PERM MCP
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@PERM MCPdoes Amazon sponsor green cards for software engineers?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
@pipeworx/perm
US green-card labor certification data from DOL PERM (Program Electronic
Review Management, Form ETA-9089) disclosures — "does company X sponsor
green cards", "what does role Y pay at company X under PERM", "who sponsors
the most data engineers for green cards". The permanent-labor-certification
sibling of @pipeworx/h1b (which covers the LCA / temporary-visa side).
Part of Pipeworx — an MCP gateway connecting AI agents to 1831+ live data sources. This is an independent, unofficial integration — not affiliated with, endorsed by, or published by the upstream provider.
Tools
perm_employer_certifications(employer, year?)— filing count, offered-wage range, top titles/locations for an employer. Total count first,data_as_ofon every response.perm_salary(job_title, employer?, city?, year?, limit?)— real disclosed offered-wage stats + a sample of records for a role.perm_top_sponsors(job_title, city?, year?, limit?)— employers ranked by filing count for a role, with median offered wage.
Related MCP server: H1B Job Search MCP Server
Auth
Keyless. Local mirror only — no caller credential is needed or accepted.
Local mirror, no live fallback
Why a mirror: PERM, like LCA, is published only as bulk quarterly/annual
.xlsx files — it is not on the apiprod.dol.gov v4 gateway that
dol-whd/osha/ebsa already use (checked live 2026-10-17: not present in
that gateway's 45-dataset catalog). A local Supabase mirror is this pack's
only source.
Unlike h1b, there is no live fallback. LCA has h1bdata.info, a
long-standing third-party aggregator of the same DOL data; no comparable
third-party mirror of PERM disclosures was found. So when a query falls
outside the mirror's currently loaded fiscal-year window, or the mirror
cannot be read at all, every tool returns a coverage_status field and a
null (not false) sponsorship/count — never a bare empty result that
reads as "this employer doesn't sponsor" when the real reason is that the
mirror has not loaded that year yet, or has not completed its first load.
Three distinguishable states, same discipline as h1b's fleet #3198 fix:
not_loaded_yet— the mirror's ingest table is genuinely empty (the first refresh has never run). "This data source has not completed its first load yet."mirror_unreachable— the coverage read itself failed (no credentials, a timeout, a transient DB error). "Not confirmation of zero filings — the data source was never actually consulted this call."out_of_window— the mirror answered fine, but the requested fiscal year is outside its loaded range. A real (if incomplete-coverage) signal.
Employer-name match grading. Both perm_search's SQL
(employer_name ILIKE '%' || p_employer || '%') and the stats RPC's grouping
are plain substring matches, so a query like "Amazon" can legitimately pull
back more than one distinct legal name (verified live against the real
FY2025 file: AMAZON.COM SERVICES LLC / Amazon.com Services LLC /
Amazon.Com Services Llc / Amazon Data Services, Inc. all appear).
matched_employers ranks exact-match first (after stripping case/punctuation
and common entity suffixes), then name-contains variants, each tagged
name_match — same employerNameKey/gradeEmployerMatch/
rankEmployerVariants logic h1b uses (fleet #3198).
PERSONAL-DATA RULE (mandatory, local-copy rule — task #3263)
DOL's own record layout (PERM_Record_Layout_FY2026_Q3.pdf, read in full
2026-10-17) carries named-individual contact fields that are never read
into the mirror — scripts/perm-transform.py uses an ALLOWLIST of source
columns (not a blocklist), so a column DOL adds later is excluded by
default:
EMP_POC_{LAST,FIRST,MIDDLE}_NAME,EMP_POC_EMAIL,EMP_POC_PHONEand everyEMP_POC_ADDR*field — the employer's named point of contact.ATTY_AG_{LAST,FIRST,MIDDLE}_NAME,ATTY_AG_EMAIL,ATTY_AG_PHONE, everyATTY_AG_ADDRESS*/STATE_BAR_NUMBER/GOOD_STANDING*field — the individual attorney or agent representing the employer (ATTY_AG_LAW_FIRM_NAME, a business name, is also dropped: unused by any tool here).DECL_PREP_{LAST,FIRST,MIDDLE}_NAME,DECL_PREP_EMAIL— whoever signed the employer declaration.Every
FOREIGN_WORKER_*/COUNTRY_OF_CITIZENSHIP/CLASS_OF_ADMISSIONfield — PERM's layout carries no foreign-worker name field at all (confirmed by reading the full layout), but these still describe the sponsored worker's own nationality/education/experience, and no tool here needs them.
Kept: EMP_BUSINESS_NAME/EMP_TRADE_NAME and employer city/state/country/
FEIN/NAICS (no street — same discipline as h1b_lca_disclosures), plus
job/wage/worksite fields and case status/dates — this identifies the
employer making a mandatory public disclosure, not a private individual.
Data sources
U.S. Department of Labor, Office of Foreign Labor Certification — PERM disclosure data. Published quarterly, by federal fiscal year (Oct 1 - Sep 30). No auth, no rate limit observed. US federal administrative data — public domain.
Verified live 2026-10-17: a closed fiscal year's own Q4-labelled file IS the full fiscal year already — DIFFERENT from
h1b's LCA mirror, where a closed year's quarterly files are each discrete and all four are needed.PERM_Record_Layout_FY2025_Q4.pdf's own cover page states "Reporting Period: October 1, 2024 through September 30, 2025". So exactly ONE file per fiscal year gives full-year coverage. The still-open current fiscal year's latest quarterly file is likewise cumulative from Oct 1 (FY2026_Q3.pdf: "October 1, 2025 through June 30, 2026").
