---
schema: "interfacedelta-service-md/1"
target_key: "sha256:bbe7b94be2170c67805db1c267b33cbd7818a2ef9c1e2fbbfad7f0da7feb453b"
origin: "https://goldseam.ksaworks.com"
protocols: ["mcp"]
observed_at: "2026-11-12T20:05:03.531Z"
generated_at: "2026-11-13T01:55:59.587Z"
record_url: "https://interfacedelta.com/atlas/sha256:bbe7b94be2170c67805db1c267b33cbd7818a2ef9c1e2fbbfad7f0da7feb453b"
record_api: "https://interfacedelta.com/api/v1/record/services/sha256:bbe7b94be2170c67805db1c267b33cbd7818a2ef9c1e2fbbfad7f0da7feb453b"
source: "InterfaceDelta atlas"
license_note: "Use of this record is governed by https://interfacedelta.com/terms."
---

# Service record: https://goldseam.ksaworks.com

## Identity
- Origin: https://goldseam.ksaworks.com
- Endpoints: https://goldseam.ksaworks.com/mcp
- Protocols: mcp
- Registry names: com.ksaworks/goldseam
- First retained observation: 2026-11-12T20:05:03.531Z
- Latest observation: 2026-11-12T20:05:03.531Z

## Tools
- Tool 1: add\_to\_my\_selfie (mcp); inputs: descriptions, interests, package, position, proposed\_statements, skip\_topics; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 2: assemble\_my\_formal\_education (mcp); inputs: files, package; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 3: assemble\_my\_work\_and\_credentials (mcp); inputs: files, linkedin\_url, package; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 4: assert\_my\_life\_experiences (mcp); inputs: entries, package; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 5: certifications\_for\_occupation (mcp); inputs: limit, offset, soc; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 6: certifications\_for\_program (mcp); inputs: cip, limit, offset; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 7: checklist\_map (mcp); inputs: audience, carried, checklist, checklist\_id, courseatlas\_depth, depth, held, held\_offset; inputs omitted: 4; annotations: {"readOnlyHint":true}
- Tool 8: checklists\_requiring\_learning\_unit (mcp); inputs: learning\_unit\_id, limit, offset; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 9: coach\_board (mcp); inputs: caption, coach\_id, image\_url, show, text, title; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"openWorldHint":true}
- Tool 10: coach\_listen (mcp); inputs: coach\_id, seat, session\_ends\_at, wait\_seconds; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"openWorldHint":true}
- Tool 11: coach\_say (mcp); inputs: coach\_id, cues, reply\_to, speaker, text, view; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"openWorldHint":true}
- Tool 12: comparability\_for\_courses (mcp); inputs: audience, items, kind, limit, sources, target\_unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 13: comparability\_for\_learning\_unit (mcp); inputs: audience, code, continuation\_context, direction, kind, learning\_unit\_id, limit, offset; inputs omitted: 6; annotations: {"readOnlyHint":true}
- Tool 14: comparable\_map (mcp); inputs: audience, courseatlas\_depth, depth, item, kind, sources, target\_unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 15: compare\_destinations (mcp); inputs: from\_soc, to\_socs; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 16: compare\_my\_major (mcp); inputs: level, majors, state; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 17: compare\_my\_school (mcp); inputs: held, level, major, package, unitids; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 18: compare\_program\_checklists (mcp); inputs: detail, institution\_offset, program, unitids; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 19: crosswalk\_code (mcp); inputs: code, limit, offset; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 20: draft\_my\_claims (mcp); inputs: aspiration, language, package, school; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 21: email\_me (mcp); inputs: kind, payload, to; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"openWorldHint":true}
- Tool 22: expand\_term (mcp); inputs: term; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 23: explore\_from\_my\_selfie (mcp); inputs: channel, from\_descriptions, interest\_words, learning\_areas, limit, offset, package, prompted\_by; inputs omitted: 4; annotations: {"readOnlyHint":true}
- Tool 24: find\_agreements (mcp); inputs: limit, offset, query, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 25: find\_catalogs (mcp); inputs: limit, offset, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 26: find\_checklists (mcp); inputs: detail, limit, offset, program\_id, query, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 27: find\_comparability (mcp); inputs: agreement\_id, bundle\_type, exam\_code, exam\_program, kind, learning\_unit\_id, limit, offset; inputs omitted: 5; annotations: {"readOnlyHint":true}
- Tool 28: find\_institution (mcp); inputs: city, domain, exam\_credit, limit, locale, offset, on\_campus\_housing, online\_only; inputs omitted: 11; annotations: {"readOnlyHint":true}
- Tool 29: find\_my\_best\_pathway (mcp); inputs: goal, held, level, limit, package, state; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 30: find\_my\_major (mcp); inputs: level, limit, offset, soc, state, words; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 31: find\_my\_school (mcp); inputs: also\_offers, award, city, cost\_max, delivery, exclude\_untestable, level, limit; inputs omitted: 7; annotations: {"readOnlyHint":true}
