mode partition_check{sum_yes_prices, gap_from_1, placeholders_filtered, suggested_trade}. FILL CHECK: when the partition signal fires, arbitrage.fill_check prices it against live CLOB depth (theoretical_edge_pp_at_book vs realizable_edge_pp at 1000 shares/leg, thin_legs[]) — realizable_edge_pp ≤ 0 means the overround exists only at last-trade, not in the book; do not trade it. For custom sizing use polymarket_fill_risk.

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• polymarket_kalshi_spread

  Orcid

  Cross-venue spread between Kalshi and Polymarket for the same resolving question. The two venues sometimes price the same outcome 2-25pp apart because their participant pools differ — when the bet shapes are equivalent that delta is a real signal, when they aren't the tool says so. TWO MODES: (1) `topic` — 10 pre-mapped macro shortcuts ("fed", "btc", "cpi", "gdp", "sp500", "recession", "next_pope", "next_uk_pm", "next_israel_pm", "2028_president") auto-fetch the matching event on each venue. (2) explicit `kalshi_event_ticker` + `polymarket_event_slug` for custom pairings. RESPONSE: each venue's leg-by-leg prices (raw probability 0-1) plus matched spread[].top_spreads_pp (Kalshi − Polymarket) where the same outcome shows up on both sides. SAFETY FIELDS: compatibility_warning fires in two cases — (a) matched_pairs:0 with skipped_cross_type>0 means the venues frame the topic with non-equivalent bet shapes (e.g. Kalshi range_bucket point-in-time vs Polymarket cumulative_threshold touch-anywhere — no arb exists), (b) matched_pairs:0 with skipped_cross_type:0 and both venues >5 legs means the token-overlap matcher found nothing in common — events likely semantically unrelated despite the topic keyword. temporal_alignment{polymarket_month,kalshi_month,aligned} tells you whether the two events resolve in the same calendar period; aligned:false means spreads are mathematically meaningless across the temporal gap. skipped_cross_type / skipped_cross_subtype counters expose how many leg-pair comparisons were dropped (cross-type = metric_type mismatch like MoM vs YoY; cross-subtype = inequality mismatch like cum_ge vs cum_le). Real cross-venue spreads are rarer than the macro-shortcut list suggests — most pre-mapped topics return compatibility_warning today; pre-mapped ≠ tradeable.

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• orcid_search_researchers

  orcid-mcp-server

  Search the ORCID registry using structured field parameters or raw Solr syntax. All provided structured params are ANDed together. The `query` field appends raw Solr syntax to the generated clause. Returns ORCID iDs with inline name and institution data — no follow-up profile fetches needed for basic disambiguation. For ranked disambiguation of an ambiguous author name, use orcid_resolve_researcher instead. The ORCID Public API caps results at 10,000 — use pagination for large result sets.

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• deep_research

  Orcid

  ACCOUNT REQUIRED (free — sign in via GitHub at https://pipeworx.io/signup; depth:"thorough" needs a paid plan). If you are not signed in, use ask_pipeworx instead — it works on every tier. Grounded multi-source research across Pipeworx's 1354 STRUCTURED data sources (SEC filings, FRED/BLS economics, FDA, USPTO patents, markets, science, government records, etc.) in ONE call — this is NOT open-web search. Decomposes your question into focused facets, routes each to the right one of 5,141 tools IN PARALLEL, and returns a findings packet: verbatim evidence + confidence + source + fetched_at + a stable pipeworx:// citation per finding, with explicit gaps[] for facets the data couldn't answer (never invented). Best for broad/multi-part questions over structured data ("compare X and Y's regulatory + financial exposure", "research the filings + market picture for ACME"). For a single lookup use ask_pipeworx (one LLM call, not many). For BREAKING or colloquial CURRENT-NEWS / "what's the world saying about X" topics, prefer ask_pipeworx — it routes to live news APIs and the *-news-feeds packs; deep_research returns mostly empty gaps[] when the topic isn't in the structured catalog. Second-hop iteration: depth:"standard" re-angles unanswered gaps (gap recovery); depth:"thorough" additionally chases the best leads from the first pass — so multi-step questions resolve in one call. Every finding carries a `hop` field and a citation_uri (record-level pipeworx:// when the source emits one, else source-level). "standard" and "thorough" also return contradictions[] flagging findings that disagree. Large records are semantically excerpted to the passages relevant to each facet (not head-truncated), so answers deep in a long filing/series aren't missed. Expect 15-60s (thorough with its follow-up + contradiction pass: up to ~90s).

