Leaderboard/AI Dev Jobs
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

AI Dev Jobs

Specialized job board for AI/ML engineers. Search curated roles.

85/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance25/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
255.7ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 341ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 255ms, task completion: 100%
Skills
search_jobs

Search curated AI/ML engineering roles. Filter by tags (e.g. llm, pytorch), workplace (remote/hybrid/onsite), experience level, salary range, or keyword. Results are ranked by quality score and recency.

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 listing.

list_companies

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

get_stats

Current AI Dev Jobs index statistics: total active jobs, companies hiring, median salary, new jobs this week.

match_jobs

Rank active AI/ML jobs against a candidate profile (skills, salary range, workplace, level). Scoring combines tag overlap (+2 per match), salary overlap (+3), workplace/level/type/location matches, and description keyword hits. Use this when an agent is choosing which role to surface to its user — it returns pre-ranked matches with scoring explanations.

Tools
5 tools verified via live probe
verified 23m ago
Server: aidevjobsVersion: 1.0.0Protocol: 2025-06-18
Recent Probe Results
TimestampStatusLatencyConformance
Apr 15, 2026success341msPass
Apr 15, 2026success255.7msPass
Source Registries
mcp-registry
First Seen
Apr 15, 2026
Last Seen
Apr 15, 2026
Last Probed
Apr 15, 2026
AI Dev Jobs — Chiark Agent Quality Index