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AI · alternatives · 2026

24 alternatives to OJCP – an open protocol for agent-consumable job data

Author here! Agents are applying to jobs for people right now, with progressively more volume, and there's nothing built for it. So they scrape career pages and fight ATS forms with Playwright/Browser Use, which breaks constantly (or they get bot blocked). Employers get buried in applications that don't fit, candidates hear nothing back, and the resume is now an AI-written thing that another AI scores (which breaks the existing model entirely, btw). OJCP is MCP tools for search and apply, a manifest at /.well-known/ojcp.json so agents can find providers, and schemas that…

OJCP is an open protocol that enables AI agents to discover, search, and apply for jobs through a standardized interface. Built on the Model Context Protocol, it provides structured job data and application tools that… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes.

  1. 1

    Hey HN, We’re building OpenJobs AI, an AI recruiting agent focused on the outbound sourcing workflow. In recruiting, teams often already know what kind of person they want — but still spend a lot of time manually searching, filtering, and writing first-touch outreach. We wanted to see how much of that work an agent could actually take over. Today, OpenJobs AI focuses on the sourcing part of recruiting. Given a role, it can help with candidate discovery, filtering, matching, and outreach initiation. The goal is to move sourcing from a manual, repetitive workflow into something an agent can…

    2025 · metix.ai · its alternatives →

  2. 2HR

    Hey HN! I'm excited to show off this side project I've been working on. This project matches your resume with the best matching jobs from the monthly HN Who's Hiring post. It works by creating a vector embedding of your resume using OpenAI's embedding API, and then ranking the jobs using a vector similarity score. (You can toggle between max inner product, cosine, and euclidean in the "Advanced Options") I was laid off in August and it took a whole 6 months for me to find my new job. Fortunately, I found my new role on January's HN Who's Hiring post. So I hope this will prove useful to any…

    2023 · hnresumetojobs.com · its alternatives →

  3. 3

    Built an open JSON Schema for defining AI agent teams. Multi-agent systems are becoming a real deployment pattern — not single assistants, but teams with roles, handoffs, and human checkpoints. But there's no shared way to define one that travels across frameworks. Every implementation is scattered, locked to whichever tool you picked first. Built the schema to fix that. The schema lives at schema.openenvelope.org and is registered in SchemaStore, so if you drop a .envelope.json file in VS Code you get autocomplete and validation without installing anything. It's also on npm as…

    May 2026 · openenvelope.org · its alternatives →

  4. 4

    Hey HN, we’re building an open specification that lets agents discover and invoke APIs with natural language, built on the OpenAPI standard. agents.json clearly defines the contract between LLMs and API as a standard that's open, observable, and replicable. Here’s a walkthrough of how it works: https://youtu.be/kby2Wdt2Dtk?si=59xGCDy48Zzwr7ND. There’s 2 parts to this: 1. An agents.json file describes how to link API calls together into outcome-based tools for LLMs. This file sits alongside an OpenAPI file. 2. The agents.json SDK loads agents.json files as tools for an LLM that…

    2025 · github.com · its alternatives →

  5. 5OS

    Large Language Models (LLMs) are powerful, but they’re limited by fixed context windows and outdated knowledge. What if your AI could access live search, structured data extraction, OCR, and more—all through a standardized interface? We built the JigsawStack MCP Server, an open-source implementation of the Model Context Protocol (MCP) that lets any AI model call external tools effortlessly. Here’s what it unlocks: - Web Search & Scraping: Fetch live information and extract structured data from web pages. - OCR & Structured Data Extraction: Process images, receipts, invoices, and handwritten…

    2025 · its alternatives →

  6. 6

    A new type of resume, for the onchain era of the internet

    2024 · talentprotocol.com · its alternatives →

  7. 7
    Firstwork▲139

    Agentic AI for frontline hiring and onboarding

    May 2026 · firstwork.com · its alternatives →

  8. 8
    Velane▲95

    n8n is built for humans dragging nodes on a canvas. That breaks down at B2B scale (embedding in a product, multi-tenant scalability, etc). n8n does have an MCP server so agents can create workflows too, but it outputs raw JSON. That's fine for n8n's engine, but painful for a coding agent (or a human reviewing its output) to read, write, diff, or debug. I'm building an alternative where workflows are authored by a coding agent in [a more dev-legible format] instead of JSON blobs, and execute it at scale.