- Tool 32: find\_pathways (mcp); inputs: agreement\_id, checklist\_id, limit, offset, query; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 33: find\_policies (mcp); inputs: limit, offset, query, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 34: find\_programs (mcp); inputs: city, limit, offset, query, state, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 35: find\_transfer\_frameworks (mcp); inputs: limit, offset, query; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 36: find\_transitions (mcp); inputs: class, from, from\_soc, limit, offset, prefer, state; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 37: get\_agreement (mcp); inputs: agreement\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 38: get\_catalog (mcp); inputs: catalog\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 39: get\_certification (mcp); inputs: id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 40: get\_checklist (mcp); inputs: checklist\_id, item\_limit, item\_offset; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 41: get\_comparability (mcp); inputs: comparability\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 42: get\_courseshelf\_performance (mcp); inputs: from, limit, min\_ms, outcome, storage\_details, to, tool; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 43: get\_courseshelf\_summary (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 44: get\_dictionary\_summary (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 45: get\_institution (mcp); inputs: organization\_id, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 46: get\_learning\_unit (mcp); inputs: learning\_unit\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 47: get\_pathway (mcp); inputs: pathway\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 48: get\_persona\_transcript (mcp); inputs: persona\_id, transcript\_type, vendor\_delay\_ms; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 49: get\_policy (mcp); inputs: policy\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 50: get\_program (mcp); inputs: program\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 51: get\_transfer\_framework (mcp); inputs: code, framework\_id, limit, offset, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 52: learning\_units (mcp); inputs: archived, code, courseatlas\_id, limit, offset, query, subject, unit\_type; inputs omitted: 1; annotations: {"readOnlyHint":true}
- Tool 53: list\_issuers (mcp); inputs: limit, offset, query; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 54: list\_persona\_transcripts (mcp); inputs: none shown; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 55: look\_up\_word (mcp); inputs: word; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 56: mail\_my\_bio (mcp); inputs: email, kind, package, person\_consent, sections, selfie\_coding, title; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"openWorldHint":true}
- Tool 57: make\_my\_selfie (mcp); inputs: package; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 58: my\_selfie\_checkpoint (mcp); inputs: continue\_with, note, package; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 59: my\_selfie\_ksa\_view (mcp); inputs: aspiration, language, package; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 60: occupations\_for\_certification (mcp); inputs: id, limit, offset; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 61: open\_coach (mcp); inputs: actor, coach, context, display\_mode, role, session\_minutes, size\_preset; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"openWorldHint":true}
- Tool 62: open\_my\_coach (mcp); inputs: avatar\_conversation, avatar\_page, avatar\_replaced, avatar\_seat, avatar\_status, display\_mode, package, role; inputs omitted: 1; annotations: {"readOnlyHint":true}
- Tool 63: playlist\_compare (mcp); inputs: against\_playlist\_id, checklist\_id, playlist\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 64: playlist\_find\_pages (mcp); inputs: query, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 65: playlist\_open (mcp); inputs: checklist\_id; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 66: playlist\_policy\_diagnose (mcp); inputs: unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 67: playlist\_policy\_infer (mcp); inputs: unitid; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 68: playlist\_policy\_open (mcp); inputs: checklist\_id, rebuild, unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 69: playlist\_policy\_save (mcp); inputs: built\_by, policy, unitid; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 70: playlist\_policy\_standing (mcp); inputs: unitid; inputs omitted: 0; annotations: {"readOnlyHint":true}
- Tool 71: playlist\_policy\_surf (mcp); inputs: ask, unitid; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
- Tool 72: playlist\_policy\_survey (mcp); inputs: name, policy, unitid; inputs omitted: 0; annotations: {"readOnlyHint":false,"destructiveHint":false,"idempotentHint":false,"openWorldHint":false}
Tools omitted: 19.

