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io.github.michalper/mcp-job-search

PYPI · MCP-JOB-SEARCH-MP

Job search mechanics for an AI assistant: search, fetch postings, render CVs, lint, log.

Available components

+4 this week 86 Trust /100

Last scanned (18 hours ago)

Scores higher than 89% of PyPI servers

Category Productivity and Notes

Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →

Supply Chain Security91
  • No malware found by supply-chain analysis.Pass
  • CVE check failed: a known high-severity CVE affects lxml 4.9.2, reached via trafilatura > lxml. A fixed version is available. View diagnostics → Fail
  • Runs hatchling.build at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
  • 2 of 50 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency100
  • Source repository is publicly reachable at the declared URL. View diagnostics → Pass
  • Cryptographically verified build provenance (signed, bound to michalper/mcp-job-search). View diagnostics → Pass
  • Clear OSI-approved license (MIT).Pass
  • Actively maintained (last published 16 days ago).Pass
  • Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability69
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 1324 tokens (~189/item across 7 items; 7 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management57
  • Stability observed for 17 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 7 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 8 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
What we tested

Checks we ran (16)

  • Malware scan
  • Known CVEs
  • Install scripts
  • Dependency health
  • Source repository
  • Provenance
  • License
  • Maintenance
  • Security disclosure
  • Schema quality
  • Stability
  • Tool coverage
  • Injection markers
  • Destructive annotations
  • Judged manipulation
  • MCP protocol

Does not apply to this package (2)

  • Endpoint SecurityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.
  • Transport & ReachabilityScored on hosted endpoints only. A package has no live endpoint of its own for us to probe.

The score does not measure everything. What the score does not measure →

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 5 Nov 26 +16
    • Malware scan: unverified → pass ▲ security
  • 3 Nov 26 −14
    • Malware scan: pass → unverified ▼ security
  • 2 Nov 26 +15
    • Malware scan: unverified → pass ▲ security
  • 1 Nov 26 −14
    • Malware scan: pass → unverified ▼ security
  • 31 Oct 26 +15
    • Malware scan: unverified → pass ▲ security
  • 30 Oct 26 −14
    • Malware scan: pass → unverified ▼ security
  • 27 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 23 to 27. That category is still filling its 30-day observation window: 7 days of observed history at the previous scan, 8 at this one. The score rises as the window fills, whether or not the server changes.

  • 25 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 17 to 20. That category is still filling its 30-day observation window: 5 days of observed history at the previous scan, 6 at this one. The score rises as the window fills, whether or not the server changes.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Nov 2026 · Analysed pypi/mcp-job-search-mp@0.2.0

Provenance Verified

A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.

Result Verified
Ecosystem pypi
Reason Verified
Discovered via Registry attestation endpoint
Source repo michalper/mcp-job-search
Certificate issuer https://token.actions.githubusercontent.com
Certificate SAN https://github.com/michalper/mcp-job-search/.github/workflows/publish.yml@refs/tags/v0.2.0
Rekor log index 3326084213
Predicate type PyPI publish attestation https://docs.pypi.org/attestations/publish/v1
Subject digest sha256:91426d7070db1b0ef2f2a666603a9edcfe8d5e261d9b30a172dbfa7bee819628

Background: How many MCP packages publish verified provenance →

Install scripts 1 script
Hook Tier Command
build_backend Known build tool hatchling.build

