MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Search 8,400+ AI and ML jobs across 489 companies, inspect listings and employers, match roles, and view salary and market stats via AI Dev Jobs MCP
Install AI Dev Jobs MCP
$ npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sickn33/agentic-awesome-skills ai-dev-jobs-mcp --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ai-dev-jobs-mcp .claude/skills/ai-dev-jobs-mcp && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ai-dev-jobs-mcp" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/ai-dev-jobs-mcp into .claude/skills/ai-dev-jobs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-dev-jobs-mcp", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/ai-dev-jobs-mcpType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sickn33/agentic-awesome-skills ai-dev-jobs-mcp --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ai-dev-jobs-mcp .agents/skills/ai-dev-jobs-mcp && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ai-dev-jobs-mcp" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/ai-dev-jobs-mcp into .agents/skills/ai-dev-jobs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-dev-jobs-mcp", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sickn33/agentic-awesome-skills ai-dev-jobs-mcp --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ai-dev-jobs-mcp .cursor/skills/ai-dev-jobs-mcp && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ai-dev-jobs-mcp" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/ai-dev-jobs-mcp into .cursor/skills/ai-dev-jobs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-dev-jobs-mcp", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/sickn33/agentic-awesome-skills.git --path skills/ai-dev-jobs-mcp--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sickn33/agentic-awesome-skills ai-dev-jobs-mcp --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ai-dev-jobs-mcp .gemini/skills/ai-dev-jobs-mcp && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ai-dev-jobs-mcp" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/ai-dev-jobs-mcp into .gemini/skills/ai-dev-jobs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-dev-jobs-mcp", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install sickn33/agentic-awesome-skills ai-dev-jobs-mcpInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ai-dev-jobs-mcp .github/skills/ai-dev-jobs-mcp && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ai-dev-jobs-mcp" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/ai-dev-jobs-mcp into .github/skills/ai-dev-jobs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-dev-jobs-mcp", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sickn33/agentic-awesome-skills ai-dev-jobs-mcp --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ai-dev-jobs-mcp .opencode/skills/ai-dev-jobs-mcp && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ai-dev-jobs-mcp" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/ai-dev-jobs-mcp into .opencode/skills/ai-dev-jobs-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ai-dev-jobs-mcp", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
ai-dev-jobs-mcp- GitHub stars
- 47k
- Used in
- 1 other repo
- Token cost
- ~1.4k tokens
- SKILL.md length
- 618 words
- Files
- 1
- Skills in repo
- 1,497
- Repo updated
- First seen
- Licence
- MIT
At a glance
Search 8,400+ AI and ML jobs across 489 companies, inspect listings and employers, match roles, and view salary and market stats via AI Dev Jobs MCP
- Tasks that involve MCP servers
- SKILL.md covers Overview, When to Use This Skill, MCP Configuration and Available Tools, plus 4 more sections
- Reaches aidevboard.com
What it does
AI Dev Jobs MCP is an agent skill from sickn33/agentic-awesome-skills. Search 8,400+ AI and ML jobs across 489 companies, inspect listings and employers, match roles, and view salary and market stats via AI Dev Jobs MCP
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes… The licence is MIT.
When your agent uses it
- Tasks that involve MCP servers
Example prompts
- “/ai-dev-jobs-mcp”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit b84d35a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
aidevboard.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
AI Dev Jobs MCP loads about 1.4k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 618 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from sickn33/agentic-awesome-skills at commit b84d35a, republished under its MIT licence (© sickn33). 618 words, ~1,436 tokens.
Download SKILL.mdSave it as
.claude/skills/ai-dev-jobs-mcp/SKILL.md (or your agent's skills folder).- name
- ai-dev-jobs-mcp
- description
- Search 8,400+ AI and ML jobs across 489 companies, inspect listings and employers, match roles, and view salary and market stats via AI Dev Jobs MCP
- category
- mcp
- risk
- safe
- source
- https://aidevboard.com
- source_type
- community
- date_added
- 2026-04-16
- author
- unitedideas
- tags
- mcp, jobs, ai-jobs, ml-jobs, recruiting, job-search, career
- tools
- claude, cursor, gemini
AI Dev Jobs MCP
Overview
AI Dev Jobs is a remote MCP server that gives AI agents access to a live index of AI and ML job listings. As of April 17, 2026, the live MCP stats report 8,405 active roles across 489 companies, a $213,500 median salary, and 600 new jobs this week. Agents can search jobs by role, location, or company, retrieve full job details, list hiring companies, match roles to a profile, and get salary or aggregate market statistics. It is designed for AI agents that assist with job searching, recruiting, or labor market analysis.
When to Use This Skill
- Use when helping a user search for AI or ML engineering jobs
- Use when an agent needs to look up which companies are hiring for specific AI roles
- Use when building recruiting or talent-matching workflows
- Use when analyzing the AI job market (open positions, top companies, role distribution)
MCP Configuration
Add the AI Dev Jobs MCP server to your client configuration. The endpoint uses streamable HTTP and requires no authentication.
Claude Desktop / Cursor / Windsurf
{
"mcpServers": {
"ai-dev-jobs": {
"url": "https://aidevboard.com/mcp"
}
}
}No API key or authentication is required.
