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For each thing a person holds (an AP, CLEP or IB exam and its score, or a course taken at a school) t"},{"name":"assemble_my_formal_education","description":"Read 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 take"},{"name":"assemble_my_work_and_credentials","description":"Read a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and"},{"name":"assert_my_life_experiences","description":"Record what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence pack"},{"name":"my_selfie_ksa_view","description":"The person's Selfie from their evidence package: the seven dimensions (skills, knowledge, abilities and more) as the evidence shows them, each item citing the f"},{"name":"draft_my_claims","description":"Draft the credit claims a person's evidence supports, from their package (after my_selfie_ksa_view): each claim quotes the document it rests on. They are drafts"},{"name":"suggest_credit_for_my_learning","description":"Where 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"},{"name":"find_my_major","description":"What 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 defi"},{"name":"compare_my_major","description":"How do these majors differ? Two to five majors at one level, side by side: definition, the schools offering it, the jobs and their outlook from O*NET, and earni"},{"name":"find_my_school","description":"Where can I study this? A match-up, not a dump: for a major and a level, the schools that award it, ranked by how many of the person's own criteria each one mee"},{"name":"compare_my_school","description":"Which of these schools is better for me? Two to five schools, one major and a level, side by side: program and award, credits required verbatim, requirements co"},{"name":"find_my_best_pathway","description":"What's my best way there? For a goal — a major or a job — and what the person brings (courses, exams, their Competency Selfie, work and life experience), the pa"}],"toolCount":51,"toolsHash":"cf96257d38bd82e51831af664796f416745c2d9529cc67177f608f363cfd5078","serverName":"ksaserver-goldseam","capabilities":["prompts","resources","tools"],"serverVersion":"code build 846 · e15bb1fb","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T17:27:31.968Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":223,"error":null,"detail":{"tools":[{"name":"search_certifications","description":"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 id"},{"name":"get_certification","description":"Everything held about one certification: issuer and issuer domain, occupations served, exam and renewal requirements, education-or-experience routes, Credential"},{"name":"certifications_for_occupation","description":"What certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix)."},{"name":"occupations_for_certification","description":"What occupations does this certification serve?"},{"name":"related_certifications","description":"What else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4)."},{"name":"certifications_for_program","description":"Broad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (cont"},{"name":"list_issuers","description":"The issuing organizations, optionally filtered by a name query."},{"name":"resolve_term","description":"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 ar"},{"name":"expand_term","description":"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"},{"name":"get_dictionary_summary","description":"What 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 crossw"},{"name":"crosswalk_code","description":"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"},{"name":"compare_program_checklists","description":"Compare what a program takes at several institutions: for each IPEDS UNITID, that institution's published checklist for the program (requirement groups, items, "},{"name":"find_institution","description":"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 prog"},{"name":"programs_for_institution","description":"What programs does this institution publish? Award, credential class, CIP, the published credit figure verbatim, catalog edition, the captured page each came fr"},{"name":"get_checklist","description":"What does this award require? One checklist: its requirement groups (every header and full item count), each group's items with published credit strings, altern"},{"name":"learning_units","description":"What courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored), or title words; each course carries its publi"},{"name":"get_institution","description":"Everything held about one institution: its identity row, identifiers, addresses, websites, accreditations, relationships, identity history, published costs and "},{"name":"find_catalogs","description":"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. Eac"},{"name":"get_catalog","description":"One 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 wordi"},{"name":"find_programs","description":"Which programs match these words, across institutions? Program or award words (optionally one institution's UNITID) answer with each program's award, CIP, publi"},{"name":"get_program","description":"One program whole: its row, identifiers, offerings (campus resolved), its institution, and the checklists that lead to its award — pass one to get_checklist. Ea"},{"name":"get_learning_unit","description":"One course whole: its row, prerequisites and corequisites, aliases, terms offered, articulation statements and comparable members — each linked course resolved "},{"name":"find_policies","description":"Which academic policies does this institution publish (transfer credit, prior learning, tuition and fees …)? Optional words narrow them. Answers none held when "},{"name":"get_policy","description":"One published academic policy: its section, verbatim text, page, edition and