## Effect readings (AI)
- Tool 5 (certifications\_for\_occupation): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 5 purpose: ◇ AI reading; Lists professional certifications linked to an occupation identified by its SOC code, with optional paging.; lens: tool-purpose-v1; model: not recorded.
- Tool 6 (certifications\_for\_program): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 6 purpose: ◇ AI reading; Lists certifications associated with an academic program code (CIP), with paging, as a broad, lower-precision match.; lens: tool-purpose-v1; model: not recorded.
- Tool 7 (checklist\_map): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 8 (checklists\_requiring\_learning\_unit): ◇ AI reading; state: counted; reads (confidence 0.92); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 8 purpose: ◇ AI reading; Lists the checklists that require a given learning unit, with each matching requirement's award, group heading and source.; lens: tool-purpose-v1; model: not recorded.
- Tool 10 purpose: ◇ AI reading; Returns whatever the user says next in a coach session, or a status like silent, quiet or session\_over.; lens: tool-purpose-v1; model: not recorded.
- Tool 12 (comparability\_for\_courses): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 13 (comparability\_for\_learning\_unit): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 14 (comparable\_map): ◇ AI reading; state: counted; reads (confidence 0.8); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 15 (compare\_destinations): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 16 (compare\_my\_major): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 18 (compare\_program\_checklists): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 18 purpose: ◇ AI reading; Shows each listed institution's published checklist and tuition and fee policy for a program, side by side, for comparison.; lens: tool-purpose-v1; model: not recorded.
- Tool 19 (crosswalk\_code): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 21 (email\_me): ◇ AI reading; state: counted; sends_messages (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 22 (expand\_term): ◇ AI reading; state: counted; reads (confidence 0.84); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 24 (find\_agreements): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 25 (find\_catalogs): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 25 purpose: ◇ AI reading; Lists published catalog editions held for an institution, noting each one's year, format and originating source.; lens: tool-purpose-v1; model: not recorded.
- Tool 26 (find\_checklists): ◇ AI reading; state: counted; reads (confidence 0.91); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 26 purpose: ◇ AI reading; Lists the requirement checklists a school publishes for its awards, optionally filtered by keywords or program ID.; lens: tool-purpose-v1; model: not recorded.
- Tool 27 (find\_comparability): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 28 (find\_institution): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 30 (find\_my\_major): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 30 purpose: ◇ AI reading; Returns college majors for a person's interests or job code, with definitions, award levels, school counts and related jobs.; lens: tool-purpose-v1; model: not recorded.
- Tool 31 (find\_my\_school): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 31 purpose: ◇ AI reading; Lists schools offering a chosen major and degree level, ordered by the count of the user's criteria each satisfies.; lens: tool-purpose-v1; model: not recorded.
- Tool 32 (find\_pathways): ◇ AI reading; state: counted; reads (confidence 0.93); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 33 (find\_policies): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 34 (find\_programs): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 34 purpose: ◇ AI reading; Lists academic programs matching given words across institutions, optionally filtered by school, state or city.; lens: tool-purpose-v1; model: not recorded.
- Tool 35 (find\_transfer\_frameworks): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 35 purpose: ◇ AI reading; Lists statewide or compact transfer frameworks, filtered by optional name or jurisdiction words, with version details when present.; lens: tool-purpose-v1; model: not recorded.
