Atlas entry

`goldseam.ksaworks.com`

105 capabilities over MCP. First atlas observation.

Observed 12 Nov 2026, 20:05 UTC · passive: no tools called, no credentials sent · sha256:8b0a62…1fa0

105 capabilities, 91 of them tools. 58 only read. 2 change records. 2 send messages. 29 have no reading.

AI reading, beta. side-effects v1 on claude-haiku-5.5, calibrated on MCP (golden-3). Only readings above a measured precision count. Counts are tools, not calls: no tool was called.

AI readings summary · beta

The service lists 91 tools, and 40 have AI readings.

mail_my_bio and email_me are read as sending messages to people.

playlist_policy_infer and playlist_share are read as creating records.

36 tools are read as read-only, including playlist_summary, look_up_word and find_my_school.

Written by code from the AI readings on this page: it groups them and says nothing they do not.

What an agent can do here

AI readings, beta · Readings on 62 of 91 MCP tools. 2 read as sending messages.

Moves money
0
No tool read this way.
Deletes or cancels records
0
No tool read this way.
Sends messages to people
2 tools
- mail_my_bio0.90
- email_me0.88
Changes permissions
0
No tool read this way.
Runs code
0
No tool read this way.
Should ask a person first
0
No tool read this way.

No counted reading 29 tools No reading was counted, so any effect above is possible for them: add_to_my_selfie, assemble_my_formal_education, assemble_my_work_and_credentials, assert_my_life_experiences, coach_board, coach_listen, coach_say, compare_my_school, draft_my_claims, explore_from_my_selfie and 19 more.

What changed

First atlas observation. Atlas history

Look first

AI reading, beta: AI adds items here; it never removes one.

mail_my_bioSends messages to people · 0.90
email_meSends messages to people · 0.88

Surfaces

5 protocols checked

ARD	Not found	No document retrieved
A2A	Not found	0 skills
MCP	Valid	2026-07-28 · 91 tools · 6 resources · 8 prompts
OpenAPI	Not detected	0 operations
WebMCP	Not detected	0 declarative form tools · experimental

Exact states and meaning

ARD
absent
Exact state: not found · No document retrieved
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
A2A
absent
Exact state: not found · 0 skills
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
MCP
observed
Exact state: valid · Revision 2026-07-28 · 91 tools · 6 resources · 8 prompts
A usable protocol document was retrieved and validated.
Directly observed
OpenAPI
absent
Exact state: not detected · 0 operations
No endpoint was established from the evidence and scope that InterfaceDelta inspected.
Not detected does not prove that no endpoint exists.
Not observed / not fetched
WebMCP
absent
Exact state: not detected · 0 declarative form tools · experimental
No named declarative WebMCP form tools were observed in the origin root HTML.
Script-registered tools and other pages are not observed, so this does not mean the site has no WebMCP tools.
Not observed / not fetched

105 · inventory complete

Showing 105 of 105.