source. Each row names its current FORM's wording source: source_url, capture_file,"},{"name":"find_checklists","description":"Which checklists — the generic itinerary of requirements for an award — does this institution publish? Optional award words or a program id narrow them; pass on"},{"name":"find_agreements","description":"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. Ea"},{"name":"get_agreement","description":"One agreement: its row, its parties (organizations resolved), and the pathways, comparability bundles and checklists that cite it. Signatories name people and a"},{"name":"find_pathways","description":"Which 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'"},{"name":"get_pathway","description":"One 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"},{"name":"find_comparability","description":"Which comparability bundles (published transfer rules) are held? Optional receiving institution UNITID, agreement id, or a learning unit that appears as a sourc"},{"name":"get_comparability","description":"One comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved "},{"name":"find_transfer_frameworks","description":"Which statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none. Each row names its cu"},{"name":"get_transfer_framework","description":"One transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved). Each row names its current FORM's wording source"},{"name":"checklists_requiring_learning_unit","description":"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"},{"name":"search_programs_and_learning_units","description":"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"},{"name":"get_courseshelf_summary","description":"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"},{"name":"comparability_for_learning_unit","description":"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 fi"},{"name":"find_transitions","description":"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 t"},{"name":"compare_destinations","description":"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 d"},{"name":"will_my_credits_transfer","description":"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) t"},{"name":"assemble_my_formal_education","description":"Read 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 take"},{"name":"assemble_my_work_and_credentials","description":"Read a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and"},{"name":"assert_my_life_experiences","description":"Record what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence pack"},{"name":"my_selfie_ksa_view","description":"The person's Selfie from their evidence package: the seven dimensions (skills, knowledge, abilities and more) as the evidence shows them, each item citing the f"},{"name":"draft_my_claims","description":"Draft the credit claims a person's evidence supports, from their package (after my_selfie_ksa_view): each claim quotes the document it rests on. They are drafts"},{"name":"suggest_credit_for_my_learning","description":"Where 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"},{"name":"find_my_major","description":"What 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 defi"},{"name":"compare_my_major","description":"How do these majors differ? Two to five majors at one level, side by side: definition, the schools offering it, the jobs and their outlook from O*NET, and earni"},{"name":"find_my_school","description":"Where can I study this? A match-up, not a dump: for a major and a level, the schools that award it, ranked by how many of the person's own criteria each one mee"},{"name":"compare_my_school","description":"Which of these schools is better for me? Two to five schools, one major and a level, side by side: program and award, credits required verbatim, requirements co"},{"name":"find_my_best_pathway","description":"What's my best way there? For a goal — a major or a job — and what the person brings (courses, exams, their Competency Selfie, work and life experience), the pa"}],"toolCount":51,"toolsHash":"cf96257d38bd82e51831af664796f416745c2d9529cc67177f608f363cfd5078","serverName":"ksaserver-goldseam","capabilities":["prompts","resources","tools"],"serverVersion":"code build 846 · e15bb1fb","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T11:25:41.359Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":189,"error":null,"detail":{"tools":[{"name":"search_certifications","description":"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 id"},{"name":"get_certification","description":"Everything held about one certification: issuer and issuer domain, occupations served, exam and renewal requirements, education-or-experience routes, Credential"},{"name":"certifications_for_occupation","description":"What certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix)."},{"name":"occupations_for_certification","description":"What occupations does this certification serve?"},{"name":"related_certifications","description":"What else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4)."},{"name":"certifications_for_program","description":"Broad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (cont"},{"name":"list_issuers","description":"The issuing organizations, optionally filtered by a name query."