MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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MCP server: 100 graded AI Engineer interview questions with model answers, search and mock interviews. Offline.
MIT -
interviewer-agent MCP server by Nova (CIVAI), remote Streamable HTTP
MIT -
Hand-drawn whiteboard for system design mock interviews — an MCP server that lets Claude or ChatGPT watch your board, talk with you, and give feedback.
MIT ★ 1 -
Remote MCP server for Phonotheca: search and read your interview transcripts from Claude or any MCP client
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Frank AI Researcher: a remote MCP server for AI-moderated customer interviews, studies, and transcripts.
MIT -
AI-native career co-pilot for Claude — Career KB, resume tailoring, job pipeline, interview prep, and offer evaluation via MCP
npm MIT -
hunaras-mcpgithub.com/shaxbozaka/hunarasupdated this year
MCP server for Hunaras — AI-native recruiting platform. Search jobs, manage applications, check AI interview assessments, schedule meetings, and more.
npm MIT -
PM Career Desk: remote MCP connector for Claude. Interview practice and resume checks for program, project, PMO and TPM roles.
NOASSERTION -
1point3acres forum toolkit: daily check-in and quiz with reward verification, an offline interview-experience library and forum tools, as a CLI and an MCP server driving your own Chrome
pypi MIT -
Turn Claude into a full job-search partner — Career KB, tailored resumes, application pipeline, interview prep. MCP server + local dashboard; your data never leaves your machine.
npm MIT ★ 7 -
resume-assistant-mcpgithub.com/rajesh-kayal-dev/resume-assistant-mcpupdated this year
MCP server for ATS resume analysis — parse, score, improve resumes and generate cover letters, interview questions, skill roadmaps, and LinkedIn optimization tips.
MIT -
MCP server for your own OAHelper Pro account: OA sets, MCQ answers, solutions and interview experiences, saved offline as markdown. Works with Claude Code, Cursor, Codex and any MCP client.
MIT ★ 3 -
Run your job search from Claude, ChatGPT or any MCP agent: daily job matches, applications filled out for you, referrals and interview prep. Agent skills + remote MCP server.
MIT -
🧭 MCP server built with Spring Boot, Spring AI and Gemini to manage your job search: track applications, analyse skill gaps against each posting and prepare for interviews. PostgreSQL + Docker.
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recruitment-ai-mcpgithub.com/csoai-org/recruitment-ai-mcpupdated this year
Recruitment Ai automation via MCP. Includes generate job description, score cv, generate interview questions. By MEOK AI Labs.
pypi MIT License -
PulseMCPgithub.com/wenxin-99/PulseMCPupdated this year
MCP server for AI agents to register as digital identities in MPS Forum through conversational interview
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Connect Ashby to ChatGPT, Claude, Codex and Claude Code through Cotlet.dev. Jobs, candidates, interviews and offers.
NOASSERTION -
mcp-roadmapshgithub.com/aissablk1/mcp-roadmapshupdated this year
MCP server for roadmap.sh — developer roadmaps, best practices, interview questions, projects & local progress tracking, from official sources.
MIT ★ 2 -
MCP server that lets an AI agent scan resumes on Big Interview ResumeAI, read structured feedback, and tailor → rescan to Gold.
MIT ★ 2 -
Applications to a candidate sheet, interview scheduling, debriefs and a new hire's day one.
Apache-2.0 -
MCP server that lets Claude Code ask long, structured interviews through a keyboard-driven browser form: unlimited questions and options, recommendations, previews, ranking, live follow-ups.
MIT -
Docs for Compass OS's remote MCP server: your career (pipeline, profile, resumes, wins, interview stories) in Claude, ChatGPT, Cursor, VS Code and other MCP clients. OAuth.
MIT -
RiverScript plugin for Claude. Work with your transcripts of meetings, calls, lectures and interviews: find what was said, draft follow-ups, turn recordings into notes.
MIT -
Tracegithub.com/defibabylon/trace-mcpno update data
The CV tool that won't lie for you: the full application flow in chat. Receipt-verified CVs, honest fit scores, interview prep packs with real Anki decks, and an Obsidian career vault. Your data never leaves your machine.
smithery -
MCP server for WikiPeatia - Ray Peat wiki + full corpus search (articles, books, interviews, newsletters). Full-text, semantic and LLM-powered research tools for any MCP client.
MIT -
applydjinn-mcpactive
Official ApplyDjinn MCP server: tech jobs, companies, news, engineering lessons, interview practice and user-authorized profile editing for AI agents.
npm MIT -
Turn your AI coding agent into a job-search assistant: ATS-ready CV from one facts file, interview prep, and a Djinni MCP server.
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🧞♂️ AI-powered Model Context Protocol (MCP) server for autonomous desktop control, intelligent job application form filling, local application tracking, and AI mock interview preparation.
