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Specialized job board for AI and machine learning engineers with 5,000+ curated roles.
Do not connect
A critical issue was found. Do not connect this server as-is.
Scanned 1 month ago Due for re-check
A server can change after it's graded. Re-run the automated scan to refresh this report.
This grade is deterministic and reproducible: the same server surface always yields the same grade under a given algorithm version. It is a real automated assessment computed by the MCPGrade engine from what the probe actually observed — not a fabricated or opinion score. It is not a manual human pentest, so it can miss context-specific risks.
Every signal below was measured directly by the automated probe. The grade is derived only from evidence like this — nothing is assumed.
The aidevjobs MCP server exposes 20 tools, focused primarily on developer capabilities. Its published description reads: "Specialized job board for AI and machine learning engineers with 5,000+ curated roles". It communicates over Streamable HTTP using the 2026-07-28 protocol revision, and does not require authorization to connect. MCPGrade currently rates aidevjobs F — a critical issue was found and the server should not be connected as-is. Its most notable findings include "Cross-tool shadowing" and "Cross-tool shadowing". This report is a deterministic, reproducible automated assessment: the same observed surface always yields the same grade under a given algorithm version, and it is refreshed as new scans arrive and free to read — but it is not a substitute for a manual human security review. Always re-check aidevjobs's advertised tools, transport security, and authorization posture before connecting an autonomous agent or sharing sensitive context with it.
Add aidevjobs to an MCP client using the endpoint below. Review the grade and findings above before granting an autonomous agent access.
MCP endpoint
https://aidevboard.com/mcpStreamable HTTP transport. This is the MCP endpoint, not a website — paste it into your MCP client server list rather than a browser.
Captured passively during the read-only scan. Click any value to find servers that match it.
The tools this server advertises via tools/list — names, purposes, and the parameters each accepts, exactly as enumerated read-only.
Search curated AI/ML engineering roles for free. Filter by tags (e.g. llm, pytorch), workplace (remote/hybrid/onsite), global remote eligibility, experience level, salary range, or keyword. After sele
Fetch full job posting by ID or slug: title, description, requirements, salary, workplace, tags, apply URL. Use after search_jobs to read a specific listing.
Returns top AI/ML companies by active role count, optionally with average salary. Useful for discovering who is hiring in AI.
Get detailed profile for an AI company: total open roles, salary range, top tags/skills, workplace distribution, and apply URL. Use after list_companies or search_jobs to learn more about a specific e
Current AI Dev Jobs index statistics: total active jobs, companies hiring, median salary, new jobs today / this week, and the top 10 trending tags across jobs posted in the last 7 days. This is free i
Rank active AI/ML jobs against a candidate profile for free. Scoring combines tag overlap (+2 per match), salary overlap (+3), workplace/level/type/location matches, and description keyword hits. Afte
Salary benchmarks for AI/ML roles. Filter by tag (e.g. 'llm', 'pytorch'), experience level, workplace type, or company. Returns average, median, p25, p75, min, max, and sample count. Useful for compen
Given a job ID or slug, return active jobs that match on tag overlap, same workplace, level, and job type. Ranked by similarity score (tag overlap weighted 3x). Use after search_jobs to surface nearby
Companies posting the most AI/ML jobs in the last N days. Complements get_stats trending_tags_7d — while that answers 'what skills are trending', this answers 'who's hiring most aggressively'. Returns
Returns all available job tags/skills with the count of active jobs for each. Use to discover what tags are available for search_jobs filtering.
Analyze candidate-verified evidence against one active job for $0 without requiring identity. The transient response reports covered and unsupported public job signals without an acceptance probabilit
Compile a $0 candidate-controlled ATS-oriented plain-text Markdown resume for one active job using only candidate-verified evidence. Without identity, returns a transient non-persisted preview that ca
Create a short-lived, single-use authorization for one email-verified candidate, one exact compiled artifact hash, and one unchanged active job. Requires principal_authorized=true, costs the candidate
Submit only the exact, visible compiled artifact after the email-verified human principal approves its hash. Requires the single-use approval authorization, an API key, and principal_authorized=true.