- Tool 36 (find\_transitions): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 37 (get\_agreement): ◇ AI reading; state: counted; reads (confidence 0.92); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 37 purpose: ◇ AI reading; Returns one agreement by ID with its parties and the pathways, bundles and checklists citing it; signatories are excluded.; lens: tool-purpose-v1; model: not recorded.
- Tool 38 (get\_catalog): ◇ AI reading; state: counted; reads (confidence 0.89); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 39 (get\_certification): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 40 (get\_checklist): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 41 (get\_comparability): ◇ AI reading; state: counted; reads (confidence 0.902); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 42 (get\_courseshelf\_performance): ◇ AI reading; state: counted; reads (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 42 purpose: ◇ AI reading; Summarizes call log and outcome counts for the CourseShelf box, plus effective settings and database storage figures.; lens: tool-purpose-v1; model: not recorded.
- Tool 43 (get\_courseshelf\_summary): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 43 purpose: ◇ AI reading; Summarizes CourseShelf's published build records: counts per catalog area, table row counts, sector and census verdicts.; lens: tool-purpose-v1; model: not recorded.
- Tool 44 (get\_dictionary\_summary): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 45 (get\_institution): ◇ AI reading; state: counted; reads (confidence 0.88); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 45 purpose: ◇ AI reading; Returns one institution's identity, addresses, accreditations, costs and program counts, omitting contact people.; lens: tool-purpose-v1; model: not recorded.
- Tool 46 (get\_learning\_unit): ◇ AI reading; state: counted; reads (confidence 0.92); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 47 (get\_pathway): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 48 purpose: ◇ AI reading; Returns a parsed example persona transcript, marked official or unofficial, with its processing steps and timings.; lens: tool-purpose-v1; model: not recorded.
- Tool 49 (get\_policy): ◇ AI reading; state: counted; reads (confidence 0.92); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 50 (get\_program): ◇ AI reading; state: counted; reads (confidence 0.901); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 51 (get\_transfer\_framework): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 52 (learning\_units): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 53 (list\_issuers): ◇ AI reading; state: counted; reads (confidence 0.882); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 54 (list\_persona\_transcripts): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 55 (look\_up\_word): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 55 purpose: ◇ AI reading; Returns a word card with its meanings, related forms, matching occupation and skill codes, and a report of the lookup steps.; lens: tool-purpose-v1; model: not recorded.
- Tool 56 (mail\_my\_bio): ◇ AI reading; state: counted; sends_messages (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 59 purpose: ◇ AI reading; Returns the evidence package with a skills Selfie built from the learner's own documents, for them to confirm or reject.; lens: tool-purpose-v1; model: not recorded.
- Tool 60 (occupations\_for\_certification): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 63 (playlist\_compare): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 63 purpose: ◇ AI reading; Checks a candidate playlist against a confirmed golden reference line by line, or against another saved playlist; read-only.; lens: tool-purpose-v1; model: not recorded.
- Tool 64 (playlist\_find\_pages): ◇ AI reading; state: counted; reads (confidence 0.93); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 65 purpose: ◇ AI reading; Checks whether a checklist has a stored requirements playlist for the school's policy and returns its trust status.; lens: tool-purpose-v1; model: not recorded.
- Tool 66 (playlist\_policy\_diagnose): ◇ AI reading; state: counted; reads (confidence 0.9); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 67 (playlist\_policy\_infer): ◇ AI reading; state: counted; creates (confidence 0.85); lens: side-effects@1; model: claude-haiku-5.5.
- Tool 68 purpose: ◇ AI reading; Starts or reuses a school's institution-wide policy, returning the stored rules or a manifest of pages to read before saving a new one.; lens: tool-purpose-v1; model: not recorded.
- Tool 69 purpose: ◇ AI reading; Adds a school's course-designation and award policy, checked against captured sources; invalid policies are stored as rejected.; lens: tool-purpose-v1; model: not recorded.
- Tool 70 (playlist\_policy\_standing): ◇ AI reading; state: counted; reads (confidence 0.86); lens: side-effects@1; model: claude-haiku-5.5.

## Change history
No changes recorded in the retained history.