MIT ★ 1 -
applycairn-releasesgithub.com/scumunna/applycairn-releasesupdated this year
Local-first AI job search assistant for Codex and Claude Desktop: tailored resumes, job scoring, application tracking, outreach, and interview prep.
NOASSERTION -
Open-source AI job search platform. Discover jobs, tailor resumes, prepare interviews, and track applications. Self-hosted, BYOK.
MIT ★ 1 -
Transform LLMs into intelligent interviewers. MCP server for conducting dynamic, conversational surveys with structured data collection. Features skip logic, session resume, multi-tenancy, and pluggable storage backends.
npm Apache-2.0 ★ 4 -
job-search-assistantgithub.com/MezaGabriel/job-search-assistantupdated this year
AI job-search copilot for Claude Desktop — MCP server that sources, scores, tailors CVs/covers, and preps interviews. Runs on your own Claude subscription, no API costs.
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Model Context Protocol (MCP) servers in Node.js that give AI assistants like Claude live tools: real-time weather, job-application search and interview schedules.
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Unofficial read-only MCP server for Iranian job sites (استخدام) IranTalent, Jobinja and Jobvision: job search, companies, reviews, interview reports and pay side by side. For Claude, Cursor, Copilot and AI agents.
MIT ★ 38 -
Transform LLMs into intelligent interviewers. MCP server for conducting dynamic, conversational surveys with structured data collection. Features skip logic, session resume, multi-tenancy, and pluggable storage backends.
npm Apache-2.0 -
AI agent skills for enterprise architecture (Claude Code plugin + MCP server): interviews and docs into validated ArchiMate 3.2 models, views, ISO 42010 docs and governance, in git.
MIT ★ 3 -
AI agents that turn a prompt, spreadsheets and docs into an editable deck. Interview, outline, live build, a Critic that checks every slide, and native PowerPoint, PDF and PNG export. Next.js + FastAPI, with an MCP server for Claude Code.
★ 3 -
Creative-direction lens reconstructed from 125 public records of Min Hee-jin's work (interviews, talks, credits): 32 principles, each traced to sources. MCP server + single-file guide for ChatGPT, Claude, Codex. Independent research; not affiliated with or endorsed by Min Hee-jin or ooak records.
NOASSERTION -
ai-bagu-webgithub.com/huangguang1999/ai-bagu-webupdated this year
AI 八股大白话刷题站 · LeetCode 式刷 AI 面试题 + 零基础讲解 + MCP/REST 接入任意 agent
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MCP server and command line that let Claude Code, Codex, Cursor and other coding tools work with your Prepped account
npm MIT -
@facultiai/mcp-serverupdated this year
Faculti MCP Server — search academic videos, research contributions, papers, and experts from faculti.net
npm MIT -
Flowmingo hosted MCP server (https://mcp.flowmingo.ai/mcp): connect Claude, ChatGPT, Cursor and other AI assistants to your hiring pipeline.
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algo-coach-mcpgithub.com/Ddhjx-code/algo-coach-mcpupdated this year
Interactive algorithm coach MCP server — 3000+ LeetCode problems, bilingual (CN/EN), local code testing, 12 topic categories, progressive hints
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Use Prepped from Claude Code, Codex, Cursor, Antigravity and other coding agents: an MCP server and a command line that set up meetings, weekly meetings, material, resumes and practice.
npm MIT -
End-to-end encrypted, temporary Rust Playgrounds for AI agents and people: MCP server, agent links, remote MCP, JavaScript SDK and permissioned local Run/Debug.
npm MIT -
一亩三分地自动签到 + 每日答题：在你自己电脑的 Chrome 里、用你自己的登录完成，不经过第三方；也是给 Claude Code / Codex 用的 MCP 服务。1point3acres daily check-in & quiz automation, local-only, plus an MCP server for AI assistants.
MIT ★ 29 -
Watch company job boards (Greenhouse, Lever, Ashby, Workable, Workday, Eightfold, Rippling), get a ranked digest of new matches, track every application, and use it from Claude via MCP. Never auto-applies.
pypi MIT -
Which days and times am I free? Reads your calendar feeds (Google, Outlook, iCloud) and a pasted message, and prints the slots you can offer. No account, no API key, standard library only.
Apache-2.0 -
Crabrix MCP and SDK: end-to-end encrypted Rust Playgrounds for AI agents and people. Agent links for Claude, Codex, Cursor and Grok, local or remote MCP, JavaScript, Rust and Go, and Run/Debug on your device.
MIT -
The AI that applies to jobs for you while you sleep. Finds jobs you fit, tailors your resume for each one, fills and submits the forms in your own browser, and follows up. MCP server + CLI for Claude Code, Cursor, Codex.
npm Apache-2.0 ★ 1