Tool and inputs							◇ AI reading, beta · confidence
Read as one of the six effects 2 AI only raises attention: these rows come first.
kind, payload, to*◇ AISends messages to people 0.88			Sends messages to people 0.88				Sends messages to people0.88
`email_me` inputs `kind` (required), `payload` (required), `to` (required) AI Sends messages to people 0.88
email, kind, package*, person_consent and 3 more◇ AISends messages to people 0.90			Sends messages to people 0.90				Sends messages to people0.90
`mail_my_bio` inputs `email`, `kind`, `package` (required), `person_consent` and 3 more AI Sends messages to people 0.90
Read as none of the six 60 Not a clearance.
◇ AI Lists professional certifications linked to an occupation identified by its SOC code, with optional paging.limit, offset, soc*							Reads only0.90
`certifications_for_occupation` inputs `limit`, `offset`, `soc` (required) AI Reads only 0.90
◇ AI Lists certifications associated with an academic program code (CIP), with paging, as a broad, lower-precision match.cip*, limit, offset							Reads only0.90
`certifications_for_program` inputs `cip` (required), `limit`, `offset` AI Reads only 0.90
audience, carried, checklist, checklist_id and 8 more							Reads only0.85
`checklist_map` inputs `audience`, `carried`, `checklist`, `checklist_id` and 8 more AI Reads only 0.85
◇ AI Lists the checklists that require a given learning unit, with each matching requirement's award, group heading and source.learning_unit_id*, limit, offset							Reads only0.92
`checklists_requiring_learning_unit` inputs `learning_unit_id` (required), `limit`, `offset` AI Reads only 0.92
audience, items*, kind, limit and 2 more							Reads only0.90
`comparability_for_courses` inputs `audience`, `items` (required), `kind`, `limit` and 2 more AI Reads only 0.90
audience, code, continuation_context, direction and 10 more							Reads only0.85
`comparability_for_learning_unit` inputs `audience`, `code`, `continuation_context`, `direction` and 10 more AI Reads only 0.85
audience, courseatlas_depth, depth, item* and 3 more							Reads only0.80
`comparable_map` inputs `audience`, `courseatlas_depth`, `depth`, `item` (required) and 3 more AI Reads only 0.80
from_soc, to_socs							Reads only0.85
`compare_destinations` inputs `from_soc` (required), `to_socs` (required) AI Reads only 0.85
level, majors, state							Reads only0.88
`compare_my_major` inputs `level` (required), `majors` (required), `state` AI Reads only 0.88
◇ AI Shows each listed institution's published checklist and tuition and fee policy for a program, side by side, for comparison.detail, institution_offset, program, unitids							Reads only0.90
`compare_program_checklists` inputs `detail`, `institution_offset`, `program` (required), `unitids` (required) AI Reads only 0.90
code*, limit, offset							Reads only0.85
`crosswalk_code` inputs `code` (required), `limit`, `offset` AI Reads only 0.85
term*							Reads only0.84
`expand_term` inputs `term` (required) AI Reads only 0.84
limit, offset, query, unitid							Reads only0.88
`find_agreements` inputs `limit`, `offset`, `query`, `unitid` AI Reads only 0.88
◇ AI Lists published catalog editions held for an institution, noting each one's year, format and originating source.limit, offset, unitid*							Reads only0.85
`find_catalogs` inputs `limit`, `offset`, `unitid` (required) AI Reads only 0.85
◇ AI Lists the requirement checklists a school publishes for its awards, optionally filtered by keywords or program ID.detail, limit, offset, program_id and 2 more							Reads only0.91
`find_checklists` inputs `detail`, `limit`, `offset`, `program_id` and 2 more AI Reads only 0.91
agreement_id, bundle_type, exam_code, exam_program and 9 more							Reads only0.90
`find_comparability` inputs `agreement_id`, `bundle_type`, `exam_code`, `exam_program` and 9 more AI Reads only 0.90
city, domain, exam_credit, limit and 15 more							Reads only0.90
`find_institution` inputs `city`, `domain`, `exam_credit`, `limit` and 15 more AI Reads only 0.90
◇ AI Returns college majors for a person's interests or job code, with definitions, award levels, school counts and related jobs.level, limit, offset, soc and 2 more							Reads only0.88
`find_my_major` inputs `level`, `limit`, `offset`, `soc` and 2 more AI Reads only 0.88
◇ AI Lists schools offering a chosen major and degree level, ordered by the count of the user's criteria each satisfies.also_offers, award, city, cost_max and 11 more							Reads only0.90
`find_my_school` inputs `also_offers`, `award`, `city`, `cost_max` and 11 more AI Reads only 0.90
agreement_id, checklist_id, limit, offset and 1 more							Reads only0.93
`find_pathways` inputs `agreement_id`, `checklist_id`, `limit`, `offset` and 1 more AI Reads only 0.93
limit, offset, query, unitid*							Reads only0.85
`find_policies` inputs `limit`, `offset`, `query`, `unitid` (required) AI Reads only 0.85
◇ AI Lists academic programs matching given words across institutions, optionally filtered by school, state or city.city, limit, offset, query* and 2 more							Reads only0.90
`find_programs` inputs `city`, `limit`, `offset`, `query` (required) and 2 more AI Reads only 0.90
◇ AI Lists statewide or compact transfer frameworks, filtered by optional name or jurisdiction words, with version details when present.limit, offset, query							Reads only0.90
`find_transfer_frameworks` inputs `limit`, `offset`, `query` AI Reads only 0.90
class, from, from_soc, limit and 3 more							Reads only0.85
`find_transitions` inputs `class`, `from`, `from_soc`, `limit` and 3 more AI Reads only 0.85
◇ AI Returns one agreement by ID with its parties and the pathways, bundles and checklists citing it; signatories are excluded.agreement_id*							Reads only0.92
`get_agreement` inputs `agreement_id` (required) AI Reads only 0.92
catalog_id*							Reads only0.89
`get_catalog` inputs `catalog_id` (required) AI Reads only 0.89
id*							Reads only0.90