Available Tools
search_jobs
Search the job index by keyword, location, company, or work arrangement. Returns matching listings with title, company, location, and salary information.
search_jobs({ query: "machine learning engineer", location: "remote" })get_job
Retrieve full details for a specific job listing by ID, including description, requirements, salary range, and application link.
get_job({ id: "abc123" })list_companies
List all companies in the index with their open position counts. Useful for discovering which companies are actively hiring.
list_companies({})get_company
Retrieve details for a specific company, including available AI roles when exposed by the endpoint.
get_company({ id: "openai" })get_stats
Get aggregate statistics about the job market: total listings, top companies by open roles, role distribution, and location breakdown.
get_stats({})match_jobs
Match jobs against a candidate profile, skills list, or preferences.
match_jobs({ skills: ["python", "llm", "pytorch"], workplace: "remote" })get_salary_data
Retrieve salary statistics for roles, tags, levels, or locations when available.
get_salary_data({ tag: "llm", level: "senior" })list_tags
List indexed tags that can be used to filter searches or salary analysis.
list_tags({})Examples
Example 1: Find Remote ML Jobs
Use @ai-dev-jobs-mcp to find remote machine learning engineer positions.The agent will call search_jobs({ query: "machine learning engineer", location: "remote" }) and return matching listings.
Example 2: Check Which Companies Are Hiring
Use @ai-dev-jobs-mcp to list all companies currently hiring for AI roles.The agent will call list_companies({}) and return companies sorted by number of open positions.
Show full SKILL.md (255 more words)Show less
Example 3: Get Job Market Overview
Use @ai-dev-jobs-mcp to show current AI job market statistics.The agent will call get_stats({}) and return aggregate data on listings, top employers, and role distribution.
Example 4: Get Full Job Details
Use @ai-dev-jobs-mcp to get the full details for job ID abc123.The agent will call get_job({ id: "abc123" }) and return the complete listing with requirements and application link.
Example 5: Match Jobs to a Candidate Profile
Use @ai-dev-jobs-mcp to match remote LLM roles to a senior Python and PyTorch profile.The agent will call match_jobs({ skills: ["python", "llm", "pytorch"], workplace: "remote" }) and return suitable listings.
Example 6: Compare Salary Data
Use @ai-dev-jobs-mcp to compare senior LLM salary data.The agent will call get_salary_data({ tag: "llm", level: "senior" }) and summarize available compensation ranges.
Best Practices
- Use
search_jobswith specific keywords for targeted results rather than broad queries - Use
list_companiesto discover companies, thensearch_jobsfiltered by company name for focused searches - Use
get_statsto provide users with market context before diving into specific listings - Use
match_jobswhen the user gives skills, seniority, location, or work arrangement preferences - Use
get_salary_dataonly as market context; remind users that listings and compensation change quickly - Combine with resume or cover letter skills to create end-to-end job application workflows
Limitations
- The index covers AI and ML roles specifically; general software engineering jobs outside the AI space may not be included.
- Job listings are refreshed regularly but may have a short delay before new postings appear.
- Salary data is available when companies provide it; not all listings include salary information.
- Counts and salary medians are live market data and should be refreshed with
get_statsbefore quoting them in user-facing output.
Related Skills
@not-human-search-mcp- Discover AI-ready tools and APIs via MCP@mcp-builder- For building your own MCP servers
© sickn33, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/ai-dev-jobs-mcp of sickn33/agentic-awesome-skills.
Open the folder on GitHubat commit b84d35a
Used in 1 other repository
We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in sickn33/agentic-awesome-skills, which our catalogue first saw on October 9, 2026.
Compare with similar skills
AI Dev Jobs MCP next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| AI Dev Jobs MCP this skillsickn33/agentic-awesome-skills | 47k | 1 repos | ~1.4k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | Automated safety check: Pass | Custom licence |
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Works with
Categories
Questions about AI Dev Jobs MCP
What does AI Dev Jobs MCP do?
Search 8,400+ AI and ML jobs across 489 companies, inspect listings and employers, match roles, and view salary and market stats via AI Dev Jobs MCP. AI Dev Jobs MCP is an agent skill from sickn33/agentic-awesome-skills.
When should I use AI Dev Jobs MCP?
AI Dev Jobs MCP fits situations like: tasks that involve MCP servers.
How do I install AI Dev Jobs MCP in Claude Code?
Run `npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a claude-code`. Or copy the skill folder (skills/ai-dev-jobs-mcp in sickn33/agentic-awesome-skills) into .claude/skills/ai-dev-jobs-mcp in your project. Claude Code loads it when a task matches its description.
How do I install AI Dev Jobs MCP in Codex?
Run `npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a codex`. Or copy the skill folder (skills/ai-dev-jobs-mcp in sickn33/agentic-awesome-skills) into .agents/skills/ai-dev-jobs-mcp in your project. Codex loads it when a task matches its description.
Can I use AI Dev Jobs MCP in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sickn33/agentic-awesome-skills --skill ai-dev-jobs-mcp -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ai-dev-jobs-mcp, .gemini/skills/ai-dev-jobs-mcp, .github/skills/ai-dev-jobs-mcp and .opencode/skills/ai-dev-jobs-mcp in your project.
What does AI Dev Jobs MCP need to run?
SKILL.md names no scripts, command-line tools or credentials: AI Dev Jobs MCP is instructions for the agent only. Our summary lists: Python 3.
Does AI Dev Jobs MCP access the network?
SKILL.md names 1 domain. In commands or code: aidevboard.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is AI Dev Jobs MCP safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does AI Dev Jobs MCP use?
AI Dev Jobs MCP is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does AI Dev Jobs MCP use?
About 1.4k tokens (SKILL.md is roughly 5.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to AI Dev Jobs MCP?
Skills that share tags, products or a category with AI Dev Jobs MCP: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Crush Configuration (charmbracelet/crush, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains AI Dev Jobs MCP?
sickn33 (a GitHub user) maintains it in sickn33/agentic-awesome-skills, which has 47,405 GitHub stars. The repository holds 1,497 skills in this directory. The repository was last updated on October 9, 2026.
Source: sickn33/agentic-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.