},{"name":"resolve_term","description":"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 ar"},{"name":"expand_term","description":"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"},{"name":"get_dictionary_summary","description":"What 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 crossw"},{"name":"crosswalk_code","description":"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"},{"name":"compare_program_checklists","description":"Compare what a program takes at several institutions: for each IPEDS UNITID, that institution's published checklist for the program (requirement groups, items, "},{"name":"find_institution","description":"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 prog"},{"name":"programs_for_institution","description":"What programs does this institution publish? Award, credential class, CIP, the published credit figure verbatim, catalog edition, the captured page each came fr"},{"name":"get_checklist","description":"What does this award require? One checklist: its requirement groups (every header and full item count), each group's items with published credit strings, altern"},{"name":"learning_units","description":"What courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored), or title words; each course carries its publi"},{"name":"get_institution","description":"Everything held about one institution: its identity row, identifiers, addresses, websites, accreditations, relationships, identity history, published costs and "},{"name":"find_catalogs","description":"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. Eac"},{"name":"get_catalog","description":"One 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 wordi"},{"name":"find_programs","description":"Which programs match these words, across institutions? Program or award words (optionally one institution's UNITID) answer with each program's award, CIP, publi"},{"name":"get_program","description":"One program whole: its row, identifiers, offerings (campus resolved), its institution, and the checklists that lead to its award — pass one to get_checklist. Ea"},{"name":"get_learning_unit","description":"One course whole: its row, prerequisites and corequisites, aliases, terms offered, articulation statements and comparable members — each linked course resolved "},{"name":"find_policies","description":"Which academic policies does this institution publish (transfer credit, prior learning, tuition and fees …)? Optional words narrow them. Answers none held when "},{"name":"get_policy","description":"One published academic policy: its section, verbatim text, page, edition and source. Each row names its current FORM's wording source: source_url, capture_file,"},{"name":"find_checklists","description":"Which checklists — the generic itinerary of requirements for an award — does this institution publish? Optional award words or a program id narrow them; pass on"},{"name":"find_agreements","description":"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. Ea"},{"name":"get_agreement","description":"One agreement: its row, its parties (organizations resolved), and the pathways, comparability bundles and checklists that cite it. Signatories name people and a"},{"name":"find_pathways","description":"Which 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'"},{"name":"get_pathway","description":"One 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"},{"name":"find_comparability","description":"Which comparability bundles (published transfer rules) are held? Optional receiving institution UNITID, agreement id, or a learning unit that appears as a sourc"},{"name":"get_comparability","description":"One comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved "},{"name":"find_transfer_frameworks","description":"Which statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none. Each row names its cu"},{"name":"get_transfer_framework","description":"One transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved). Each row names its current FORM's wording source"},{"name":"checklists_requiring_learning_unit","description":"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"},{"name":"search_programs_and_learning_units","description":"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"},{"name":"get_courseshelf_summary","description":"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"},{"name":"comparability_for_learning_unit","description":"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 fi"},{"name":"find_transitions","description":"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 t"},{"name":"compare_destinations","description":"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 d"},{"name":"will_my_credits_transfer","description":"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) t"},{"name":"assemble_my_formal_education","description":"Read 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 take"},{"name":"assemble_my_work_and_credentials","description":"Read a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and"},{"name":"assert_my_life_experiences","description":"Record what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence pack"},{"name":"my_selfie_ksa_view","description":"The person's Selfie from their evidence package: the seven dimensions (skills, knowledge, abilities and more) as the evidence shows them, each item citing the f"},{"name":"draft_my_claims","description":"Draft the credit claims a person's evidence supports, from their package (after my_selfie_ksa_view): each claim quotes the document it rests on. They are drafts"},{"name":"suggest_credit_for_my_learning","description":"Where 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"},{"name":"find_my_major","description":"What 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 defi"},{"name":"compare_my_major","description":"How do these majors differ? Two to five majors at one level, side by side: definition, the schools offering it, the jobs and their outlook from O*NET, and earni"},{"name":"find_my_school","description":"Where can I study this? A match-up, not a dump: for a major and a level, the schools that award it, ranked by how many of the person's own criteria each one mee"},{"name":"compare_my_school","description":"Which of these schools is better for me? Two to five schools, one major and a level, side by side: program and award, credits required verbatim, requirements co"},{"name":"find_my_best_pathway","description":"What's