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• polymarket_fill_risk

  Orcid

  Realizable-vs-theoretical edge check against live CLOB order-book depth. REQUIRES one of `market` (single-market mode) or `event` (basket/partition mode). SINGLE-MARKET: pass a market slug/URL + side (buy_yes|sell_yes|buy_no|sell_no, default buy_yes) + size_usd (default 1000 — max spend on buys, target proceeds on sells); walks the ladder and returns top_of_book, vwap_fill_price, slippage_pp, shares_filled, max_fillable_usd, and a verdict (clean|degraded|cannot_fill). BASKET: pass an event slug/URL + side (sell_yes = capture overround by selling every leg, buy_yes = capture underround; default auto from partition sum) + size_usd interpreted as settlement notional S (shares per leg; each share pays $1); returns theoretical_sum vs realizable_sum (top-of-book vs VWAP across all legs), capture_ratio, profit_usd at executed size, per-leg fill detail, thin_legs[], max_clean_notional_usd, and forced_directional_risk naming the legs most likely to strand you unhedged. USE THIS before acting on any polymarket_arbitrage SELL/BUY-EVERY-LEG signal or any polymarket_edges trade above ~$500 — theoretical overround on thin books is not capturable, and partial basket fills convert an arb into an unhedged directional position (the dominant loss mode in real arb-bot P&L).

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• compute

  Drillable

  A deterministic AGGREGATE over ONE corpus's COMPLETE set — the calculated-query shape ("how many X", "break X down by Y", "which is most common"). Requires `domain`; optional `filter` scopes the set (e.g. {"spirit":"gin"}); optional `by` (a record field) returns the count PER value, sorted, with the largest. Built ON `enumerate`, so it inherits the completeness contract: over an INCOMPLETE set it ABSTAINS rather than undercount. It counts on GROUND and refuses to crown a "best"/worth ranking (that has no oracle — the user's call). For the records/categories themselves use `enumerate`. 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.

  Connector

• recent_changes

  Orcid

  "What's new with X" / "latest on Y" / "what happened to Z this week / month / quarter" / "updates on Acme" / "news on Tesla recently" / "what's happening with Apple" — change feed for a company in the last N days/weeks/months in ONE parallel call. Fans out to SEC EDGAR (filings since `since`), GDELT→GNews fallback (news mentions in window — GDELT preferred, GNews when rate-limited or 5xx), USPTO (patents granted; PatentsView API sunset May 2025 so this soft-fails until reactivated). `since` accepts ISO date ("2026-04-01") or relative shorthand ("7d", "30d", "3m", "1y"). Returns structured changes[] grouped by source + total_changes count + pipeworx:// citation URIs. Use entity_profile instead when you want the static profile (filings + fundamentals + LEI + patents) regardless of window.

  Connector

• remember

  Orcid

  Save data the agent will need to reuse later — across this conversation or across sessions. Use when you discover something worth carrying forward (a resolved ticker, a target address, a user preference, a research subject) so you don't have to look it up again. Stored as a key-value pair scoped by your identifier. Authenticated users get persistent memory; anonymous sessions retain memory for 24 hours. Pair with recall to retrieve later, forget to delete.

