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goldseam

by ksaworks.com·com.ksaworks/goldseam·v1.1.2

38 services: certifications, the KSA Dictionary, CourseShelf for every IPEDS postsecondary school.

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If you have run it, two minutes of your experience saves the next person an afternoon.

Tools (39, 9 write)

write = sends, deletes, buys or posts
  • certifications_for_occupationFree

    What certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix).

  • certifications_for_programFree

    Broad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (contract § 4).

  • checklists_requiring_learning_unitFree

    Which 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.

  • comparability_for_learning_unitFree

    Where does this course land at other schools, and what lands on it (exams included)? The published transfer rules for one course: the rules CourseShelf holds first (a school's own catalog, CourseAtlas), then CourseAtlas's direct rules read live. Each rule names its source authority, source_url and band; comparable, never equivalent. What lands on a course is answered from the held rules only.

  • compare_destinationsFree

    Line 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, never scored.

  • compare_program_checklistsFree

    Compare 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 not held. Nothing is summed or computed by the service; an institution, checklist, or cost the catalogs do not hold is stated as such.

  • crosswalk_codeFree

    What 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.

  • expand_termFree

    What 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.

  • find_agreementswrite actionFree

    Which 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.

  • find_catalogsFree

    Which published catalog editions are held for this institution? Each catalog's edition year, format and source. Answers none held when the build holds none.

  • find_checklistswrite actionFree

    Which checklists — the generic itinerary of requirements for an award — does this institution publish? Optional award words or a program id narrow them; pass one to get_checklist.

  • find_comparabilitywrite actionFree

    Which comparability bundles (published transfer rules) are held? Optional receiving institution UNITID, agreement id, or a learning unit that appears as a source or substitute. Answers none held when the build holds none.

  • find_institutionFree

    Which institution is this? A name fragment or an IPEDS UNITID answers with the institution's identity, sector, identifiers with their sources, and how many programs, checklists, and learning units its published catalog holds here. A state lists that state's institutions by name; with no name and no state, the answer is the states that hold institutions, each with its count.

  • find_pathwaysFree

    Which pathways are held? Optional title words, an agreement id, or a checklist id. Answers none held when the build holds none.

  • find_policieswrite actionFree

    Which 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.

  • find_programsFree

    Which programs match these words, across institutions? Program or award words (optionally one institution's UNITID) answer with each program's award, CIP, published credit figure verbatim, edition, source page and institution.

  • find_transfer_frameworkswrite actionFree

    Which statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none.

  • find_transitionsFree

    Where 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 their exam, education and experience conditions, and programs with checklists nearest the state given); and demand as O*NET publishes it. Roads only, no person data.

  • get_agreementFree

    One agreement: its row, its parties (organizations resolved), and the pathways, comparability bundles and checklists that cite it. Signatories name people and are not served.

  • get_catalogFree

    One catalog edition: its row, the institutions that use it (and whom it is shared from), and how many programs it holds.

  • get_certificationFree

    Everything 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.

  • get_checklistFree

    What 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 the course. Items come in pages across the groups; the answer states items_total and next_item_offset. Every row names the captured page it came from.

  • get_comparabilityFree

    One comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved or stated unresolved.

  • get_courseshelf_summaryFree

    What 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 index with its verdicts; and per-state counts and per-school verdicts where the build publishes them. Anything not published for this build is said so.

  • get_institutionFree

    Everything 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 agreements and the service that lists each. Contacts name people and are not served.

  • get_learning_unitFree

    One 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.

  • get_pathwayFree

    One pathway: its row and the checklist and agreement it links. Contacts name people and are not served.

  • get_policyFree

    One published academic policy: its section, verbatim text, page, edition and source.

  • get_programFree

    One program whole: its row, identifiers, offerings (campus resolved), its institution, and the checklists that lead to its award — pass one to get_checklist.

  • get_transfer_frameworkwrite actionFree

    One transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved).

  • learning_unitswrite actionFree

    What courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored), or title words; each course carries its published credit string verbatim (ranges stay ranges), edition, and the captured page.

  • list_issuersFree

    The issuing organizations, optionally filtered by a name query.

  • occupations_for_certificationFree

    What occupations does this certification serve?

  • programs_for_institutionwrite actionFree

    What 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.

  • related_certificationsFree

    What else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4).

  • resolve_termFree

    Where 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, never spelling matches. Answers from three linked layers (governed lexicon, O*NET content model, WordNet-derived index), each placement attributed to its layer with provenance; the WordNet placement carries the word's definition (gloss) and synonyms.

  • search_certificationsFree

    Which 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 certification tools.

  • search_programs_and_learning_unitsFree

    Which 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 city, subject, checklist size, and what the program leads to through the CIP-SOC crosswalk) and the counts to refine by. Courses across every school need words of 3 or more characters; words held by very many courses need a state, city or school.

  • will_my_credits_transferwrite actionFree

    Will my prior credits apply as credit at my target school? For each thing a person holds (an AP, CLEP or IB exam and its score, or a course taken at a school) the target school's own published transfer rules (CourseAtlas) and CollegeBoard's reported AP policy, in three states: covered (a rule carries it to a course at the target), missing (the target's own rule needs a higher score), unknown (no rule held; never a guess). Each covered item names the course it lands as, every rule with its minimum score and dates, how many rules agree, and the target's programs whose checklists require that course. A case to argue, not a verdict; recognition is the school's act.

Public scan report

scanner v0.1.3 · 2026-09-19 · same rubric, same numbers if you re-run it

1 high1 low
  • Code scanremote-only server, no package to scann/a
  • Live reliabilityremote reachable in 550ms20/20
  • Tool poisoning39 tool descriptions checked15/15
  • Auth qualityopen endpoint exposes 9 write-action tools with no auth3/15
  • Maintenanceno repository listed3/15
  • Maintainer identityverified namespace with website, no repo4/10

Findings (2)

  • highWrite-action tools reachable without authenticationauth.open-write
  • lowNo source repository listedmaint.no-repo
Overall 60/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

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claude mcp add --transport http goldseam https://goldseam.ksaworks.com/mcp
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