MCP Server
ENTRA Jobs
io.github.dubaikseniia-wq/entra-mcp
What this MCP does
Searches verified AI and technology jobs, matches candidates to roles, reports listed salary statistics, and prepares human-reviewed applications.
Capabilities
Tools
8
tools
companies_hiring
Companies hiring for a role
Which companies are hiring for a role right now: aggregates ENTRA search results (up to 300 most recent roles) into companies with open-role counts, sample titles, latest post date, verified flag and profile URLs.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'maximum': 25, 'minimum': 1, 'description': 'Max companies (default 15, max 25)'}, 'query': {'type': 'string', 'minLength': 1, 'description': 'Role query, e.g. "AI engineer"'}, 'country': {'type': 'string', 'description': 'ISO-2 country code or country name'}, 'remote_only': {'type': 'boolean', 'description': 'Only remote roles'}}, 'additionalProperties': False}
get_job
Get job details
Full details of one ENTRA job by id: description, requirements, skills, salary band, company, apply link.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['job_id'], 'properties': {'job_id': {'type': 'string', 'description': 'Job id from search_jobs / match_jobs'}}, 'additionalProperties': False}
list_companies
List companies on ENTRA
List companies hiring on ENTRA (OpenAI, Anthropic, SpaceX, Stripe and 300+ more) with open-role counts and profile links.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1, 'description': 'Max results (default 20)'}, 'query': {'type': 'string', 'description': 'Filter by company name'}}, 'additionalProperties': False}
match_jobs
Match a candidate to jobs
AI matching, live: pass resume_text (free text) or skills[] plus optional target_role / remote_only / country / min_salary. Extracts skills, role and seniority deterministically, runs 2â4 searches, dedupes and ranks with an explainable fit_score (0â100), why[], matched_skills, skill_gaps, salary and a qualitative interview_chance_hint. ENTRA finds and ranks; the human applies.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'limit': {'type': 'integer', 'maximum': 20, 'minimum': 1, 'description': 'Max matches (default 10, max 20)'}, 'skills': {'type': 'array', 'items': {'type': 'string'}, 'maxItems': 50, 'description': 'Key skills if you have no resume text, e.g. ["python","llm","rag"]'}, 'country': {'type': 'string', 'description': 'ISO-2 country code or country name'}, 'min_salary': {'type': 'number', 'minimum': 0, 'description': 'Minimum ANNUAL salary in USD'}, 'remote_only': {'type': 'boolean', 'description': 'Only remote roles'}, 'resume_text': {'type': 'string', 'maxLength': 8000, 'description': 'Free-text resume / profile (â\x89¤8000 chars). Skills, role and seniority are extracted deterministically.'}, 'target_role': {'type': 'string', 'description': 'Target role, e.g. "machine learning engineer" (overrides the role detected in resume_text)'}}, 'additionalProperties': False}
match_profile
Match profile (alias of match_jobs)
Backward-compatible alias of match_jobs: skills[] (+ role_hint, remote_only, limit) â ranked verified roles with fit explanation.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['skills'], 'properties': {'limit': {'type': 'integer', 'maximum': 15, 'minimum': 1}, 'skills': {'type': 'array', 'items': {'type': 'string'}, 'minItems': 1, 'description': 'Key skills / technologies, e.g. ["python","llm","rag"]'}, 'role_hint': {'type': 'string', 'description': 'Target role, e.g. "ML engineer"'}, 'remote_only': {'type': 'boolean'}}, 'additionalProperties': False}
prepare_application
Prepare a human-in-the-loop application
Prepare an application for an ENTRA job: returns the direct apply link and a short checklist. The human reviews and applies â no auto-submission.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['job_id'], 'properties': {'job_id': {'type': 'string', 'description': 'Job id from search_jobs / match_jobs'}}, 'additionalProperties': False}
salary_stats
Salary stats for a role
Salary statistics for a role query from ENTRA listings that publish a band (up to 150 most recent): count_with_salary, min / p25 / median / p75 / max per currency (annualized; USD reported as USD-equivalent, other currencies as-is), top 5 companies by count. Listed bands only â no estimates.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'query': {'type': 'string', 'minLength': 1, 'description': 'Role query, e.g. "machine learning engineer"'}, 'country': {'type': 'string', 'description': 'ISO-2 country code or country name'}, 'experience': {'enum': ['no_experience', '1_3_years', '3_6_years', '6_plus_years'], 'type': 'string', 'description': 'Experience level'}, 'remote_only': {'type': 'boolean', 'description': 'Only remote roles'}}, 'additionalProperties': False}
search_jobs
Search ENTRA jobs
Search thousands of verified AI & tech jobs on ENTRA (aggregated directly from company hiring systems â zero ghost jobs). Filters: work location, country, company, annual salary, experience, posted_within_days. rank_by date | salary | fit (fit needs profile_keywords). Returns total_found and live roles with salary bands and apply links.
Read only
Open world
Idempotent
Input schema
{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['query'], 'properties': {'limit': {'type': 'integer', 'maximum': 50, 'minimum': 1, 'description': 'Max results (default 10, max 50)'}, 'query': {'type': 'string', 'minLength': 1, 'description': 'Free-text search, e.g. "machine learning engineer"'}, 'remote': {'type': 'boolean', 'description': 'Shorthand for work_location="remote"'}, 'company': {'type': 'string', 'description': 'Company slug or name, e.g. "openai" or "Stripe"'}, 'country': {'type': 'string', 'description': 'ISO-2 country code (US, GB, DE, AEâ\x80¦) or country name'}, 'rank_by': {'enum': ['date', 'salary', 'fit'], 'type': 'string', 'description': 'date (default) · salary (listed bands only, highâ\x86\x92low) · fit (needs profile_keywords)'}, 'experience': {'enum': ['no_experience', '1_3_years', '3_6_years', '6_plus_years'], 'type': 'string', 'description': 'Experience level'}, 'salary_min': {'type': 'number', 'minimum': 0, 'description': 'Minimum ANNUAL salary (default currency USD; ENTRA converts other currencies)'}, 'work_location': {'enum': ['remote', 'onsite', 'hybrid'], 'type': 'string', 'description': 'Filter by work location'}, 'sort_by_salary': {'type': 'boolean', 'description': 'Deprecated â\x80\x94 use rank_by="salary"'}, 'salary_currency': {'type': 'string', 'maxLength': 3, 'minLength': 3, 'description': 'Currency for salary_min (default USD)'}, 'profile_keywords': {'type': 'array', 'items': {'type': 'string'}, 'maxItems': 30, 'description': 'Candidate skills for rank_by="fit", e.g. ["python","pytorch","llm"]'}, 'posted_within_days': {'type': 'integer', 'maximum': 365, 'minimum': 1, 'description': 'Only roles published in the last N days'}}, 'additionalProperties': False}
History
Recent tool changes
Added
prepare_application
Sept. 22, 2026, 2:40 a.m.
Added
companies_hiring
Sept. 22, 2026, 2:40 a.m.
Added
salary_stats
Sept. 22, 2026, 2:40 a.m.
Added
match_profile
Sept. 22, 2026, 2:40 a.m.
Added
match_jobs
Sept. 22, 2026, 2:40 a.m.
Added
list_companies
Sept. 22, 2026, 2:40 a.m.
Added
get_job
Sept. 22, 2026, 2:40 a.m.
Added
search_jobs
Sept. 22, 2026, 2:40 a.m.
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