  Connector

• scan_competitor_ai_presence

  Orcid

  Compare AI visibility across multiple entities side-by-side. Probes each entity (your brand + N competitors) with ai_visibility_check, ranks by score, surfaces which is most/least recognized. Useful for competitive AI-marketing audits: "does Claude know about us as well as our competitors?". Returns ranked list with score, confidence, signal density per entity.

  Connector

• wikidata_resolve_external_id

  wikidata-mcp-server

  Look up a Wikidata entity by an external identifier such as a DOI, PubMed ID, ORCID iD, or OpenAlex ID. Returns match=<entity> on success, match=null when not found, and match=null with multipleMatches populated when a Wikidata data integrity issue causes more than one entity to claim the same external ID. Common cross-server join use cases: CrossRef DOI → Wikidata paper QID (P356), PubMed PMID → Wikidata paper QID (P698), ORCID → author QID (P496), OpenAlex ID → entity QID (P10283). The property must be one whose Wikidata data type is external-id — item-valued or media properties (e.g. P31 instance-of, P18 image) are rejected rather than returning an empty match. Known value normalization is applied automatically: surrounding whitespace is trimmed, identifier-resolver URL prefixes are stripped (https://doi.org/, https://pubmed.ncbi.nlm.nih.gov/, https://orcid.org/), DOIs are uppercased, PMID prefixes stripped, ORCID hyphens normalized.

  Connector

• orcid_get_works

  orcid-mcp-server

  Retrieve works associated with an ORCID iD — publications, datasets, software, preprints, and more. Returns work summaries with put-codes, titles, types, publication dates, journal names, and all external identifiers (DOIs, PMIDs, arXiv IDs, ISBNs). The first 50 works are returned by default; workCount reports the total available, and prolific records are paged with offset and the returned nextOffset (or raise limit). Set include_external_ids to false to omit identifier lists for a lighter payload. Pass the putCode from each work to orcid_get_work_detail to retrieve the full record including abstract and contributors. External IDs are ready for chaining to Crossref, PubMed, or arXiv servers. Works are self-reported; a researcher may not have linked all their publications.

  Connector

• orcid_resolve_researcher

  orcid-mcp-server

  Disambiguate an author name to a verified ORCID iD. Returns ranked candidates (5 by default, up to 20 via the rows parameter) with transparent disambiguation signals: name match type (exact/partial/other-name/none), institution overlap flag, and whether a DOI or PMID anchor was used in the query. A DOI or PMID anchor is near-deterministic — it filters to researchers who have linked that specific work to their ORCID record. Use this tool (not orcid_search_researchers) when the input is an ambiguous name that needs ranked disambiguation. No synthetic scores are used — raw signals only.

  Connector

• search

  Drillable

  Search the mounted corpora by query. Routes to each domain's search tool; pass `domain` to target one. Empty results are logged as gaps. For COMPUTED quantities (molar mass, age/date math, unit conversions) this verb will miss and surface a cross-verb hint (e.g. compute_molar_mass) — follow that hint via `describe`/`call` rather than retrying search. 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, search it anyway rather than declining from the roster — an unrouted miss that grounds nowhere is the demand signal for what the corpus should cover next.

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• search_within

  Orcid

  Semantic search INSIDE a fetched record. Pass the text you already pulled (e.g. a SEC 10-K body, an article, a long tool result) plus a natural-language query; get back the top-N passages with character offsets and similarity scores. Use when the record is too big to cram into the prompt — search_within saves context, returns only the passages that matter, and every passage carries an offset so the agent can verify a verbatim quote. Pairs with ask_pipeworx_grounded: fetch with the gateway, ground over the relevant passages instead of the whole document. BGE-base-en embeddings + cosine over 500-char overlapping windows; cap is 200K chars (longer inputs are truncated and flagged).