## Payment rails
- Protocols observed: none.
- HTTP 402 seen in retained observations: false.

## Not covered
- We don't call tools.
- We don't rate or certify.
- We don't publish prices.
- We cover only what was observed.

## Evidence
- Identity: observed / declared; observation time: 2026-11-12T20:05:03.531Z.
- Tools: declared; observation time: 2026-11-12T20:05:03.531Z.
- Effect readings (AI): AI reading; observation time: 2026-11-12T20:05:03.531Z.
- Change history: observed; observation time: 2026-11-12T20:05:03.531Z; change observation times: none.
- Payment rails: observed; observation time: 2026-11-12T20:05:03.531Z.

```json
{
  "schema": "interfacedelta-service-md/1",
  "target_key": "sha256:bbe7b94be2170c67805db1c267b33cbd7818a2ef9c1e2fbbfad7f0da7feb453b",
  "origin": "https://goldseam.ksaworks.com",
  "protocols": [
    "mcp"
  ],
  "observed_at": "2026-11-12T20:05:03.531Z",
  "generated_at": "2026-11-13T01:55:59.587Z",
  "record_url": "https://interfacedelta.com/atlas/sha256:bbe7b94be2170c67805db1c267b33cbd7818a2ef9c1e2fbbfad7f0da7feb453b",
  "record_api": "https://interfacedelta.com/api/v1/record/services/sha256:bbe7b94be2170c67805db1c267b33cbd7818a2ef9c1e2fbbfad7f0da7feb453b",
  "source": "InterfaceDelta atlas",
  "license_note": "Use of this record is governed by https://interfacedelta.com/terms.",
  "identity": {
    "origin": "https://goldseam.ksaworks.com",
    "endpoints": [
      "https://goldseam.ksaworks.com/mcp"
    ],
    "protocols": [
      "mcp"
    ],
    "registry_names": [
      "com.ksaworks/goldseam"
    ],
    "first_retained_observation": "2026-11-12T20:05:03.531Z",
    "latest_observation": "2026-11-12T20:05:03.531Z"
  },
  "tools": [
    {
      "name": "add_to_my_selfie",
      "protocol": "mcp",
      "inputs": [
        "descriptions",
        "interests",
        "package",
        "position",
        "proposed_statements",
        "skip_topics"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "assemble_my_formal_education",
      "protocol": "mcp",
      "inputs": [
        "files",
        "package"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "assemble_my_work_and_credentials",
      "protocol": "mcp",
      "inputs": [
        "files",
        "linkedin_url",
        "package"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "assert_my_life_experiences",
      "protocol": "mcp",
      "inputs": [
        "entries",
        "package"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "certifications_for_occupation",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "offset",
        "soc"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists professional certifications linked to an occupation identified by its SOC code, with optional paging.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "certifications_for_program",
      "protocol": "mcp",
      "inputs": [
        "cip",
        "limit",
        "offset"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists certifications associated with an academic program code (CIP), with paging, as a broad, lower-precision match.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "checklist_map",
      "protocol": "mcp",
      "inputs": [
        "audience",
        "carried",
        "checklist",
        "checklist_id",
        "courseatlas_depth",
        "depth",
        "held",
        "held_offset"
      ],
      "inputs_omitted": 4,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "checklists_requiring_learning_unit",
      "protocol": "mcp",
      "inputs": [
        "learning_unit_id",
        "limit",
        "offset"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.92
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists the checklists that require a given learning unit, with each matching requirement's award, group heading and source.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "coach_board",
      "protocol": "mcp",
      "inputs": [
        "caption",
        "coach_id",
        "image_url",
        "show",
        "text",
        "title"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "openWorldHint": true
      },
      "effects": null
    },
    {
      "name": "coach_listen",
      "protocol": "mcp",
      "inputs": [
        "coach_id",
        "seat",
        "session_ends_at",
        "wait_seconds"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "openWorldHint": true
      },
      "effects": null,
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Returns whatever the user says next in a coach session, or a status like silent, quiet or session_over.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "coach_say",
      "protocol": "mcp",
      "inputs": [
        "coach_id",
        "cues",
        "reply_to",
        "speaker",
        "text",
        "view"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "openWorldHint": true
      },
      "effects": null
    },
    {
      "name": "comparability_for_courses",
      "protocol": "mcp",
      "inputs": [
        "audience",
        "items",
        "kind",
        "limit",
        "sources",
        "target_unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "comparability_for_learning_unit",
      "protocol": "mcp",
      "inputs": [
        "audience",
        "code",
        "continuation_context",
        "direction",
        "kind",
        "learning_unit_id",
        "limit",
        "offset"
      ],
      "inputs_omitted": 6,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "comparable_map",
      "protocol": "mcp",
      "inputs": [
        "audience",
        "courseatlas_depth",
        "depth",
        "item",
        "kind",
        "sources",