`get_certification` inputs `id` (required) AI Reads only 0.90
checklist_id*, item_limit, item_offset							Reads only0.90
`get_checklist` inputs `checklist_id` (required), `item_limit`, `item_offset` AI Reads only 0.90
comparability_id*							Reads only0.90
`get_comparability` inputs `comparability_id` (required) AI Reads only 0.90
◇ AI Summarizes call log and outcome counts for the CourseShelf box, plus effective settings and database storage figures.from, limit, min_ms, outcome and 3 more							Reads only0.85
`get_courseshelf_performance` inputs `from`, `limit`, `min_ms`, `outcome` and 3 more AI Reads only 0.85
◇ AI Summarizes CourseShelf's published build records: counts per catalog area, table row counts, sector and census verdicts.no inputs							Reads only0.90
`get_courseshelf_summary` AI Reads only 0.90
no inputs							Reads only0.90
`get_dictionary_summary` AI Reads only 0.90
◇ AI Returns one institution's identity, addresses, accreditations, costs and program counts, omitting contact people.organization_id, unitid							Reads only0.88
`get_institution` inputs `organization_id`, `unitid` AI Reads only 0.88
learning_unit_id*							Reads only0.92
`get_learning_unit` inputs `learning_unit_id` (required) AI Reads only 0.92
pathway_id*							Reads only0.90
`get_pathway` inputs `pathway_id` (required) AI Reads only 0.90
policy_id*							Reads only0.92
`get_policy` inputs `policy_id` (required) AI Reads only 0.92
program_id*							Reads only0.90
`get_program` inputs `program_id` (required) AI Reads only 0.90
code, framework_id*, limit, offset and 1 more							Reads only0.90
`get_transfer_framework` inputs `code`, `framework_id` (required), `limit`, `offset` and 1 more AI Reads only 0.90
archived, code, courseatlas_id, limit and 5 more							Reads only0.90
`learning_units` inputs `archived`, `code`, `courseatlas_id`, `limit` and 5 more AI Reads only 0.90
limit, offset, query							Reads only0.88
`list_issuers` inputs `limit`, `offset`, `query` AI Reads only 0.88
no inputs							Reads only0.90
`list_persona_transcripts` AI Reads only 0.90
◇ AI Returns a word card with its meanings, related forms, matching occupation and skill codes, and a report of the lookup steps.word*							Reads only0.90
`look_up_word` inputs `word` (required) AI Reads only 0.90
id*, limit, offset							Reads only0.90
`occupations_for_certification` inputs `id` (required), `limit`, `offset` AI Reads only 0.90
◇ AI Checks a candidate playlist against a confirmed golden reference line by line, or against another saved playlist; read-only.against_playlist_id, checklist_id, playlist_id							Reads only0.90
`playlist_compare` inputs `against_playlist_id`, `checklist_id` (required), `playlist_id` (required) AI Reads only 0.90
query, unitid							Reads only0.93
`playlist_find_pages` inputs `query` (required), `unitid` (required) AI Reads only 0.93
unitid*							Reads only0.90
`playlist_policy_diagnose` inputs `unitid` (required) AI Reads only 0.90
unitid*							Creates records0.85
`playlist_policy_infer` inputs `unitid` (required) AI Creates records 0.85
unitid*							Reads only0.86
`playlist_policy_standing` inputs `unitid` (required) AI Reads only 0.86
◇ AI Returns one named section of a school policy or checklist playlist as cleaned text, in parts for long sections, without changing anything.checklist_id, part, section*, unitid							Reads only0.90
`playlist_read` inputs `checklist_id`, `part`, `section` (required), `unitid` AI Reads only 0.90
no inputs							Reads only0.90
`playlist_review_queue` AI Reads only 0.90
◇ AI Creates an expiring share link for a chosen run snapshot, optionally including grades, labeled Unverified when trust is below verified.expires_at, includes_grades, run_token, snapshot							Creates records0.80
`playlist_share` inputs `expires_at` (required), `includes_grades` (required), `run_token` (required), `snapshot` (required) AI Creates records 0.80
checklist_id, since, unitid							Reads only0.88
`playlist_summary` inputs `checklist_id`, `since`, `unitid` AI Reads only 0.88
◇ AI Lists the programs an institution publishes, with award type, CIP code, credit figure, catalog edition, source page and checklist ids.limit, offset, query, unitid*							Reads only0.88
`programs_for_institution` inputs `limit`, `offset`, `query`, `unitid` (required) AI Reads only 0.88
files, package*, pasted							Reads only0.81
`read_my_document_for_selfie` inputs `files`, `package` (required), `pasted` AI Reads only 0.81
id*, limit, offset							Reads only0.90
`related_certifications` inputs `id` (required), `limit`, `offset` AI Reads only 0.90
◇ AI Returns where a term sits in the KSA vocabulary model, with layer provenance, plus the WordNet gloss and synonyms.term*							Reads only0.80
`resolve_term` inputs `term` (required) AI Reads only 0.80
◇ AI Returns matching certifications for a plain-language name like a trade or job, with issuers and ids for follow-up lookups.issuer, limit, offset, query*							Reads only0.90
`search_certifications` inputs `issuer`, `limit`, `offset`, `query` (required) AI Reads only 0.90
award, cip, city, code and 25 more							Reads only0.93
`search_programs_and_learning_units` inputs `award`, `cip`, `city`, `code` and 25 more AI Reads only 0.93
include_set_aside, package*							Reads only0.80
`show_me_my_selfie` inputs `include_set_aside`, `package` (required) AI Reads only 0.80
code*							Reads only0.85
`words_for_code` inputs `code` (required) AI Reads only 0.85
No counted reading 29 No reading was counted, so any effect is possible.
descriptions, interests, package*, position and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`add_to_my_selfie` inputs `descriptions`, `interests`, `package` (required), `position` and 2 more
files*, package	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`assemble_my_formal_education` inputs `files` (required), `package`
files*, linkedin_url, package	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`assemble_my_work_and_credentials` inputs `files` (required), `linkedin_url`, `package`