my best way there? For a goal — a major or a job — and what the person brings (courses, exams, their Competency Selfie, work and life experience), the pa"}],"toolCount":51,"toolsHash":"cf96257d38bd82e51831af664796f416745c2d9529cc67177f608f363cfd5078","serverName":"ksaserver-goldseam","capabilities":["prompts","resources","tools"],"serverVersion":"code build 846 · e15bb1fb","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T04:29:07.258Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":193,"error":null,"detail":{"tools":[{"name":"search_certifications","description":"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 id"},{"name":"get_certification","description":"Everything held about one certification: issuer and issuer domain, occupations served, exam and renewal requirements, education-or-experience routes, Credential"},{"name":"certifications_for_occupation","description":"What certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix)."},{"name":"occupations_for_certification","description":"What occupations does this certification serve?"},{"name":"related_certifications","description":"What else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4)."},{"name":"certifications_for_program","description":"Broad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (cont"},{"name":"list_issuers","description":"The issuing organizations, optionally filtered by a name query."},{"name":"resolve_term","description":"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 ar"},{"name":"expand_term","description":"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"},{"name":"get_dictionary_summary","description":"What 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 crossw"},{"name":"crosswalk_code","description":"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"},{"name":"compare_program_checklists","description":"Compare what a program takes at several institutions: for each IPEDS UNITID, that institution's published checklist for the program (requirement groups, items, "},{"name":"find_institution","description":"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 prog"},{"name":"programs_for_institution","description":"What programs does this institution publish? Award, credential class, CIP, the published credit figure verbatim, catalog edition, the captured page each came fr"},{"name":"get_checklist","description":"What does this award require? One checklist: its requirement groups (every header and full item count), each group's items with published credit strings, altern"},{"name":"learning_units","description":"What courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored), or title words; each course carries its publi"},{"name":"get_institution","description":"Everything held about one institution: its identity row, identifiers, addresses, websites, accreditations, relationships, identity history, published costs and "},{"name":"find_catalogs","description":"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. Eac"},{"name":"get_catalog","description":"One 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 wordi"},{"name":"find_programs","description":"Which programs match these words, across institutions? Program or award words (optionally one institution's UNITID) answer with each program's award, CIP, publi"},{"name":"get_program","description":"One program whole: its row, identifiers, offerings (campus resolved), its institution, and the checklists that lead to its award — pass one to get_checklist. Ea"},{"name":"get_learning_unit","description":"One course whole: its row, prerequisites and corequisites, aliases, terms offered, articulation statements and comparable members — each linked course resolved "},{"name":"find_policies","description":"Which academic policies does this institution publish (transfer credit, prior learning, tuition and fees …)? Optional words narrow them. Answers none held when "},{"name":"get_policy","description":"One published academic policy: its section, verbatim text, page, edition and source. Each row names its current FORM's wording source: source_url, capture_file,"},{"name":"find_checklists","description":"Which checklists — the generic itinerary of requirements for an award — does this institution publish? Optional award words or a program id narrow them; pass on"},{"name":"find_agreements","description":"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. Ea"},{"name":"get_agreement","description":"One agreement: its row, its parties (organizations resolved), and the pathways, comparability bundles and checklists that cite it. Signatories name people and a"},{"name":"find_pathways","description":"Which 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'"},{"name":"get_pathway","description":"One 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"},{"name":"find_comparability","description":"Which comparability bundles (published transfer rules) are held? Optional receiving institution UNITID, agreement id, or a learning unit that appears as a sourc"},{"name":"get_comparability","description":"One comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved "},{"name":"find_transfer_frameworks","description":"Which statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none. Each row names its cu"},{"name":"get_transfer_framework","description":"One transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved). Each row names its current FORM's wording source"},{"name":"checklists_requiring_learning_unit","description":"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"},{"name":"search_programs_and_learning_units","description":"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"},{"name":"get_courseshelf_summary","description":"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"},{"name":"comparability_for_learning_unit","description":"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 