NEW FORM ONLY
DOL's PERM form (ETA-9089) changed 2023-06-01. Verified live 2026-10-17
against two real downloads: an FY2024 file carries the OLD 155-column shape
(e.g. a single EMP_CONTACT_NAME field, no JOB_OPP_WAGE_FROM), while
FY2025 and later use the NEW 137-column shape this pack's transform expects.
scripts/perm-transform.py's REQUIRED_SOURCE check refuses an old-form
file outright rather than silently mis-mapping it — old-form historical
backfill (pre-FY2025) is future work, not attempted here. The mirror
currently loads FY2025 onward.
Ingest harness
supabase/migrations/259_perm_disclosures.sql—perm_disclosurestable +perm_ingest_runsbookkeeping + four RPCs (perm_search,perm_stats,perm_top_sponsors,perm_coverage). RLS on;anon/authenticatedhave no grants;service_roleonly.scripts/perm-transform.py— streams one.xlsxfile row-by-row viaopenpyxl(read_only=True)(never buffers a whole workbook), allowlist-selects the non-personal columns, and computesbase_salary_annualfromJOB_OPP_WAGE_FROM/JOB_OPP_WAGE_PER(Hour×2080, Week×52, Bi-Weekly×26, Month×12, Year×1), with the same filer-typo guardh1b's transform uses (an "Hour"-tagged four/five-figure amount is treated as already annual; any annualized result above $5,000,000 is nulled rather than served as data).scripts/perm-upsert.sh— per file: download (tries the current-year URL, falls back to the closed-year archive URL), transform,\copyinto a staging table, thenINSERT ... ON CONFLICT (case_number) DO UPDATE(CASE_NUMBERis DOL's own stable per-application id — no synthetic key needed)..github/workflows/perm-refresh.yml—workflow_dispatchonly (deliberately noschedule:— Bruce's "supa stagger" rule queues big Supabase loads one at a time, overnight, on purpose; GitHub'sschedule:trigger has also been unreliable fleet-wide since ~2026-09-09). Defaultfilesinput:2026:FY2026_Q3(current open year) +2025:FY2025_Q4(full FY2025).
Observed sizes/rows (live, 2026-10-17 — proof-of-transform dry run, store not yet loaded)
File | Bytes | Real data rows (transform only, no DB write) |
FY2025_Q4 (full FY2025, Oct'24-Sep'25) | 87,007,731 | 147,056 kept, 1,603 dropped (no CASE_NUMBER) |
FY2024_Q4 (old form, NOT loaded) | 76,167,854 | refused by transform — old-form shape |
FY2026_Q3 (current, cumulative) | 156,267,808 | not downloaded during the proof run — estimate ~110k-130k by pro-rating FY2025's full-year count to 9 of 12 months |
Gotchas
case_statusvalues observed live in the real FY2025 file:Certified,Certified - Expired(with spaces around the dash — notCertified-Expiredas the record-layout prose might suggest),Denied,Withdrawn. "Certified" filters match the first two.Do not add an FY2024-or-earlier file to the refresh without first building an old-form transform path — see "NEW FORM ONLY" above.
perm_employer_certifications/perm_salary/perm_top_sponsorsall returnnull(neverfalse/0) for sponsorship/counts when the mirror could not answer — checkcoverage_statusbefore treating an empty result as a real negative.
Quick Start
Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):
{
"mcpServers": {
"perm": {
"url": "https://gateway.pipeworx.io/perm/mcp"
}
}
}What this endpoint actually serves
tools/list at https://gateway.pipeworx.io/perm/mcp returns the tools in the table
above plus the shared Pipeworx meta-tools — ask_pipeworx,
discover_tools, search_within, remember/recall and the rest of the
gateway-wide set. So the tool count you see is larger than this table: a
single-pack endpoint currently lists roughly 30 shared tools alongside the
pack's own. The connection's initialize response states its exact scope, and
is the authoritative answer for a given day.
This is deliberate, not multiplexing by accident. The meta-tools are what let a
scoped connection answer a question this pack does not cover — via
ask_pipeworx, which routes across the whole catalog — without you adding a
second MCP server. There is currently no way to mount a pack endpoint without
them; if the extra schemas cost you more context than the routing is worth,
connect to the full gateway once rather than to several pack endpoints.
Or connect to the full Pipeworx gateway to get every pack's tools listed directly, instead of just this one's:
{
"mcpServers": {
"pipeworx": {
"url": "https://gateway.pipeworx.io/mcp"
}
}
}Both URLs reach the same gateway and the same 1831+ data sources. The
only difference is which pack's tools are listed directly; ask_pipeworx
reaches all of them from either one.
No MCP client? Call it over HTTP
curl -X POST https://gateway.pipeworx.io/v1/tools/perm_employer_certifications \
-H 'Content-Type: application/json' \
-d '{"employer":"Microsoft","year":2025}'No account needed for the first calls. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/perm_employer_certifications. Find one: POST https://gateway.pipeworx.io/v1/tools/search_packs with {"query":"..."}.
Standalone (no gateway account)
This package also runs as a local stdio MCP server — no Pipeworx account, no gateway round-trip:
{
"mcpServers": {
"perm": {
"command": "npx",
"args": ["-y", "@pipeworx/mcp-perm"]
}
}
}Or run it directly to confirm it starts:
npx -y @pipeworx/mcp-permIt speaks MCP over stdin/stdout and answers initialize/tools/list/tools/call
for only this pack's tools — none of the shared meta-tools the gateway
connection above adds. Same source, same tools, no ask_pipeworx routing.
Using with ask_pipeworx
Instead of calling tools directly, you can ask questions in plain English — this works on the pack endpoint above as well as on the full gateway:
ask_pipeworx({ question: "your question about Perm data" })The gateway picks the right tool and fills the arguments automatically.
More
License
MIT
This server cannot be deployed
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