Background: Why install scripts are a supply-chain risk →

Vulnerabilities 16 findings
ID CVE Severity Vector Fix available
GHSA-vfmq-68hx-4jfw CVE-2026-41066 high CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N yes
PYSEC-2026-87 CVE-2026-41066 high CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N yes
GHSA-2xpw-w6gg-jr37 CVE-2025-66471 high yes
GHSA-38jv-5279-wg99 CVE-2026-21441 high CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H yes
GHSA-8988-9cw3-xx77 CVE-2026-97687 high yes
GHSA-gm62-xv2j-4w53 CVE-2025-66418 high yes
GHSA-pq67-6m6q-mj2v CVE-2025-50181 medium CVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N yes
GHSA-qccp-gfcp-xxvc CVE-2026-44431 medium CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:N yes
GHSA-vxq7-64xx-v4gw CVE-2026-97689 high yes
PYSEC-2026-141 CVE-2026-44431 medium CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:N yes
PYSEC-2026-1994 CVE-2025-66471 none yes
PYSEC-2026-1996 CVE-2026-21441 high CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H yes
PYSEC-2026-1998 CVE-2025-66418 none yes
PYSEC-2026-1999 CVE-2025-50181 medium CVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:N/A:N yes
PYSEC-2026-4175 CVE-2026-97687 none yes
PYSEC-2026-4177 CVE-2026-97689 none yes

Background: What a vulnerability scan can and cannot prove →

Dependencies 50 packages
Packages resolved 50
Stale 1
No linked repository 1
Tree resolution Complete

Background: SBOMs and build attestations, explained →

MCP tools · 7 exposed · ~1,251 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
fetch_job_posting ~76

Fetches ONE job-posting URL you already found (any job board, including ones with no public API) and extracts its readable text generically. This is for a single posting a human found manually — never call it in a loop to enumerate a site's listings.

NameTypeReqDescription
urlstringyesA single job-posting URL.

Structured output declared, but exposes no named fields.

No examples provided.

lint_cv ~258

Read-only — never modifies html_path, pdf_path, or any other file. Lints a CV/cover-letter HTML file against YOUR OWN configurable rule set (banned phrases, skills-section bans, achievement-weight overclaims, title/GDPR/link checks, page-count limits), read from LINT_RULES_PATH (an env var, not a parameter here; defaults to a bundled generic example). Mechanical matching only — cannot catch semantic fabrication (two true facts combined into a false-sounding one), which still needs a human or independent review. Call before render_pdf while iterating on a draft (cheap, no Chrome, HTML-only checks); call again after render_pdf with pdf_path to also check page count and staleness — render_pdf itself runs none of this.

NameTypeReqDescription
html_pathstringyesPath to the HTML file to lint, as currently saved on disk.
pdf_path––Optional. Omit to run only the HTML-based checks (content, skills, weight, title, links). Pass the already-rendered PDF's path to ALSO check its page count against your configured page_limits and con…

Structured output declared, but exposes no named fields.

No examples provided.

list_applications ~139

Read-only — never modifies the registry file. Returns rows from your application registry, optionally filtered by portal (exact, case-insensitive section heading) and/or company (case-insensitive substring match). Call this before log_application to check whether you've already applied to a company — the registry's own '## <portal>' structure and column layout are returned as-is via each entry's `fields` dict, so this also works against registries with custom/non-English column names.

NameTypeReqDescription
company––Case-insensitive substring match on the company field.
portal––Exact portal section name, e.g. 'justjoin.it'. Omit for all.

Structured output declared, but exposes no named fields.

No examples provided.

log_application ~243

Mutates the registry file — appends one new row, it does not check for an existing one first. Call list_applications(company=...) beforehand if you need to avoid logging a duplicate. Target file and column layout come from REGISTRY_CONFIG_PATH (default: the bundled generic example). Never invents text for free-text fields — only places exactly what you pass. Use dry_run to preview the row and insertion point without writing. To change an existing row's status later, use update_application_status instead of calling this again.

NameTypeReqDescription
companystringyesCompany name.
datestringyesISO date (YYYY-MM-DD) of the application.
dry_runboolean–Preview without writing to the file.
level––Seniority/contract level, e.g. 'Senior B2B'.
mode––Work mode, e.g. 'Remote'.
portalstringyesSection heading to log under, e.g. 'justjoin.it'.
rate––Rate/salary as free text.
rolestringyesRole/title applied for.
status_note––Free-text status/notes — placed verbatim.

Structured output declared, but exposes no named fields.