fi"},{"name":"find_transitions","description":"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 t"},{"name":"compare_destinations","description":"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 d"},{"name":"will_my_credits_transfer","description":"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) t"},{"name":"assemble_my_formal_education","description":"Read 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 take"},{"name":"assemble_my_work_and_credentials","description":"Read a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and"},{"name":"assert_my_life_experiences","description":"Record what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence pack"},{"name":"my_selfie_ksa_view","description":"The person's Selfie from their evidence package: the seven dimensions (skills, knowledge, abilities and more) as the evidence shows them, each item citing the f"},{"name":"draft_my_claims","description":"Draft the credit claims a person's evidence supports, from their package (after my_selfie_ksa_view): each claim quotes the document it rests on. They are drafts"},{"name":"suggest_credit_for_my_learning","description":"Where 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"},{"name":"find_my_major","description":"What 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 defi"},{"name":"compare_my_major","description":"How do these majors differ? Two to five majors at one level, side by side: definition, the schools offering it, the jobs and their outlook from O*NET, and earni"},{"name":"find_my_school","description":"Where can I study this? A match-up, not a dump: for a major and a level, the schools that award it, ranked by how many of the person's own criteria each one mee"},{"name":"compare_my_school","description":"Which of these schools is better for me? Two to five schools, one major and a level, side by side: program and award, credits required verbatim, requirements co"},{"name":"find_my_best_pathway","description":"What's my best way there? For a goal — a major or a job — and what the person brings (courses, exams, their Competency Selfie, work and life experience), the pa"}],"toolCount":51,"toolsHash":"cf96257d38bd82e51831af664796f416745c2d9529cc67177f608f363cfd5078","serverName":"ksaserver-goldseam","capabilities":["prompts","resources","tools"],"serverVersion":"code build 846 · e15bb1fb","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T22:24:57.269Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":191,"error":null,"detail":{"tools":[{"name":"search_certifications","description":"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 id"},{"name":"get_certification","description":"Everything held about one certification: issuer and issuer domain, occupations served, exam and renewal requirements, education-or-experience routes, Credential"},{"name":"certifications_for_occupation","description":"What certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix)."},{"name":"occupations_for_certification","description":"What occupations does this certification serve?"},{"name":"related_certifications","description":"What else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4)."},{"name":"certifications_for_program","description":"Broad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (cont"},{"name":"list_issuers","description":"The issuing organizations, optionally filtered by a name query."},{"name":"resolve_term","description":"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 ar"},{"name":"expand_term","description":"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"},{"name":"get_dictionary_summary","description":"What 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 crossw"},{"name":"crosswalk_code","description":"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"},{"name":"compare_program_checklists","description":"Compare what a program takes at several institutions: for each IPEDS UNITID, that institution's published checklist for the program (requirement groups, items, "},{"name":"find_institution","description":"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 prog"},{"name":"programs_for_institution","description":"What programs does this institution publish? Award, credential class, CIP, the published credit figure verbatim, catalog edition, the captured page each came fr"},{"name":"get_checklist","description":"What does this award require? One checklist: its requirement groups (every header and full item count), each group's items with published credit strings, altern"},{"name":"learning_units","description":"What courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored), or title words; each course carries its publi"},{"name":"get_institution","description":"Everything held about one institution: its identity row, identifiers, addresses, websites, accreditations, relationships, identity history, published costs and "},{"name":"find_catalogs","description":"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. Eac"},{"name":"get_catalog","description":"One 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 wordi"},{"name":"find_programs","description":"Which programs match these words, across institutions? Program or award words (optionally one institution's UNITID) answer with each program's award, CIP, publi"},{"name":"get_program","description":"One program whole: its row, identifiers, offerings (campus resolved), its institution, and the checklists that lead to its award — pass one to get_checklist. Ea"},{"name":"get_learning_unit","description":"One course whole: its row, prerequisites and corequisites, aliases, terms offered, articulation statements and comparable members — each linked course resolved "},{"name":"find_policies","description":"Which academic policies does this institution publish (transfer credit, prior learning, tuition and fees …)? Optional words narrow them. Answers none held when "},{"name":"get_policy","description":"One published academic policy: its section, verbatim text, page, edition and source. 