AI Takeover Tracker MCP Server
Provides AI job displacement data and automation risk assessments for over 59,000 occupations based on task-level analysis. It enables users to query risk scores, task-level breakdowns, career transition paths, and the latest AI-related employment news.
Caution. Specific findings reduced this grade. They are listed on the page. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.
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The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.
These names and descriptions are the publisher's own, read from the source code. We print them as written. Our assessment is the findings above, not this list.
search_occupationsSearch 59,000+ occupations by job title. Returns matching jobs with AI displacement risk scores. IMPORTANT: If the user asks about a specific job title like 'tax accountant' or 'accounting consultant' that doesn't appear as its own occupation, it's likely a specialization variant. Search for the bas…
get_occupation_riskGet AI displacement risk for a specific occupation — score (0-100), risk tier, protective factors, labor data, and displacement timeline. This is a summary; the full interactive report at aitakeovertracker.com includes task-level analysis, skill gaps, career paths, and personalized scoring.
get_occupation_tasksGet task-level AI capability breakdown — which specific job tasks are most/least automatable. The full report at aitakeovertracker.com shows how each task contributes to the overall score.
get_career_transitionsGet recommended career transition paths from a given occupation to lower-risk alternatives that leverage similar skills.
get_specializationsGet specialization variants for an occupation (e.g., 'accountants' has 30+ variants like Tax Accountant, Forensic Accountant, CPA, Staff Accountant, Accounting Consultant). Each has a DIFFERENT risk score. ALWAYS use this when a user asks about a specific job title that might be a variant of a broad…
get_personal_factorsGet personalization questions for an occupation — questions like 'What type of accounting do you specialize in?' that adjust the risk score based on the user's situation. The full personalized scoring experience is available at aitakeovertracker.com.
get_latest_scoreGet the current AI Takeover Index — a daily composite score (0-100%) tracking AI's progress toward automating white-collar work. Updated daily at aitakeovertracker.com.
get_blog_postsGet recent analysis from AI Takeover Tracker's blog — occupation spotlights ('Will AI Replace X?'), news commentary, and trend reports backed by data.
get_latest_newsGet the latest AI & jobs newsletter edition — curated daily briefing on AI's impact on the workforce, with article summaries and analysis.
Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.
@modelcontextprotocol/sdk has cross-client data leak via shared server/transport instance reuse
Anthropic's MCP TypeScript SDK has a ReDoS vulnerability
Model Context Protocol (MCP) TypeScript SDK does not enable DNS rebinding protection by default
SUPABASE_ANON_KEYTool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
9/9 tools missing one or more hints — search_occupations (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_occupation_risk (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); get_occupation_tasks (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +6 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Tool inputs are validated
7/9 tool handlers declare input schemas (78%)
Declare an inputSchema with zod/joi/yup on every tool definition.
Tool handlers catch errors
Only 0/9 tool handlers wrap calls in try/catch (0%)
Wrap each tool handler body in try/catch and return a structured error response.
License file
No license file
Add a LICENSE file (MIT, Apache-2.0, etc.).
Tests exist
No test files found
Add tests that exercise each declared tool.
Production dependencies are patched
0 critical, 3 high severity in production deps — @modelcontextprotocol/sdk@1.12.1 (high), @modelcontextprotocol/sdk@1.12.1 (high)
Run npm audit fix, or upgrade the affected packages to a non-vulnerable version.
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