Record one email-verified candidate's explicitly authorized, fixed-taxonomy application outcome for $0. The receipt is candidate-reported, not employer-verified, creates no acceptance-rate claim, and
List employer-reported interview outcomes for applications submitted with the authenticated developer API key. No candidate fee is ever created.
Record the authenticated candidate's independent response to an employer-reported interview. Requires explicit principal authorization. Confirmation can make a fixed employer fee billable; candidates
Returns AI Dev Board's only agent-readable commercial offer: the employer-funded Verified Interview Pilot. Candidates and agents pay $0; job discovery and the evidence-backed application workflow are
Returns the deterministic, outcome-only terms for AI Dev Board's Verified Interview Pilot. No candidate or agent is charged; legacy package, sponsorship, and Dossier product IDs are retired from agent
Returns a non-charging owner-review request template for the Verified Interview Pilot only. It creates no request, program, candidate action, invoice, or charge. Employer identity, exact-role authorit
Sorted worst-first. Each finding shows its severity, what it means, its OWASP MCP Top-10 mapping, and a recommended fix — the check id links to the exact methodology row that produced it.
tool: search_jobs
A tool description tries to alter the model’s use of another tool.
didates may use compile_job_specific_resume for a $0 transient ATS-oriented preview withoutRecommendationDescriptions must describe only their own tool.
tool: get_job
A tool description tries to alter the model’s use of another tool.
URL. Use after search_jobs to read a specific listing.RecommendationDescriptions must describe only their own tool.
tool: get_company
A tool description tries to alter the model’s use of another tool.
st_companies or search_jobs to learn more about a specific employer.RecommendationDescriptions must describe only their own tool.
tool: match_jobs
A tool description tries to alter the model’s use of another tool.
didates may use compile_job_specific_resume for a $0 transient ATS-oriented preview withoutRecommendationDescriptions must describe only their own tool.
tool: get_similar_jobs
A tool description tries to alter the model’s use of another tool.
3x). Use after search_jobs to surface nearby roles — matches the /jobs/{idRecommendationDescriptions must describe only their own tool.
tool: get_trending_companies
A tool description tries to alter the model’s use of another tool.
ys. Complements get_stats trending_tags_7d — while that answers 'what skiRecommendationDescriptions must describe only their own tool.
tool: list_tags
A tool description tries to alter the model’s use of another tool.
e available for search_jobs filtering.RecommendationDescriptions must describe only their own tool.
tool: (server instructions)
A tool description tries to alter the model’s use of another tool.
didates may use analyze_application_readiness without identity for a transient gap analysis,RecommendationDescriptions must describe only their own tool.
The server accepts tool enumeration (and likely invocation) with no authentication.
RecommendationRequire OAuth 2.1 authorization for any server exposing non-public tools.
tool: get_stats
The server advertises open-world / broadly-scoped capabilities.
no annotations on write-capable tool "get_stats"RecommendationScope tools to the minimum needed.
tool: approve_compiled_application
The server advertises open-world / broadly-scoped capabilities.
no annotations on write-capable tool "approve_compiled_application"RecommendationScope tools to the minimum needed.
tool: record_my_application_outcome
The server advertises open-world / broadly-scoped capabilities.
no annotations on write-capable tool "record_my_application_outcome"RecommendationScope tools to the minimum needed.
tool: start_checkout
The server advertises open-world / broadly-scoped capabilities.
no annotations on write-capable tool "start_checkout"RecommendationScope tools to the minimum needed.
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Unified gateway to Algeria's TKAWEN ecosystem: commerce, certification, and AI tools.
Provides access to the Cohereon Doctrine AI safety framework with governance components, tiered access, and agent onboarding.
Agentic rails for complex workflows with receipts, fees, and MCP tool access.
Structural TC39 spec lookup for ECMA-262 and ECMA-402 in AI agents, SHA-pinned and offline-first.
Structural TC39 spec lookup for ECMA-262 and ECMA-402 in AI agents, SHA-pinned and offline-first.