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Contacts name people and are not served. Each row names its current FORM's wording source: source"},{"name":"find_comparability","description":"Which comparability bundles (published transfer rules) are held? Optional receiving institution UNITID, agreement id, or a learning unit that appears as a sourc"},{"name":"get_comparability","description":"One comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved "},{"name":"find_transfer_frameworks","description":"Which statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none. Each row names its cu"},{"name":"get_transfer_framework","description":"One transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved). Each row names its current FORM's wording source"},{"name":"checklists_requiring_learning_unit","description":"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"},{"name":"search_programs_and_learning_units","description":"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"},{"name":"get_courseshelf_summary","description":"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"},{"name":"comparability_for_learning_unit","description":"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 fi"},{"name":"find_transitions","description":"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 t"},{"name":"compare_destinations","description":"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 d"},{"name":"will_my_credits_transfer","description":"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) t"},{"name":"assemble_my_formal_education","description":"Read 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 take"},{"name":"assemble_my_work_and_credentials","description":"Read a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and"},{"name":"assert_my_life_experiences","description":"Record what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence pack"},{"name":"my_selfie_ksa_view","description":"The person's Selfie from their evidence package: the seven dimensions (skills, knowledge, abilities and more) as the evidence shows them, each item citing the f"},{"name":"draft_my_claims","description":"Draft the credit claims a person's evidence supports, from their package (after my_selfie_ksa_view): each claim quotes the document it rests on. They are drafts"},{"name":"suggest_credit_for_my_learning","description":"Where 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"},{"name":"find_my_major","description":"What 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 defi"},{"name":"compare_my_major","description":"How do these majors differ? Two to five majors at one level, side by side: definition, the schools offering it, the jobs and their outlook from O*NET, and earni"},{"name":"find_my_school","description":"Where can I study this? A match-up, not a dump: for a major and a level, the schools that award it, ranked by how many of the person's own criteria each one mee"},{"name":"compare_my_school","description":"Which of these schools is better for me? Two to five schools, one major and a level, side by side: program and award, credits required verbatim, requirements co"},{"name":"find_my_best_pathway","description":"What's my best way there? For a goal — a major or a job — and what the person brings (courses, exams, their Competency Selfie, work and life experience), the pa"}],"toolCount":51,"toolsHash":"cf96257d38bd82e51831af664796f416745c2d9529cc67177f608f363cfd5078","serverName":"ksaserver-goldseam","capabilities":["prompts","resources","tools"],"serverVersion":"code build 846 · e15bb1fb","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T16:27:36.756Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":263,"error":null,"detail":{"tools":[{"name":"search_certifications","description":"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 id"},{"name":"get_certification","description":"Everything held about one certification: issuer and issuer domain, occupations served, exam and renewal requirements, education-or-experience routes, Credential"},{"name":"certifications_for_occupation","description":"What certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix)."},{"name":"occupations_for_certification","description":"What occupations does this certification serve?"},{"name":"related_certifications","description":"What else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4)."},{"name":"certifications_for_program","description":"Broad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (cont"},{"name":"list_issuers","description":"The issuing organizations, optionally filtered by a name query."},{"name":"resolve_term","description":"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 ar"},{"name":"expand_term","description":"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"},{"name":"get_dictionary_summary","description":"What 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 crossw"},{"name":"crosswalk_code","description":"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"},{"name":"compare_program_checklists","description":"Compare what a program takes at several institutions: for each IPEDS UNITID, that institution's published checklist for the program (requirement groups, items, "},{"name":"find_institution","description":"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 prog"},{"name":"programs_for_institution","description":"What programs does this institution publish? Award, credential class, CIP, the published credit figure verbatim, catalog edition, the captured page each came fr"},{"name":"get_checklist","description":"What does this award require? One