The U.S. Marketplace of Learning2Earning Opportunity | Sourced checklists, progress, prior learning
Connect Remote server
claude mcp add --transport http goldseam https://goldseam.ksaworks.com/mcp{
"mcpServers": {
"goldseam": {
"url": "https://goldseam.ksaworks.com/mcp"
}
}
}{
"servers": {
"goldseam": {
"type": "http",
"url": "https://goldseam.ksaworks.com/mcp"
}
}
}Settings > Connectors > Add custom connector
URL: https://goldseam.ksaworks.com/mcpTools 80 found in our last check
search_certificationsWhich certification is this prose name? Start here for any plain question — a trade, field, job, skill, or company in everyday words. Returns candidates with ids, issuers, and source basis — candidates rather than a single guess when the name is ambiguous; the ids feed the other…
get_certificationEverything held about one certification: issuer and issuer domain, occupations served, exam and renewal requirements, education-or-experience routes, Credential Engine registry identity where held, and the basis and source URL for the claim.
certifications_for_occupationWhat certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix).
occupations_for_certificationWhat occupations does this certification serve?
related_certificationsWhat else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4).
certifications_for_programBroad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (contract § 4).
list_issuersThe issuing organizations, optionally filtered by a name query.
resolve_termWhere does a word place in the KSA model? The KSA Dictionary is the shared vocabulary that defines the terms a learner uses to assert what they know, do, and are — and the terms a learning offering uses to express what it comprises — so both sides resolve to the same identifiers…
expand_termWhat is this word, upward? Walks the WordNet is-a (hypernym) chain meaning to parent meaning, from the word's KSA-mapped sense toward its broader categories, so every step stays in the sense it started in. Each step carries its definition (gloss) and synonyms.
get_dictionary_summaryWhat does the KSA Dictionary hold? The words and meanings it places, the governed terms, the O*NET content-model elements, the link words and the CIP-SOC crosswalk, each with its own version and build date where the layer publishes one, and an honest not held where it does not.…
look_up_wordWhat does this one word reach? Answers the word as a card: its meanings (each with its definition and part of speech), its family of attested forms and the catalog's own use of it, its KSA placement or its relations, its SOC and CIP codes strongest evidence first (each with ever…
words_for_codeWhich words reach this code? Given an O*NET element id (2.B.1.d), an O*NET-SOC or SOC code (13-1131.00, 13-1131), a CIP code (52.0201), an O*NET Technology Skills (Software Skills) category, a Tools Used UNSPSC commodity code or a Detailed Work Activity id, or an ESCO occupation…
crosswalk_codeWhat does this code cross to? Auto-detects the family — dotted CIP (52.0201) or dashed SOC (11-1021, O*NET .00 suffix accepted) — and answers the other family's codes and titles from the federal CIP-SOC crosswalk.
open_coachOpen a visible coach (coach, advisor, counselor, teacher, mentor or another role) in this chat as an MCP App view, for any GoldSeam service. Give the role and your service's own context in any shape; send a coach object from an earlier open_coach to reopen the same coach without…
coach_saySend the open coach the words you are saying, so its picture's mouth moves and it blinks with them. In the internal voice (the coach's voice unless the person chose one of GoldAvatar's on the view) the view makes no sound: you say the words yourself, in your own voice, in this c…
coach_listenListen for the person's next spoken reply to the open coach: only when the person has turned Talk on at the coach view. The coach opens with Talk muted; the person then talks to you through this chat as usual and there is nothing to listen for, so do not call this. When they tur…
coach_boardShow the whiteboard beside the open coach, or close it (show false). It shows a title, an answer's text and a picture: image_url is an https picture on the web, which GoldSeam fetches for the view (the view may not load other sites' pictures; at most 1 MB). While it is shown, th…
playlist_summaryHow often have playlists been explored? Counts from the GoldSeam Playlist store: policies and playlists by status, explorations with hits and first runs, the most-explored playlists, one playlist's line tallies, reviews and run shares. Small counts are shown as fewer than 5. Exp…
playlist_policy_openStart or reuse one school's policy: its institution-wide rules, worked out once and used by every playlist at that school. Finds the school's captured pages that carry institution-wide rules, then answers hit (the stored policy, its policy_id, status and trust_state), or stale o…
playlist_readRead one section named in a manifest, in full: give unitid for a section of a school's policy (from playlist_policy_open), or checklist_id for a section of a checklist's playlist (from playlist_open). A section over 60,000 characters is returned in parts: the answer carries part…
playlist_find_pagesSearch every capture held for one school, across all of its catalog folders, not only the pages playlist_policy_open selected. Use it when a designation, award rule or note is not in the manifest's sections. Give unitid and query: plain words, or a code such as SI. Words are mat…