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• polymarket_edges

  Orcid

  Scan top Polymarket markets and return opportunities where Pipeworx data disagrees with market price. Built for "what should I bet on today" — agents discover opportunities without paging hundreds of markets. FIVE MODEL FAMILIES grouped into three response segments under by_segment: (1) MODEL_DRIVEN — crypto_price (lognormal barrier from 90d FRED log-returns) and news_momentum (GDELT 7d/21d article-volume ratio, soft signal w/ halved Kelly). (2) STRUCTURAL_ARBITRAGE — partition_overround on mutually-exclusive events; per-leg favorite-longshot bias correction with per-sport α (tennis 1.02, soccer 1.10, MMA 1.15, default 1.0); placeholder-slug filter drops will-person-X / will-team-Y / will-manager-Z / will-someone-else- backstops; partitions with >20% placeholder fraction skipped entirely. (3) CONCENTRATED_LONGSHOT — basket trade when one leg ≥75% AND ≥2 longshots ≤8% AND portfolio return ≥25:1; rare-by-design (gates relaxed Run 8 from prior 85%/5%/50:1). EVERY OPPORTUNITY carries edge_pp_net (after slippage), kelly_fraction + kelly_fraction_half (capped at 0.25), market.liquidity, market.spread_pp, market.volume, plus a 24h-move warning ("Market moved X.Xpp in 24h") when the recent move alone exceeds the edge — your edge may already be in the price. TRADEABLE-EDGE KNOBS: min_liquidity / max_spread_pp drop opportunities where edge isn't realizable; min_partition_leg_kelly filters partitions by best per-leg Kelly. RESPONSE TOP-LEVEL: by_segment{model_driven,structural_arbitrage,concentrated_longshot}, fed_candidates/fed_note (Fed bets surface here, excluded from ranking — 1m-T vs EFFR signal is unreliable at meeting-month horizons without paid OIS/SOFR-futures data), and _diagnostics{concentrated_longshot:{...funnel counters},category_counts,filter_skips} so callers can see WHY a segment is empty (top-N stale, all candidates failed gates, knob dropped them). Cached 1h at the KV level keyed on all knobs.

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• ai_visibility_check

  Orcid

  Probe one or more LLMs for what they know about a business / brand / product / topic and score visibility (0-100) per model. Default model is Workers AI Llama-3.3-70b (free); pass `_apiKey` to also probe Anthropic (BYO key — you pay Anthropic directly for those calls). Returns per-model {score, confidence, signals, raw_response} + a combined view. Useful for AI-marketing audits, pre-launch brand checks, competitive monitoring.

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• ask_pipeworx_grounded

  Orcid

  Hallucination-resistant answer mode for high-stakes reads. Same routing as ask_pipeworx — picks the right tool from 5,141 across 1354 sources, fills arguments, fetches the data — then EXTRACTS the answer using ONLY what the tool result contains. Returns {answer, evidence (verbatim quote), confidence, source, fetched_at, refusal_reason:null} on success, OR an explicit refusal {answer:null, refusal_reason:"not_in_source"|"no_tool_match"|"tool_error"|"data_truncated"|"llm_error"} when the data doesn't directly answer. Use whenever an answer will be quoted, cited, or acted on, and the agent must not invent facts (financial verdicts, legal claims, medical lookups, public statements). Costs one extra LLM call vs ask_pipeworx — prefer ask_pipeworx for casual lookups.

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• suggest_questions

  Orcid

  What can I ask Pipeworx? / what is Pipeworx good for? / what can you do? / give me ideas / show me examples / getting started / what data do you have? — the onboarding entry point for an agent that just connected and wants to know what is worth asking. Returns category-bucketed example questions (company financials, drugs & clinical trials, economics, real estate, prediction markets, weather, government & patents, science & academia, news) — each with the exact tool + argument shape that answers it, drawn from the live catalog of thousands of tools. Call with no arguments for the full spread, or pass `topic` (e.g. "finance", "pharma", "betting") to focus. Use this FIRST when you do not yet know what Pipeworx can do for you, or to learn how to call the meta-tools (ask_pipeworx, entity_profile, compare_entities, etc.).

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