entries*, package	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`assert_my_life_experiences` inputs `entries` (required), `package`
caption, coach_id, image_url, show and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`coach_board` inputs `caption`, `coach_id` (required), `image_url`, `show` (required) and 2 more
◇ AI Returns whatever the user says next in a coach session, or a status like silent, quiet or session_over.coach_id, seat, session_ends_at, wait_seconds	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`coach_listen` inputs `coach_id` (required), `seat` (required), `session_ends_at`, `wait_seconds`
coach_id*, cues, reply_to, speaker and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`coach_say` inputs `coach_id` (required), `cues`, `reply_to`, `speaker` and 2 more
held, level, major, package and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`compare_my_school` inputs `held`, `level` (required), `major` (required), `package` and 1 more
aspiration, language, package*, school	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`draft_my_claims` inputs `aspiration`, `language`, `package` (required), `school`
channel, from_descriptions, interest_words, learning_areas and 8 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`explore_from_my_selfie` inputs `channel`, `from_descriptions`, `interest_words`, `learning_areas` and 8 more
goal, held, level, limit and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`find_my_best_pathway` inputs `goal` (required), `held`, `level` (required), `limit` and 2 more
◇ AI Returns a parsed example persona transcript, marked official or unofficial, with its processing steps and timings.persona_id*, transcript_type, vendor_delay_ms	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`get_persona_transcript` inputs `persona_id` (required), `transcript_type`, `vendor_delay_ms`
package	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`make_my_selfie` inputs `package`
continue_with, note, package*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`my_selfie_checkpoint` inputs `continue_with`, `note`, `package` (required)
◇ AI Returns the evidence package with a skills Selfie built from the learner's own documents, for them to confirm or reject.aspiration, language, package*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`my_selfie_ksa_view` inputs `aspiration`, `language`, `package` (required)
actor, coach, context, display_mode and 3 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`open_coach` inputs `actor`, `coach`, `context`, `display_mode` and 3 more
avatar_conversation, avatar_page, avatar_replaced, avatar_seat and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`open_my_coach` inputs `avatar_conversation`, `avatar_page`, `avatar_replaced`, `avatar_seat` and 5 more
◇ AI Checks whether a checklist has a stored requirements playlist for the school's policy and returns its trust status.checklist_id*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_open` inputs `checklist_id` (required)
◇ AI 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.checklist_id, rebuild, unitid*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_policy_open` inputs `checklist_id`, `rebuild`, `unitid` (required)
◇ AI Adds a school's course-designation and award policy, checked against captured sources; invalid policies are stored as rejected.built_by, policy, unitid*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_policy_save` inputs `built_by` (required), `policy` (required), `unitid` (required)
ask, unitid*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_policy_surf` inputs `ask`, `unitid` (required)
name, policy, unitid*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_policy_survey` inputs `name` (required), `policy` (required), `unitid` (required)
◇ AI Updates a saved playlist's or school policy's trust state after a human, school or AI reviewer confirms or rejects it.decision*, note, playlist_id, policy_id and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_review` inputs `decision` (required), `note`, `playlist_id`, `policy_id` and 2 more
checklist_id, continue, first_run, held	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_run` inputs `checklist_id` (required), `continue`, `first_run`, `held` (required)
built_by, checklist_id, lines*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_save` inputs `built_by` (required), `checklist_id` (required), `lines` (required)
share_id*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`playlist_unshare` inputs `share_id` (required)
◇ AI Updates proposed statements with the person's replies: affirm, correct, expand, reject, remove, group, or attach evidence.package, responses	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`respond_to_my_statements` inputs `package` (required), `responses` (required)
aspiration, audience, checklist_id, language and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`suggest_credit_for_my_learning` inputs `aspiration`, `audience`, `checklist_id`, `language` and 2 more
◇ AI Checks whether prior exam scores and courses would earn credit at a target school, reporting covered, missing, or unknown per item.all_paths, audience, carried, checklist_id and 7 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`will_my_credits_transfer` inputs `all_paths`, `audience`, `carried`, `checklist_id` and 7 more
MCP resources 6 Not read by AI.
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
MCP prompts 8 Not read by AI.
no inputs							Not read
`certifications_for_a_job`
no inputs							Not read
`make_my_selfie`
no inputs							Not read
`review_my_prior_learning`
no inputs							Not read
`what_a_program_requires`
no inputs							Not read
`what_a_word_means`
no inputs							Not read
`what_my_exam_score_earns`
no inputs							Not read
`where_can_this_job_lead`
no inputs							Not read
`where_does_my_course_land`

Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.

Not observed in this Passport: A2A skills, OpenAPI operations.

The atlas shows each capability by its plain identifier, inputs and declared sign-in. Publisher descriptions, paths, links and source evidence are not published here.

The comparison with the previous observation is shown only to the account that recorded it.

Atlas history

1 observation

12 Nov 2026, 20:05 UTC105 capabilities · MCP 2026-07-28 · MCP endpoint validFirst observation
Fingerprint and versions
Fingerprint
8b0a62de09dc74b8628369adca4da8abb7f988dd30d7c59732c33a7eebb81fa0
Passport schema
0.5.0, passport-semantic-v4
Consistency
MCP_PROMPTS_ADVERTISEMENT_LIST: match · MCP_RESOURCES_ADVERTISEMENT_LIST: match · MCP_TOOLS_ADVERTISEMENT_LIST: match · OPENAPI_MCP_EXPLICIT_MAPPING: not applicable

Each class compares an observation with the previous atlas observation. Runs of unchanged observations are grouped. Struck values are what the previous observation recorded; inserted values are what this one recorded.

Declared and observed

91 tools declare hints; the AI readings agree with all 62 that have a reading.

A disagreement is not a finding about the service: either side can be wrong. How we compare declarations and readings.

About this entry

com.ksaworks/goldseam
Listed
Official MCP Registry · first listed 12 Nov 2026 · last listed 12 Nov 2026

Passive observations of a public interface listed in the Official MCP Registry. An observation does not verify security, ownership or compliance, and InterfaceDelta assigns no scores or rankings. Methodology · Report an inaccuracy · Ask for removal

Identity and snapshot

Target key: sha256:bbe7b94be2170c67805db1c267b33cbd7818a2ef9c1e2fbbfad7f0da7feb453b
Locator SHA-256: d6da5d070090f1d0334bf697da57c817215e2e64096a87be496791f883863bfd
Snapshot generated: 13 Nov 2026, 01:06 UTC

The entry is one exact observed target, not a real-world service identity, and implies no ownership. Endpoint paths are not published; the locator hash lets an operator confirm their own URL.

Capability facts

As observed from outside, at the time below

Observed: 12 Nov 2026, 20:05 UTC
Signed: 12 Nov 2026, 23:05 UTC

Protocols: MCP
Tools: 91
Declared sign-in: None declared

Effects counted AI readings, beta

Moves money: 0
Deletes or cancels records: 0
Sends messages to people: 2
Changes permissions: 0
Runs code: 0
Asks a person: 0

91 tools examined; 62 counted above a measured threshold.

Declared vs read disagreements

Declared read-only, read as writing: 0
Declared destructive, read as not writing: 0
Declared non-destructive, read as deleting: 0
Declared closed-world, read as reaching out: 0

Change since previous: First observation
Label status: Current