playlist_policy_diagnoseDiagnose one school's policy: what stands between the school and a policy, read and nothing else. No model is called, nothing is saved and nothing in the store is changed. Give unitid. The answer gives walks, the school's catalog captures with what Gather coded as policy in each…
playlist_policy_standingOne school's policy as the Playlist Builds list shows it, read and nothing else. No model is called and nothing is saved. Give unitid. The answer gives policy_in_use, the policy an open or a run would use (policy_id, source: pages, inferred or survey, source_by, trust_state, sta…
playlist_policy_surfSurf: ask Gather for a walk of one school's catalog pages, or read where that walk stands. Give unitid; give ask true to record the ask, and leave it out to only read. This tool starts no walk and no run. The ask is one file the box writes, standing asked. Gather's own window on…
playlist_policy_inferSave a basic policy for one school from the server's own inference, with no AI. Give unitid. It saves one award rule for each award title the server can infer a minimum for (from the school's programs' published credits, or else from the award's level: 60 for an associate degree…
playlist_policy_surveySave a policy for one school from a person's answers. Give unitid, name (the person who answered) and policy: award_rules, each an award_title with its min_credits and other conditions; designations, each a designation with its credits and the course codes that carry it; and not…
playlist_policy_saveSave one school's policy after the server checks it. Every source is a capture_file held for the school, one playlist_policy_open named or one playlist_find_pages found (the cabinet path, without the page: its section name carries), and a quote of 300 characters or fewer copied…
playlist_openStart or reuse one checklist's playlist: its requirements, with its school's policy, set out as an ordered sequence of lines. It needs a saved school policy and names playlist_policy_open as the next call when there is none. Answers hit (the stored playlist, its playlist_id and…
playlist_saveSave one checklist's playlist after the server checks it. lines is the ordered list of the playlist's lines. The server checks that line_ids are unique and order runs 1, 2, 3 without gaps; that the credits of every line except option_list and note add up to the published credits…
playlist_runPlay a person's held courses through a checklist's stored playlist and get their progress line by line. Give checklist_id and held, the whole list each time. Five held courses are landed per call: a course taken at the playlist's school lands as itself, a course from another sch…
playlist_shareShare one run. Call this only when the person asks to share. Give the run_token of the run, the snapshot the person chose to share, includes_grades as true or false, and expires_at, which is required and must be in the future. Returns share_id and a share link that opens the sna…
playlist_unshareRevoke a share of a run and confirm it. Give the share_id playlist_share returned. The share's link no longer opens.
playlist_reviewRecord a review of one saved playlist or one saved school policy. Give playlist_id or policy_id, one and not both, with reviewer (a name), reviewer_type (human, school or ai_verifier) and decision (confirm or reject). note is optional. The review sets the row's trust_state and n…
playlist_compareCompare a candidate playlist with a golden checklist's golden playlist, line by line. The golden set is a small list of checklists. A checklist in it gets its golden playlist, its reference, only when a person confirms one through playlist_review with reviewer_type human; until…
playlist_review_queueWhat waits for human review. Each week 10 ai_verified playlists are picked at random, with every golden-set checklist that holds a reference playlist; a playlist the independent verifier's rebuilds left disputed is put here too, and so is a school policy they left disputed: an A…
playlist_index_statusWhether a school's academic policy index is held and current. The index points a build at the few pages that hold the school's academic policies, the award's first. Give unitid. The answer gives status (none, running, done or failed), current (true only for a done run built from…
playlist_index_runStart building a school's academic policy index, in the background, unless a current index is held or a run is under way. Give unitid. The answer gives outcome: started, current (nothing started; the index is current for the publish served now) or running (nothing more started).…
playlist_rebuild_ordersThe rebuild orders the playlist store writes for the Queue's build job. An order is written the moment a school's policy or a checklist's playlist is found stale (its pages or its catalog page differ from what is read now), when a stored playlist fails the current save check, an…
compare_program_checklistsCompare what a program takes at several institutions: for each IPEDS UNITID, that institution's published checklist for the program (requirement groups, items, published credit strings — the work effort) beside its published tuition and fee policy (the cost). Schedule is stated…
find_institutionWhich institution is this? A name or an IPEDS UNITID answers with the institution's identity, sector, identifiers with their sources, how many programs, checklists, and learning units its published catalog holds here, and what else CourseShelf stores about it: transfer agreement…