        "target_unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.8
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "compare_destinations",
      "protocol": "mcp",
      "inputs": [
        "from_soc",
        "to_socs"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "compare_my_major",
      "protocol": "mcp",
      "inputs": [
        "level",
        "majors",
        "state"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "compare_my_school",
      "protocol": "mcp",
      "inputs": [
        "held",
        "level",
        "major",
        "package",
        "unitids"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "compare_program_checklists",
      "protocol": "mcp",
      "inputs": [
        "detail",
        "institution_offset",
        "program",
        "unitids"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Shows each listed institution's published checklist and tuition and fee policy for a program, side by side, for comparison.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "crosswalk_code",
      "protocol": "mcp",
      "inputs": [
        "code",
        "limit",
        "offset"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "draft_my_claims",
      "protocol": "mcp",
      "inputs": [
        "aspiration",
        "language",
        "package",
        "school"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "email_me",
      "protocol": "mcp",
      "inputs": [
        "kind",
        "payload",
        "to"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "openWorldHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "sends_messages",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "expand_term",
      "protocol": "mcp",
      "inputs": [
        "term"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.84
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "explore_from_my_selfie",
      "protocol": "mcp",
      "inputs": [
        "channel",
        "from_descriptions",
        "interest_words",
        "learning_areas",
        "limit",
        "offset",
        "package",
        "prompted_by"
      ],
      "inputs_omitted": 4,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "find_agreements",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "offset",
        "query",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "find_catalogs",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "offset",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists published catalog editions held for an institution, noting each one's year, format and originating source.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "find_checklists",
      "protocol": "mcp",
      "inputs": [
        "detail",
        "limit",
        "offset",
        "program_id",
        "query",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.91
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists the requirement checklists a school publishes for its awards, optionally filtered by keywords or program ID.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "find_comparability",
      "protocol": "mcp",
      "inputs": [
        "agreement_id",
        "bundle_type",
        "exam_code",
        "exam_program",
        "kind",
        "learning_unit_id",
        "limit",
        "offset"
      ],
      "inputs_omitted": 5,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "find_institution",
      "protocol": "mcp",
      "inputs": [
        "city",
        "domain",
        "exam_credit",
        "limit",
        "locale",
        "offset",
        "on_campus_housing",
        "online_only"
      ],
      "inputs_omitted": 11,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "find_my_best_pathway",
      "protocol": "mcp",
      "inputs": [
        "goal",
        "held",
        "level",
        "limit",
        "package",
        "state"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "find_my_major",
      "protocol": "mcp",
      "inputs": [
        "level",
        "limit",
        "offset",
        "soc",
        "state",
        "words"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Returns college majors for a person's interests or job code, with definitions, award levels, school counts and related jobs.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "find_my_school",
      "protocol": "mcp",
      "inputs": [
        "also_offers",
        "award",
        "city",
        "cost_max",
        "delivery",
        "exclude_untestable",
        "level",
        "limit"
      ],
      "inputs_omitted": 7,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists schools offering a chosen major and degree level, ordered by the count of the user's criteria each satisfies.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "find_pathways",
      "protocol": "mcp",
      "inputs": [
        "agreement_id",
        "checklist_id",
        "limit",
        "offset",
        "query"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.93
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "find_policies",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "offset",
        "query",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "find_programs",
      "protocol": "mcp",
      "inputs": [
        "city",
        "limit",
        "offset",
        "query",
        "state",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists academic programs matching given words across institutions, optionally filtered by school, state or city.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "find_transfer_frameworks",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "offset",
