Model Context Protocol

Your entire job search, one conversation away.

A preview of the planned PrismCV workflow for Claude Desktop, Cursor, and other MCP-compatible clients. The examples below are illustrative, not a currently installable integration.

MCP server is coming soon. The PrismCV MCP server is coming soon and is not installable yet.

Tools

Modules

Workflows

YOU

Find remote senior product manager jobs paying over $150K

CLAUDE

I found several matching postings. One result is a remote senior product role. Want me to prepare a tailored resume draft for it?

YOU

Yes, tailor it and run an ATS check

CLAUDE

Done. I created a tailored draft and ran the PrismCV resume diagnostic. Review the draft and PrismCV diagnostic details before creating the application.

49 tools, organized.

A transparent preview of the 49 tools currently defined for the unpublished package. Names and behavior may change before launch.

list_resumes

List all resume versions with IDs, names, base flag, and ATS scores

No parameters required

get_resume

Fetch full resume content including all sections and layout settings

Parameters

resume_id

required

string (UUID)

ID of the resume

create_resume

Create a new resume from scratch — blank or fully populated with all sections

Parameters

name

required

string

Resume name

is_base

boolean

Set as the base resume

contact

object

Contact info (name, email, phone, location, linkedin, portfolio, github)

summary

string

Professional summary text

experience

array

Work experience entries with title, company, dateRange, highlights

projects

array

Project entries with name, description, url, technologies

skills

object

Skills by category: technical, product, leadership, soft

education

array

Education entries with degree, school, year, details

certifications

array

Certifications list

edit_resume

Partial updates to any resume section. Only provided sections are changed — omitted sections are preserved.

Parameters

resume_id

required

string (UUID)

ID of the resume to edit

name

string

New resume name

contact

object

Contact info block (replaces entire block)

summary

string

Professional summary text

experience

array

Experience entries (replaces entire array)

projects

array

Project entries (replaces entire array)

skills

object

Skills object (replaces entire block)

education

array

Education entries (replaces entire array)

section_labels

object

Override section header labels (e.g. { projects: "Shipped Products", experience: "Work History" })

custom_sections

array

Custom sections (e.g. Leadership, Volunteer). Each entry has id, label, content_type (text/bullets/entries), and content.

tailor_resume

AI-powered resume rewrite optimized for a specific job. Uses profile bank for richer content. Consumes 1 AI credit.

Parameters

base_resume_id

required

string (UUID)

ID of the base resume to tailor from

job_id

string (UUID)

Target job ID (from search_jobs or import_job_url)

job_description

string

Raw job description text (alternative to job_id)

job_title

string

Job title (used with job_description)

company_name

string

Company name (used with job_description)

tone

enum

default: balanced

Resume tone

technical

leadership

balanced

use_profile_bank

boolean

default: true

Pull from profile bank for richer tailoring

tailor_resume_multi_variant

Generate multiple tailored resume variants in parallel with different emphasis recipes (impact-leaning, technical-leaning, leadership-leaning). Pro-only. Consumes 1 AI credit per variant.

Parameters

base_resume_id

required

string (UUID)

ID of the base resume to tailor from

job_id

string (UUID)

Target job ID (alternative to providing job details)

job_description

string

Raw job description text (used if no job_id)

variants

array

Variant recipes to generate (defaults to all three)

impact

technical

leadership

regenerate_bullet

Rewrite a single bullet on a resume with optional free-form feedback. Much cheaper than a full tailor_resume.

Parameters

resume_id

required

string (UUID)

ID of the resume containing the bullet

section

required

enum

Section the bullet lives in

experience

projects

entry_index

required

number

Index of the experience/project entry

bullet_index

required

number

Index of the bullet within the entry

feedback

string

Free-form direction for the rewrite (e.g. "more quantitative", "shorter")

preview_tailor_bank

Preview the profile-bank content that would be included in a tailor run against a job, without consuming an AI credit. Useful for showing the user which bank entries will influence the output before committing.

Parameters

job_id

string (UUID)

Target job ID (from search_jobs)

job_description

string

Raw job description text (alternative to job_id)

extract_tailor_keywords

Extract the top skill keywords from a job description using PrismCV's deterministic taxonomy extractor. No AI call. Returns the ranked list the tailor will optimize for.

Parameters

job_description

required

string

Job description text to extract keywords from

archive_resume

Archive (hide) or restore a tailored resume. Base resume cannot be archived. Archived resumes stop appearing in list_resumes unless include_archived is set.

Parameters

resume_id

required

string (UUID)

ID of the resume to archive or restore

archived

boolean

default: true

true to archive (default), false to restore

ats_check

Score resume against a job description (0-100) with keyword analysis, category breakdowns, and a decision recommendation.