programs_for_institutionWhat programs does this institution publish? Award, credential class, CIP, the published credit figure verbatim, catalog edition, the captured page each came from, and the checklist ids to pass to get_checklist. Each row names its current FORM's wording source: source_url, captu…
get_checklistWhat does this award require? One checklist: its requirement groups (every header and full item count), each group's items with published credit strings, alternatives, and — where an item resolved to a course — that course's own code, title, and published credits, attributed to…
learning_unitsWhat courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored; any number the course prints), or title words; each course carries its published credit string verbatim (ranges stay ranges), edition, and the captured page. Current…
get_institutionEverything held about one institution: its identity row, identifiers, addresses, websites, accreditations, relationships, identity history, published costs and calendar dates, each table under its own name, with counts of its programs, courses, checklists, catalogs, policies and…
find_catalogsWhich published catalog editions are held for this institution? Each catalog's edition year, format and source. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that…
get_catalogOne catalog edition: its row, the institutions that use it (and whom it is shared from), and how many programs it holds. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's who…
find_programsWhich programs match these words, across institutions? The words are read in each program's name and award title, its description, and its CIP's title and definition, and the programs come back in that order (name and award matches first). Optionally one institution's UNITID, a…
get_programOne program whole: its row, identifiers, offerings (campus resolved), its own footnotes (program_note) where held, its institution, and the checklists that lead to its award — pass one to get_checklist. Each row names its current FORM's wording source: source_url, capture_file,…
get_learning_unitOne course whole: its row, prerequisites and corequisites, aliases, terms offered, articulation statements and comparable members — each linked course resolved or stated unresolved, never guessed — plus the transfer frameworks it maps to. Each row names its current FORM's wordin…
find_policiesWhich academic policies does this institution publish (transfer credit, prior learning, tuition and fees …)? Optional words narrow them. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and sour…
get_policyOne published academic policy: its section, verbatim text, page, edition and source. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row whose record holds mo…
find_checklistsWhich checklists — the generic itinerary of requirements for an award — does this institution publish? Optional words (Computer Science, welding, computer) narrow them: they are read in the award title and the program's name, the checklist's and the program's descriptions, and t…
find_agreementsWhich articulation or transfer agreements are held? Optional title words, or an institution's UNITID as a party. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that…
get_agreementOne agreement: its row, its parties (organizations resolved), and the pathways, comparability bundles and checklists that cite it. Signatories name people and are not served. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_cata…
find_pathwaysWhich pathways are held? Optional title words, an agreement id, or a checklist id. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the recor…
get_pathwayOne pathway: its row and the checklist and agreement it links. Contacts name people and are not served. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, never the record's whole span. A row wh…
find_comparabilityCount and list stored comparability bundles by type, sending institution, receiving institution, source authority and known/inferred kind, with agreement, learning-unit and exam filters. Filters combine and remain in pagination. Counts describe stored_comparability_records, not…
get_comparabilityOne comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved or stated unresolved. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and sour…
find_transfer_frameworksWhich statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none. Each row names its current FORM's wording source: source_url, capture_file, catalog_year and source_catalog_name are that one source's, neve…
get_transfer_frameworkOne transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved), a page at a time. Narrow the courses to one school (unitid) or one framework code (code); more pages carry next_offset. Each row names its current FORM's wording sourc…
checklists_requiring_learning_unitWhich checklists require this course? Each requirement item that resolved to it, with its checklist id, award and group heading. Items that did not resolve to a course are never guessed into this list. Each row names its current FORM's wording source: source_url, capture_file, c…
search_programs_and_learning_unitsWhich programs or courses match, and where? Words, a subject (CIP family, or unknown), a course subject prefix, a credential class, an award as published, and a school's state, city, type or UNITID answer with product cards (name, award, length and college when held, school and…
