https://goldseam.ksaworks.com/mcp ↗
Sourced answers about 6,255 industry certifications: issuer, occupations, programs, provenance.
com.ksaworks/goldseam is a remote MCP server published at goldseam.ksaworks.com. It has been probed 7 times since 9/12/2026. It answered in 7 of them (100.0%), a near-uninterrupted record. Median response time is 608 ms, a delay an agent will notice. It exposes a broad tool surface of 37 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
resolve_term — Vague name without clear domain contextexpand_term — Vague name without clear domain contextsearch_programs_and_learning_units — Parameter 'cip' has null type definitionrelated_certifications — References contract §4 without explanationRisk: low
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
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 certification tools.
issuerstringlimitintegeroffsetintegerquerystringrequiredget_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.
idstringrequiredcertifications_for_occupationWhat certifications serve this occupation? SOC-keyed lookup (dashed SOC accepted with or without the O*NET .00 suffix).
limitintegeroffsetintegersocstringrequiredoccupations_for_certificationWhat occupations does this certification serve?
idstringrequiredlimitintegeroffsetintegerrelated_certificationsWhat else serves the same occupation? Traverses on SOC only — a certification sharing solely an instructional program (CIP) is not related (contract § 4).
idstringrequiredlimitintegeroffsetintegercertifications_for_programBroad academic cross-reference by instructional program (CIP). A deliberately broader, lower-precision question than an occupation lookup — never its peer (contract § 4).
cipstringrequiredlimitintegeroffsetintegerlist_issuersThe issuing organizations, optionally filtered by a name query.
limitintegeroffsetintegerquerystringresolve_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, 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.
termstringrequiredexpand_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.
termstringrequiredcrosswalk_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.
codestringrequiredlimitintegeroffsetintegercompare_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 not held. Nothing is summed or computed by the service; an institution, checklist, or cost the catalogs do not hold is stated as such.
institution_offsetintegerprogramstringrequiredunitidsarrayrequiredfind_institutionWhich 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.
citystringlimitintegeroffsetintegerquerystringstatestringDerived by comparing consecutive probes — changes in era, protocol version, build and reachability.
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[](https://mcpmetrics.io/servers/com-ksaworks-goldseam)<a href="https://mcpmetrics.io/servers/com-ksaworks-goldseam"><img src="https://mcpmetrics.io/badge/com.ksaworks/goldseam/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
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| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 04:35:29 | Dual-era | 200 | 1536 | 200 | 1534 | 2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05 |
| 2026-09-13 01:33:33 | Dual-era | 200 | 602 | 200 | 608 | 2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05 |
| 2026-09-12 23:31:36 | Dual-era | 200 | 511 | 200 | 510 | 2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05 |
| 2026-09-12 21:29:15 | Dual-era | 200 | 716 | 200 | 706 | 2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05 |
| 2026-09-12 19:27:29 | Dual-era | 200 | 497 | 200 | 507 | 2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05 |
| 2026-09-12 17:24:09 | Dual-era | 200 | 640 | 200 | 630 | 2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05 |
| 2026-09-12 15:21:42 | Dual-era | 200 | 455 | 200 | 464 | 2026-07-28, 2025-11-25, 2025-06-18, 2025-03-26, 2024-11-05 |
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
The two probe legs separately: modern server/discover and legacy initialize.
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