B+

aidevboard.com

Item: aidevboard.com
Rating: 87
Author: wmcp.sh

https://aidevboard.com/mcp

87/100 · MCP Trust Grade · checked 5h ago · MCP 2025-06-18

✓ Watched since 2026-06-03 — behavioral baseline locked. We re-check this server's tool surface on a schedule; if it adds, removes, or silently rewrites a tool (rug-pull), we record it.

What it offers — 13 tools · Finance & Crypto

search_jobs

Search curated AI/ML engineering roles. Filter by tags (e.g. llm, pytorch), workplace (remote/hybrid/onsite), experience level, salary range, or keywo

get_job

Fetch full job posting by ID or slug: title, description, requirements, salary, workplace, tags, apply URL. Use after search_jobs to read a specific l

list_companies

Returns top AI/ML companies by active role count, optionally with average salary. Useful for discovering who is hiring in AI.

get_company

Get detailed profile for an AI company: total open roles, salary range, top tags/skills, workplace distribution, and apply URL. Use after list_compani

get_stats

Current AI Dev Jobs index statistics: total active jobs, companies hiring, median salary, new jobs today / this week, and the top 10 trending tags acr

match_jobs

Rank active AI/ML jobs against a candidate profile (skills, salary range, workplace, level). Scoring combines tag overlap (+2 per match), salary overl

get_salary_data

Salary benchmarks for AI/ML roles. Filter by tag (e.g. 'llm', 'pytorch'), experience level, workplace type, or company. Returns average, median, p25,

get_similar_jobs

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 wei

get_trending_companies

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

list_tags

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.

list_products

Returns agent-readable sellable products for AI Dev Board plus unavailable waitlist products. Use before quote_product or start_checkout.

quote_product

Returns a deterministic quote for an AI Dev Board product, including amount in cents, currency, supported payment mode, and checkout requirements. Acc

start_checkout

Returns the correct checkout handoff for a product without charging automatically. For promoted listings it returns the POST /api/v1/checkout body; fo

Spec conformance20%100

✓ initialize → protocolVersion 2025-06-18
✓ initialize HTTP 200
✓ unknown method → -32601
✓ tools/list → 13 tools
✓ every tool has name + inputSchema

Security (OWASP MCP)30%100

13 tools scanned
no injection markup
no secret-path refs

Reliability / performance20%84

single-probe latency 852ms (PRELIMINARY — continuous uptime/p95 from proxy telemetry lands in v2)

Tool hygiene15%66

77% of tools have typed inputSchema
0/13 declare outputSchema
no unannotated destructive tools

Transparency / provenance15%70

HTTPS ✓
advertises protocol 2025-06-18

Observed behavior

No proxied traffic observed for this host yet. Connect it at /connect and its grade gains a measured Reliability score + per-tool behavioral evidence — the half a static scan can't produce.

Findings

No blocking issues found in the static + spec checks.

Grade another server

We re-grade aidevboard.com on a schedule and alert your Slack/webhook the moment its tools change or its grade drops — rug-pull insurance for the connection.

Share this report card

A 1200×630 card with the grade + audit — drop it in a post, Slack, or your repo.

MCP Trust report card — aidevboard.com grade B+

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https://wmcp.sh/mcp/grade/aidevboard.com

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A live badge — it re-verifies itself and shows current stability. Static scorecards can't. Paste it in your README or site to show users you're independently audited.

Markdown (for your README)

[![MCP Trust Grade B+](https://wmcp.sh/mcp/grade/aidevboard.com/badge.svg)](https://wmcp.sh/mcp/grade/aidevboard.com)

HTML

<a href="https://wmcp.sh/mcp/grade/aidevboard.com"><img src="https://wmcp.sh/mcp/grade/aidevboard.com/badge.svg" alt="MCP Trust Grade B+ · wmcp.sh"></a>

Agents: check this before connecting

Add the wmcp.sh trust oracle as an MCP server and call grade_mcp_server / check_mcp_drift in your agent's pre-connection gate:

https://wmcp.sh/mcp/trust

How this grade is computed. An open, independent rubric — Spec conformance (20%), Security mapped to the OWASP MCP Top 10 (30%), Reliability (20%), Tool hygiene (15%), Transparency (15%) — run by connecting to the server and inspecting its real MCP surface. The grade is free and identical whether or not the operator pays. v1 uses static + spec signals from a single connection; continuous uptime, real latency, and annotation-truthing (declared readOnly vs observed behavior) layer on via the wmcp.sh proxy.