    Jul 2026 · velane.sh · its alternatives →

  9. 9

    Job scraper and applier for indeed.com. Contribute to jmopr/job-hunter development by creating an account on GitHub.

    2016 · github.com · its alternatives →

  10. 10

    Hi HN, I’m Vincent from Aden. We spent 4 years building ERP automation for construction (PO/invoice reconciliation). We had real enterprise customers but hit a technical wall: Chatbots aren't for real work. Accountants don't want to chat; they want the ledger reconciled while they sleep. They want services, not tools. Existing agent frameworks (LangChain, AutoGPT) failed in production - brittle, looping, and unable to handle messy data. General Computer Use (GCU) frameworks were even worse. My reflections: 1. The "Toy App" Ceiling & GCU Trap Most frameworks assume synchronous sessions.…

    Feb 2026 · github.com · its alternatives →

  11. 11
    ApplyIQ▲42

    Get hired smarter—with your personal AI job search agent

    2025 · adzuna.com · its alternatives →

  12. 12

    JobHuntr.fyi is a macOS desktop app that uses Ollama-powered AI to apply for jobs on LinkedIn—automatically, 24/7. No OpenAI API key required.

    2025 · github.com · its alternatives →

  13. 13

    As AI agents autonomously write and deploy code, there's no standard for verifying that what they shipped actually satisfies business requirements. OQP is an attempt to define that standard. It's MCP-compatible and defines four core endpoints: - GET /capabilities — what can this agent verify? - GET /context/workflows — what are the business rules for this workflow? - POST /verification/execute — run a verification workflow - POST /verification/assess-risk — what is the risk of this change? The analogy we keep coming back to: what OpenAPI did for REST APIs,…

    Apr 2026 · github.com · its alternatives →

  14. 14

    Hey everyone! We built an agent that takes in your resume and applies for jobs so you don't have to spend time searching and filling job applications. It's primarily meant to showcase the power of AI agents that can control browsers and take action on UIs

    2024 · github.com · its alternatives →

  15. 15RG
  16. 16JC

    My friend and I got tired of job hunting (347 applications, 4 responses) so we built AI agents to help job seekers instead of replacing them. The problem: 73% of applications never reach humans, 250+ people apply to each job, but 85% of positions are filled through networking. Our solution: AI agents that find hiring managers for any LinkedIn job, analyze your profile fit, and generate personalized outreach messages. Instead of competing with hundreds in the application pile, you reach decision-makers directly. Technical bits: LangChain + OpenAI for job parsing, Next.js + Supabase, custom…

    2025 · jobcompass.ai · its alternatives →

  17. 17IM

    Recently, I was exploring the OpenAI Agents SDK and building MCP agents and agentic Workflows. To implement my learnings, I thought, why not solve a real, common problem? So I built this multi-agent job search workflow that takes a LinkedIn profile as input and finds personalized job opportunities based on your experience, skills, and interests. I used: - OpenAI Agents SDK to orchestrate the multi-agent workflow - Bright Data MCP server for scraping LinkedIn profiles & YC jobs. - Nebius AI models for fast + cheap inference - Streamlit for UI (The project isn't that complex - I kept it…

    2025 · its alternatives →

  18. 18
    OpenBot▲36

    Tag specialized agents like friends or employees

    Jun 2026 · getopenbot.com · its alternatives →

  19. 19

    AI-powered workflow for tailoring CVs and applying to jobs

    Jul 2026 · github.com · its alternatives →

  20. 20

    The standard for monetizing AI access to Open Source

    Jan 2026 · github.com · its alternatives →

  21. 21
    jobctl▲10

    The job application tracker your AI agent keeps updated

    Jul 2026 · jobctl.app · its alternatives →

  22. 22

    Automate your job search, responses, CVs and cover letters

    2024 · its alternatives →

  23. 23

    Transform your hiring process with AI-powered CV analysis

    2025 · its alternatives →

  24. 24

    Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent. - CopilotKit/OpenBot

    Aug 2026 · github.com · its alternatives →

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