        "query"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Lists statewide or compact transfer frameworks, filtered by optional name or jurisdiction words, with version details when present.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "find_transitions",
      "protocol": "mcp",
      "inputs": [
        "class",
        "from",
        "from_soc",
        "limit",
        "offset",
        "prefer",
        "state"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_agreement",
      "protocol": "mcp",
      "inputs": [
        "agreement_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.92
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Returns one agreement by ID with its parties and the pathways, bundles and checklists citing it; signatories are excluded.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "get_catalog",
      "protocol": "mcp",
      "inputs": [
        "catalog_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.89
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_certification",
      "protocol": "mcp",
      "inputs": [
        "id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_checklist",
      "protocol": "mcp",
      "inputs": [
        "checklist_id",
        "item_limit",
        "item_offset"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_comparability",
      "protocol": "mcp",
      "inputs": [
        "comparability_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.902
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_courseshelf_performance",
      "protocol": "mcp",
      "inputs": [
        "from",
        "limit",
        "min_ms",
        "outcome",
        "storage_details",
        "to",
        "tool"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Summarizes call log and outcome counts for the CourseShelf box, plus effective settings and database storage figures.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "get_courseshelf_summary",
      "protocol": "mcp",
      "inputs": [],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Summarizes CourseShelf's published build records: counts per catalog area, table row counts, sector and census verdicts.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "get_dictionary_summary",
      "protocol": "mcp",
      "inputs": [],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_institution",
      "protocol": "mcp",
      "inputs": [
        "organization_id",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.88
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Returns one institution's identity, addresses, accreditations, costs and program counts, omitting contact people.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "get_learning_unit",
      "protocol": "mcp",
      "inputs": [
        "learning_unit_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.92
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_pathway",
      "protocol": "mcp",
      "inputs": [
        "pathway_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_persona_transcript",
      "protocol": "mcp",
      "inputs": [
        "persona_id",
        "transcript_type",
        "vendor_delay_ms"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null,
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Returns a parsed example persona transcript, marked official or unofficial, with its processing steps and timings.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "get_policy",
      "protocol": "mcp",
      "inputs": [
        "policy_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.92
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_program",
      "protocol": "mcp",
      "inputs": [
        "program_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.901
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "get_transfer_framework",
      "protocol": "mcp",
      "inputs": [
        "code",
        "framework_id",
        "limit",
        "offset",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "learning_units",
      "protocol": "mcp",
      "inputs": [
        "archived",
        "code",
        "courseatlas_id",
        "limit",
        "offset",
        "query",
        "subject",
        "unit_type"
      ],
      "inputs_omitted": 1,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "list_issuers",
      "protocol": "mcp",
      "inputs": [
        "limit",
        "offset",
        "query"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.882
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "list_persona_transcripts",
      "protocol": "mcp",
      "inputs": [],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "look_up_word",
      "protocol": "mcp",
      "inputs": [
        "word"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Returns a word card with its meanings, related forms, matching occupation and skill codes, and a report of the lookup steps.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "mail_my_bio",
      "protocol": "mcp",
      "inputs": [
        "email",
        "kind",
        "package",
        "person_consent",
        "sections",
        "selfie_coding",
        "title"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "openWorldHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "sends_messages",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "make_my_selfie",
      "protocol": "mcp",
      "inputs": [
        "package"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "my_selfie_checkpoint",
      "protocol": "mcp",
      "inputs": [
        "continue_with",
        "note",
        "package"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "my_selfie_ksa_view",