get_courseshelf_summaryWhat does CourseShelf hold? From the records published with the build, read as published and never computed: per catalog area, how many institutions have loaded content and how many records were loaded; every table's row count; organizations by sector; the census of the whole in…
comparability_for_learning_unitWhere does a course land, and what lands on it? Reuses GoldCheck's combined parent for published CourseShelf comparables, school-published CourseAtlas equivalencies, and each source's separate inferred paths through anchors. Select sources individually or together; omitted catal…
comparability_for_coursesWhere does each course or exam land at one receiving school? Each typed item uses GoldCheck's shared combined parent, retaining its full evidence and separate known/inferred results. Sources 1-4 select gathered published comparables, school-published CourseAtlas equivalencies, a…
get_courseshelf_performanceHow did calls to the CourseShelf box perform? From the box's call log: each call that reached the box, newest first, with its time (at), tool, outcome (answered; stopped by a budget; busy, queue full or wait expired; invalid_params; error; not_pinned), ms from the slot being tak…
find_transitionsWhere can this occupation lead? For a SOC code: destination occupations, each with its typed roads (published by O*NET or by a credential serving both; mapped through the CIP-SOC crosswalk), each road with its source, basis and its class's karat; the bridges (credentials with th…
compare_destinationsLine up 2 to 6 destination occupations side by side from one occupation: the bridge size (credential only, or the program bridges' awards as published), O*NET demand (median wage, outlook, bright outlook) and the evidence classes of the roads. Each cell is copied or counted, nev…
will_my_credits_transferWill my prior credits apply as credit at my target school? For each thing a person holds (an exam and its score, in any exam programme this build holds, or a course taken at a school) the combined check at the target. Two equal sources, four steps run side by side: (1) comparabi…
comparable_mapWhat is one thing I hold comparable to at a school I am considering? One learning unit of any kind - a course at the school it was taken at, an exam at a score, a learning unit by id, or a certification - compared with any target school: the combined check. Two equal sources, fo…
checklist_mapHow far along am I in a program at a school I am considering? One checklist at any target school, chosen by its name or title (or its checklist_id), line by line against what a person holds. Each held item is compared through the combined check. Two equal sources, four steps run…
assemble_my_formal_educationRead a person's transcripts into their evidence package: each file's text and status, its courses and exams as rows, and the items will_my_credits_transfer takes (courses as { unitid or school, code }; exams with a score, in the exam programmes this build holds). Ask the person…
assemble_my_work_and_credentialsRead a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and the credential signals the certificate, military and apprenticeship documents carry. Ask the person for each file. Thi…
assert_my_life_experiencesRecord what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence package, each placed in a Selfie dimension by the KSA classifier or left unresolved, never defaulted. These are the person'…
my_selfie_ksa_viewThe person's Selfie from their evidence package, read from their own words through the KSA Dictionary by pattern matching, with no AI: the same package gives the same Selfie. The seven dimensions (skills, knowledge, abilities and more) as the evidence shows them. Each item quote…
draft_my_claimsMake the credit claims a person's learning supports, from their package. The answer names its path in `path`. The GoldSeam path (`goldseam`): when the package holds a GoldSeam Selfie (make_my_selfie, add_to_my_selfie, respond_to_my_statements) with at least one statement the per…
suggest_credit_for_my_learningWhere is a person in the program they are aiming for, and what may their learning meet? Name the program with `checklist_id` (find it with find_programs at that school) and the answer is that program's checklist line by line: the lines their claims may meet, each with the claim,…
list_persona_transcriptsThe example personas whose transcripts can be used in a demonstration: each persona_id, display name and description, the schools its transcript comes from, and the transcript types it offers (official, unofficial). These are example persona transcripts of made-up people, not re…
get_persona_transcriptOne example persona's transcript, parsed now by assemble_my_formal_education: `held` (the course list will_my_credits_transfer, checklist_map and comparable_map take, unchanged), `courses` (each course as read: school and IPEDS UNITID where it resolved, code, title, credits, gra…
find_my_majorWhat should I study? For a person's own words — an interest, a subject or a job — or a job code (SOC), the majors that answer. Each major carries its plain definition (NCES verbatim), the award levels it is conferred at (IPEDS AWLEVEL, each completers flag in its own field and n…
Details
| Endpoint | https://goldseam.ksaworks.com/mcp (Streamable HTTP) |
| First published | 12 Nov 2026 |
| Last updated | 12 Nov 2026 |
| Registry name | com.ksaworks/goldseam |
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