Admissions ops
Skill TianCZeng/admissions-ops/.agents/skills/admissions-ops
Graduate admissions workspace for AI agents — the LLM does the judgement, deterministic validators keep it honest. Sourced program evaluations, evidence-grounded CVs and statement drafts, nothing final without human review.
npx -y skills add TianCZeng/admissions-ops --skill admissions-opsAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
2 things to look at
- 18 days oldThe repository was created 18 days ago. New is not bad, but a brand new repository carrying a familiar-sounding name is the shape a typosquat arrives in, and there has been no time for anyone else to find a problem with it.
- 1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
Graduate admissions command center -- evaluate programs, adapt academic CVs, compare options, and track applications
The file declares its own license as MIT. That is the author’s claim about this one file, and it is not the same thing as the license GitHub reports for the repository, which is listed with the other numbers below.
SKILL.md
4.0 KB, 881 tokens by cl100k_base, as published. Nobody here has run it
admissions-ops Router
Mode Routing
Determine the mode from $mode:
| Input | Mode |
|---|---|
| empty | discovery |
| official program URL | program |
program | program |
input beginning with program, including --write-drafts | program |
inbox | inbox |
compare | compare |
cv | cv |
statement | statement |
tracker | tracker |
If $mode is not recognized but contains an official university or department
program URL, route to program.
Discovery Mode
Show this menu:
admissions-ops
Available commands:
/admissions-ops {official URL} Run the one-program draft pipeline
/admissions-ops program Run one URL or selected inbox entry through the draft pipeline
/admissions-ops inbox Review curated entries in programs/inbox.yml
/admissions-ops compare Compare evaluated programs only
/admissions-ops cv Create an academic CV or resume adaptation plan
/admissions-ops statement Create a statement plan and draft for a reviewed program
/admissions-ops tracker Review tracker and checklist state
Runtime commands that read or write applicant-specific live state require
--student <student-id> and use students/{student-id}/.
For the program workflow, --write-drafts is explicit user approval to write
Review Required CV/resume and statement draft artifacts after successful
dry-runs; it is not approval to mark anything final or externally ready.
Full Pipeline Default
The default program workflow is one agent-led draft pipeline:
- read the selected
students/{student-id}/workspace; - retrieve and cite official sources for the selected program only;
- write or update shared catalog facts and the student-scoped evaluation, report, checklist, and tracker row;
- create or revise the LLM-authored CV/resume adaptation plan and, when
official instructions require a statement and
statement-brief.mdexists, the LLM-authoredstatement_plan, statement draft, and claim map; - run
npm run cv -- --student <student-id> --program <program-id>as the deterministic dry-run renderer and validator (append--document-type academic_cv|admissions_resumewhen the user explicitly overrides the plan's document type; the override is logged and, on write, persisted into the plan); - when a statement plan, LLM-authored draft, and claim map are in scope and
statement-brief.mdexists, runnpm run statement -- --student <student-id> --program <program-id>as the deterministic dry-run packager and validator; - inspect the dry-run artifacts, links, evidence maps, and validation concerns;
- if the user specified
--write-draftsand the dry-runs succeeded without blockers, rerun the applicable deterministic renderer or packager with--writeto refresh onlyReview Requireddraft artifacts and report/tracker links; - return one final review bundle.
Stop mid-pipeline only for a real blocker: missing selected-student files,
inaccessible official sources, ambiguous program identity or intake,
conflicting official requirements that prevent a truthful draft, or explicit
approval before any --write operation. A user-specified --write-drafts
flag is that approval only for post-dry-run draft artifact writes.
Context Loading
For program, compare, cv, statement, and tracker, read:
AGENTS.mdDATA_CONTRACT.mdmodes/_shared.mdmodes/{mode}.md
For inbox, read:
AGENTS.mdmodes/inbox.mdprograms/inbox.ymlif it exists, otherwiseprograms/inbox.example.yml
Execute the selected mode instructions. Do not run broad discovery unless a future mode explicitly implements it.
What ships with it
Read from the repository
Just SKILL.md. No reference files, no scripts.