Parameters

resume_id

required

string (UUID)

ID of the resume to check

job_description

required

string

Job description to score against (min 20 chars)

ats_suggestions

AI-powered improvement suggestions with before/after examples. Use after ats_check to get specific fixes for low-scoring areas.

Parameters

resume_id

required

string (UUID)

ID of the resume to analyze

job_description

string

Job description to target suggestions toward

max_suggestions

number

default: 10

Number of suggestions (1-20)

linkedin_import

Import professional data from a LinkedIn profile URL. Extracts experience, education, skills, and populates the profile bank.

Parameters

linkedin_url

required

string (URL)

LinkedIn profile URL (e.g. https://linkedin.com/in/username)

search_jobs

Search global job catalog with 15+ filters. Returns summary cards ranked by relevance.

Parameters

query

string

Full-text search across title, description, skills

location_type

string

Comma-separated: remote, hybrid, onsite

employment_type

string

Comma-separated: full_time, contract, part_time, internship

experience_level

string

Comma-separated: entry, mid, senior, lead, executive

salary_min

number

Minimum annual salary (USD)

salary_max

number

Maximum annual salary (USD)

posted_within_days

number

Only jobs posted within N days

company

string

Company name filter (partial match)

skills

string

Comma-separated skills (OR logic)

country

string

Country code (e.g. US, GB)

sort_by

enum

Sort order

relevance

posted_at

salary

match_score

limit

number

default: 20

Results per page (max 100)

get_job

Full job details including description, requirements, extracted skills, and application URL

Parameters

job_id

required

string (UUID)

Job ID from search results

import_job_url

Import and parse a job posting from any URL (Greenhouse, Lever, Indeed, LinkedIn, etc.)

Parameters

url

required

string (URL)

URL of the job posting to import

save_job

Save a catalog job to your tracked list. Required before tailoring or applying.

Parameters

catalog_job_id

required

string (UUID)

Job ID from search_jobs results

save_search

Save a search query with filters and optional email alerts (daily or weekly)

Parameters

name

required

string

Display name for the saved search

query

string

Search query to save

filters

object

Filter criteria (locationTypes, salaryMin, etc.)

is_alert_enabled

boolean

default: false

Enable email alerts

alert_frequency

enum

default: daily

Alert frequency

daily

weekly

list_saved_searches

List all saved searches with their alert settings and filter criteria

No parameters required

delete_saved_search

Remove a saved search and its alerts

Parameters

search_id

required

string (UUID)

ID of the saved search to delete

update_job

Update details on a tracked job listing (salary, location, description, etc.)

Parameters

job_id

required

string (UUID)

ID of the job listing to update

title

string

Job title

company_name

string

Company name

salary_min

number

Minimum annual salary (USD)

salary_max

number

Maximum annual salary (USD)

location

string

Job location

location_type

enum

Location type

remote

hybrid

onsite

employment_type

enum

Employment type

full_time

contract

part_time

source_url

string (URL)

Job posting URL

list_job_notes

List all notes on a tracked job listing

Parameters

job_id

required

string (UUID)

ID of the job listing

create_job_note

Add a note to a tracked job listing. Use for research, interview feedback, recruiter interactions.

Parameters

job_id

required

string (UUID)

ID of the job listing

content

required

string

Note text

list_applications

List tracked applications with optional status filter

Parameters

status

enum

Filter by status

prepared

applied

phone_screen

interview

offer

rejected

withdrawn

limit

number

default: 50

Number of results (max 100)

create_application

Start tracking a new application. Supports catalog jobs (via job_id) or external jobs (via title + company). Auto-detects duplicates.

Parameters

job_id

string (UUID)

Catalog job ID (from search_jobs). Omit for external jobs.

title

string

Job title (for external jobs not in catalog)

company_name

string

Company name (for external jobs not in catalog)

location

string

Job location (for external jobs)

resume_version_id

string (UUID)

Resume to attach

status

enum

default: prepared

Initial status

prepared

applied

application_method

enum

How you applied

direct

referral

recruiter

notes

string

Notes about this application

get_application

Full application details including job listing, status history, and attached resume/cover letter

Parameters

application_id

required

string (UUID)

ID of the application

update_application

Update status, add notes, or record progress. Enforces valid state transitions.

Parameters

application_id

required

string (UUID)

Application ID to update

status

enum

New status (must be valid transition)

prepared

applied

phone_screen

interview

offer

rejected

withdrawn

version

required

number

Required when changing status. Use the current version from list_applications or get_application.

notes

string

Updated notes

delete_application

Permanently delete an application. Use update_application with status "withdrawn" to keep a record instead.

Parameters

application_id

required

string (UUID)

ID of the application to delete

interview_prep

AI-powered interview preparation: tailored questions, talking points, company research, and follow-up email template. Consumes 1 AI credit.