No examples provided.

render_pdf ~98

Renders one CV/cover-letter HTML file to PDF via headless Chrome, using the exact flags known not to hang or silently drop output. Checks both the exit code and the actual PDF page count — call this once per file, never in a batch loop on the same Chrome profile.

NameTypeReqDescription
html_pathstringyesPath to the source HTML file.
pdf_path––Output PDF path; defaults to the HTML path with .pdf.

Structured output declared, but exposes no named fields.

No examples provided.

search_jobs ~240

Searches real job-board APIs (Arbeitnow — free, always on; Adzuna and JSearch — only if their API keys are configured via environment variables). Returns normalized jobs plus a list of source errors (e.g. a source skipped because its key isn't set) — never raises on a single source's failure. Results are cached by query for SEARCH_CACHE_TTL_SECONDS (default 6h) to protect JSearch's free quota; pass use_cache=False to force a fresh query. This does NOT scrape or search sites without a public API (e.g. NoFluffJobs, JustJoin.it, Pracuj.pl) — use fetch_job_posting for a specific URL on those instead.

NameTypeReqDescription
keywordsstringyesKeywords to match, e.g. 'PHP Magento backend'.
location––Free-text location filter, e.g. 'Poland'.
remote_onlyboolean–Only return remote-flagged postings.
sources––Limit to these source names, e.g. ['arbeitnow']. Default: all.
use_cacheboolean–Reuse a cached result. False forces a fresh query.

Structured output declared, but exposes no named fields.

No examples provided.

update_application_status ~197

Mutates the registry file — rewrites one row's status cell in place, leaving every other cell and the file's row order untouched. Finds the row by portal (exact) + company (case- insensitive substring); if more than one row matches, nothing is written and the error lists the matching line numbers — pass role to disambiguate instead of guessing which one was meant. Use dry_run to preview old_row/new_row without writing. Call list_applications first if you're not sure a row exists.

NameTypeReqDescription
companystringyesCase-insensitive substring match on the company field.
dry_runboolean–Preview without writing to the file.
new_statusstringyesReplacement text for the Status cell, placed verbatim.
portalstringyesExact portal section name, e.g. 'justjoin.it'.
role––Case-insensitive substring match on the role field, to disambiguate.

Structured output declared, but exposes no named fields.

No examples provided.

Install

How do I install the io.github.michalper/mcp-job-search server?

io.github.michalper/mcp-job-search runs locally as a PyPI package, launched with uvx mcp-job-search-mp. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

pypi · mcp-job-search-mp

# add to Claude Code
claude mcp add michalper-mcp-job-search -- uvx mcp-job-search-mp
Common questions

What is the io.github.michalper/mcp-job-search server?

io.github.michalper/mcp-job-search is listed in the public MCP registry as io.github.michalper/mcp-job-search. Job search mechanics for an AI assistant: search, fetch postings, render CVs, lint, log. This page covers its PyPI package (mcp-job-search-mp).

Is the io.github.michalper/mcp-job-search server safe to use?

io.github.michalper/mcp-job-search scores 86 out of 100 on VerifyMCP. We recorded 16 known advisories against it as of 5 November 2026. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the io.github.michalper/mcp-job-search server expose?

io.github.michalper/mcp-job-search exposes 7 tools: search_jobs, fetch_job_posting, render_pdf, lint_cv, log_application, and 2 more. Their descriptions and schemas cost roughly 1,251 tokens of context every time the server is loaded.

Is the io.github.michalper/mcp-job-search server still maintained?

io.github.michalper/mcp-job-search is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.

What licence is the io.github.michalper/mcp-job-search server under?

io.github.michalper/mcp-job-search declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.

What did VerifyMCP test on the io.github.michalper/mcp-job-search server?

VerifyMCP ran 16 checks on io.github.michalper/mcp-job-search, covering Malware scan, Known CVEs, Install scripts, Dependency health and 12 more. Endpoint Security and Transport & Reachability do not apply to a PyPI package, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.