checklist: its requirement groups (every header and full item count), each group's items with published credit strings, altern"},{"name":"learning_units","description":"What courses does this institution publish? Filter by subject abbreviation, course code (spaces and case ignored), or title words; each course carries its publi"},{"name":"get_institution","description":"Everything held about one institution: its identity row, identifiers, addresses, websites, accreditations, relationships, identity history, published costs and "},{"name":"find_catalogs","description":"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. Eac"},{"name":"get_catalog","description":"One 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 wordi"},{"name":"find_programs","description":"Which programs match these words, across institutions? Program or award words (optionally one institution's UNITID) answer with each program's award, CIP, publi"},{"name":"get_program","description":"One program whole: its row, identifiers, offerings (campus resolved), its institution, and the checklists that lead to its award — pass one to get_checklist. Ea"},{"name":"get_learning_unit","description":"One course whole: its row, prerequisites and corequisites, aliases, terms offered, articulation statements and comparable members — each linked course resolved "},{"name":"find_policies","description":"Which academic policies does this institution publish (transfer credit, prior learning, tuition and fees …)? Optional words narrow them. Answers none held when "},{"name":"get_policy","description":"One published academic policy: its section, verbatim text, page, edition and source. Each row names its current FORM's wording source: source_url, capture_file,"},{"name":"find_checklists","description":"Which checklists — the generic itinerary of requirements for an award — does this institution publish? Optional award words or a program id narrow them; pass on"},{"name":"find_agreements","description":"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. Ea"},{"name":"get_agreement","description":"One agreement: its row, its parties (organizations resolved), and the pathways, comparability bundles and checklists that cite it. Signatories name people and a"},{"name":"find_pathways","description":"Which 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'"},{"name":"get_pathway","description":"One 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"},{"name":"find_comparability","description":"Which comparability bundles (published transfer rules) are held? Optional receiving institution UNITID, agreement id, or a learning unit that appears as a sourc"},{"name":"get_comparability","description":"One comparability bundle: its row (credits awarded published beside any parse), the receiving institution, and its source and substitute courses, each resolved "},{"name":"find_transfer_frameworks","description":"Which statewide or compact transfer frameworks are held? Optional name or jurisdiction words. Answers none held when the build holds none. Each row names its cu"},{"name":"get_transfer_framework","description":"One transfer framework: its row, authority, codes with their meanings, and the courses mapped to it (resolved). Each row names its current FORM's wording source"},{"name":"checklists_requiring_learning_unit","description":"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"},{"name":"search_programs_and_learning_units","description":"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"},{"name":"get_courseshelf_summary","description":"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"},{"name":"comparability_for_learning_unit","description":"Where does this course land at other schools, and what lands on it (exams included)? 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For each thing a person holds (an AP, CLEP or IB exam and its score, or a course taken at a school) t"},{"name":"assemble_my_formal_education","description":"Read 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 take"},{"name":"assemble_my_work_and_credentials","description":"Read a person's resume, LinkedIn export, certificates, military records and apprenticeship records into their evidence package: each file's text and status, and"},{"name":"assert_my_life_experiences","description":"Record what a person says they have done outside school and work (family, clubs, sports, faith, travel, self-taught projects, challenges) in their evidence pack"},{"name":"my_selfie_ksa_view","description":"The person's Selfie from their evidence package: the seven dimensions (skills, knowledge, abilities and more) as the evidence shows them, each item citing the f"},{"name":"draft_my_claims","description":"Draft the credit claims a person's evidence supports, from their package (after my_selfie_ksa_view): each claim quotes the document it rests on. 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Two to five schools, one major and a level, side by side: program and award, credits required verbatim, requirements co"},{"name":"find_my_best_pathway","description":"What's my best way there? For a goal — a major or a job — and what the person brings (courses, exams, their Competency Selfie, work and life experience), the pa"}],"toolCount":51,"toolsHash":"cf96257d38bd82e51831af664796f416745c2d9529cc67177f608f363cfd5078","serverName":"ksaserver-goldseam","capabilities":["prompts","resources","tools"],"serverVersion":"code build 846 · e15bb1fb","protocolVersion":"2025-06-18"}},{"at":"2026-10-08T09:22:22.977Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":147,"error":null,"detail":{"tools":[{"name":"search_certifications","description":"Which certification is this prose name? Start here for any plain question — a trade, field, job, skill, or company in everyday words. 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