Parameters

application_id

required

string (UUID)

ID of the application to prepare for

list_cover_letters

List all cover letters for the authenticated user

No parameters required

get_cover_letter

Get the full content of a specific cover letter

Parameters

cover_letter_id

required

string (UUID)

ID of the cover letter

generate_cover_letter

AI-generated cover letter targeted at a specific job using your resume. Provide job_id or job details (title + company + description). Consumes 1 AI credit.

Parameters

resume_id

required

string (UUID)

Resume to base the letter on

job_id

string (UUID)

Tracked job ID (alternative to providing job details)

job_title

string

Job title (used if no job_id)

company_name

string

Company name (used if no job_id)

job_description

string

Job description (used if no job_id)

tone

enum

default: professional

Writing tone

professional

conversational

technical

edit_cover_letter

Edit the content of an existing cover letter

Parameters

cover_letter_id

required

string (UUID)

ID of the cover letter to edit

content

required

string

Updated cover letter text

rename_cover_letter

Rename a cover letter. Changes the user-facing display name without touching content.

Parameters

cover_letter_id

required

string (UUID)

ID of the cover letter to rename

name

required

string

New display name

duplicate_cover_letter

Duplicate a cover letter. The copy keeps the original's content, tone, and job link.

Parameters

cover_letter_id

required

string (UUID)

ID of the cover letter to duplicate

name

string

Override the name of the duplicate (defaults to "<original> (Copy)")

archive_cover_letter

Archive a cover letter (soft-delete). Archived letters are hidden from the default list.

Parameters

cover_letter_id

required

string (UUID)

ID of the cover letter to archive

restore_cover_letter

Restore an archived cover letter back to the active list.

Parameters

cover_letter_id

required

string (UUID)

ID of the archived cover letter to restore

delete_cover_letter

Permanently delete a cover letter. NOT reversible. Prefer archive_cover_letter unless you really want it gone.

Parameters

cover_letter_id

required

string (UUID)

ID of the cover letter to delete

get_profile_bank

Full professional history: experience, projects, skills, education, certifications, achievements

Parameters

technologies

string

Filter by technologies (comma-separated)

category

string

Filter by category (professional, personal, open_source)

add_to_profile_bank

Add experience, project, skill, education, certification, or achievement

Parameters

section

required

enum

Section to add to

experience

projects

skills

education

certifications

achievements

title / name

required

string

Entry title (experience/achievement) or name (project/skill/cert)

...fields

varies

Section-specific fields: company, highlights, technologies, degree, proficiency, etc.

edit_profile_bank_entry

Update an existing entry. Only provided fields are changed.

Parameters

section

required

enum

Section the entry belongs to

experience

projects

skills

education

certifications

achievements

entry_id

required

string (UUID)

ID of the entry to edit

...fields

varies

Fields to update (same as add_to_profile_bank)

remove_profile_bank_entry

Delete an entry. Does not affect existing resumes.

Parameters

section

required

enum

Section the entry belongs to

experience

projects

skills

education

certifications

achievements

entry_id

required

string (UUID)

ID of the entry to remove

seed_profile_bank

Bulk populate from existing resumes. Idempotent — safe to run multiple times.

Parameters

source

enum

default: all_resumes

Which resumes to import from

base_resume

all_resumes

resume_id

string (UUID)

Specific resume to seed from (overrides source)

get_pipeline_analytics

Funnel analytics for the user's pipeline: conversion rates, time-in-stage medians, recent activity, and "silent" applications that have gone cold.

Parameters

window_days

number

default: 30

Rolling window for "recent" calculations (default 30)

pipeline_summary

High-level job search overview: total jobs, applications by status, response rate, high-match jobs, upcoming actions

No parameters required

create_support_ticket

Open a support ticket for the authenticated user. Use this when the user reports a bug, requests a feature, or needs help with their account.

Parameters

subject

required

string

Short ticket subject

body

required

string

Detailed description of the issue or request

category

enum

Ticket category

bug

feature

account

billing

other

list_my_tickets

List the authenticated user's support tickets.

Parameters

status

enum

Filter by ticket status

open

in_progress

resolved

closed

get_ticket

Get the full conversation for a support ticket (messages, status, metadata).

Parameters

ticket_id

required

string (UUID)

ID of the ticket

reply_to_ticket

Post a reply on an existing support ticket owned by the authenticated user. If the ticket was resolved, replying reopens it.

Parameters

ticket_id

required

string (UUID)

ID of the ticket to reply to

body

required

string

Reply text

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Your entire job search, one conversation away.

49 tools, organized.

Cover Letters9

Profile Bank5

Dashboard2

Support4

Know what PrismCV found before you apply.