      "protocol": "mcp",
      "inputs": [
        "aspiration",
        "language",
        "package"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null,
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Returns the evidence package with a skills Selfie built from the learner's own documents, for them to confirm or reject.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "occupations_for_certification",
      "protocol": "mcp",
      "inputs": [
        "id",
        "limit",
        "offset"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "open_coach",
      "protocol": "mcp",
      "inputs": [
        "actor",
        "coach",
        "context",
        "display_mode",
        "role",
        "session_minutes",
        "size_preset"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "openWorldHint": true
      },
      "effects": null
    },
    {
      "name": "open_my_coach",
      "protocol": "mcp",
      "inputs": [
        "avatar_conversation",
        "avatar_page",
        "avatar_replaced",
        "avatar_seat",
        "avatar_status",
        "display_mode",
        "package",
        "role"
      ],
      "inputs_omitted": 1,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null
    },
    {
      "name": "playlist_compare",
      "protocol": "mcp",
      "inputs": [
        "against_playlist_id",
        "checklist_id",
        "playlist_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      },
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Checks a candidate playlist against a confirmed golden reference line by line, or against another saved playlist; read-only.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "playlist_find_pages",
      "protocol": "mcp",
      "inputs": [
        "query",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.93
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "playlist_open",
      "protocol": "mcp",
      "inputs": [
        "checklist_id"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null,
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Checks whether a checklist has a stored requirements playlist for the school's policy and returns its trust status.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "playlist_policy_diagnose",
      "protocol": "mcp",
      "inputs": [
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.9
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "playlist_policy_infer",
      "protocol": "mcp",
      "inputs": [
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": false
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "creates",
            "confidence": 0.85
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "playlist_policy_open",
      "protocol": "mcp",
      "inputs": [
        "checklist_id",
        "rebuild",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": null,
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Starts or reuses a school's institution-wide policy, returning the stored rules or a manifest of pages to read before saving a new one.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "playlist_policy_save",
      "protocol": "mcp",
      "inputs": [
        "built_by",
        "policy",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": false
      },
      "effects": null,
      "purpose": {
        "marker": "◇ AI reading",
        "text": "Adds a school's course-designation and award policy, checked against captured sources; invalid policies are stored as rejected.",
        "lens": "tool-purpose-v1",
        "model": null
      }
    },
    {
      "name": "playlist_policy_standing",
      "protocol": "mcp",
      "inputs": [
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": true
      },
      "effects": {
        "marker": "◇ AI reading",
        "state": "counted",
        "classes": [
          {
            "class": "reads",
            "confidence": 0.86
          }
        ],
        "lens": "side-effects@1",
        "model": "claude-haiku-5.5"
      }
    },
    {
      "name": "playlist_policy_surf",
      "protocol": "mcp",
      "inputs": [
        "ask",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": false
      },
      "effects": null
    },
    {
      "name": "playlist_policy_survey",
      "protocol": "mcp",
      "inputs": [
        "name",
        "policy",
        "unitid"
      ],
      "inputs_omitted": 0,
      "annotations": {
        "readOnlyHint": false,
        "destructiveHint": false,
        "idempotentHint": false,
        "openWorldHint": false
      },
      "effects": null
    }
  ],
  "tools_omitted": 19,
  "tools_state": "recorded",
  "changes": [],
  "payment_rails": {
    "protocols": [],
    "http_402_seen": false
  },
  "not_covered": [
    "We don't call tools.",
    "We don't rate or certify.",
    "We don't publish prices.",
    "We cover only what was observed."
  ],
  "evidence": [
    {
      "section": "Identity",
      "classes": [
        "observed",
        "declared"
      ],
      "observed_at": "2026-11-12T20:05:03.531Z"
    },
    {
      "section": "Tools",
      "classes": [
        "declared"
      ],
      "observed_at": "2026-11-12T20:05:03.531Z"
    },
    {
      "section": "Effect readings (AI)",
      "classes": [
        "AI reading"
      ],
      "observed_at": "2026-11-12T20:05:03.531Z"
    },
    {
      "section": "Change history",
      "classes": [
        "observed"
      ],
      "observed_at": "2026-11-12T20:05:03.531Z",
      "observation_times": []
    },
    {
      "section": "Payment rails",
      "classes": [
        "observed"
      ],
      "observed_at": "2026-11-12T20:05:03.531Z"
    }
  ]
}
```
