
Connect Concurso Score Calculator to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Automate complex scoring and ranking for civil service exams.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Concurso Score Calculator.
- 01
Calculate weighted score
This capability calculates a candidate's total score by applying specific weights to each exam stage. It ensures the total weight equals 1.0 for accurate results.
- 02
Predict ranking position
This capability estimates a candidate's position in the overall competition. It compares their score against others to see if they fall within the vacancy limit.
- 03
Resolve tiebreaker
This capability settles disputes between candidates with identical final scores. It uses a predefined priority hierarchy to pick the winner.
- 04
Verify stage thresholds
This capability checks if a candidate's performance meets the minimum requirements for each phase. It identifies if anyone failed to meet the necessary thresholds to continue.
Real work
What teams actually run
Phase Qualification
Use the capability to instantly filter out candidates who didn't hit the minimum score in a specific exam stage.
Final Ranking
Determine the final order of candidates once all weighted stages are complete.
Vacancy Matching
Check if a candidate's predicted rank puts them inside the number of available positions.
Tie Resolution
Apply priority rules to candidates with the same score to finalize the list.
Automate a task
Put Concurso Score Calculator to work on one thing.
Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.
One connector, every AI
Concurso Score Calculator works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Concurso Score Calculator to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
736ms average. Fast in production.
Concurso Score Calculator is checked daily against the live service.
- Fastest day
- 530ms
- Slowest day
- 1064ms
- 14-day trend
- Slowing+50%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Concurso Score Calculator, so you can see the experience inside your AI.
It does not authenticate your account with Concurso Score Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Concurso Score Calculator Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_cEvUTCFoKRPpsQiSP3WjjR3EacJ0CWLigmpq34JP/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Concurso Score Calculator capabilities are ready to use.
{
"mcpServers": {
"concurso-score-calculator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_cEvUTCFoKRPpsQiSP3WjjR3EacJ0CWLigmpq34JP/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up Concurso Score Calculator in Claude and other AIs
Who it's for
Built for the work Concurso Score Calculator owners hand off.
This MCP is built for organizations managing large scale competitive examinations.
- 01
Exam Administrators
They hand over raw candidate scores to the AI to automate the grading process.
- 02
Civil Service Recruiters
They use the capability to quickly determine which candidates qualify for the next round.
- 03
Data Analysts
They use the ranking and tiebreaking capabilities to verify competition results.
FAQ
Questions Concurso Score Calculator owners ask.
- 01
How does the weighted scoring work?
The calculate_weighted_score capability takes the score from each stage and multiplies it by its assigned weight. The total weight of all stages must equal 1.0.
- 02
Can this MCP handle ties?
Yes, the resolve_tiebreaker capability uses a priority hierarchy to decide a winner when two or more candidates have the same final score.
- 03
How do I know if a candidate passed a stage?
You use the verify_stage_thresholds capability, which compares candidate scores against the required minimums for each phase.
- 04
What clients can I use this with?
You can use this MCP with any compatible client like Claude, Cursor, Windsurf, or VS Code.
- 05
Does it predict if someone gets a job?
The predict_ranking_position capability estimates a candidate's rank relative to the number of available vacancies.
- 06
How does the weighted score calculation work?
The calculate_weighted_score capability multiplies each stage's achieved score by its assigned weight. The sum of all weights must equal exactly 1.0 for a valid calculation.
- 07
What happens if a candidate fails a minimum threshold?
Using verify_stage_thresholds, the system checks every stage. If any score is below the required minimum, the candidate is marked as disqualified.
- 08
How are ties resolved between candidates?
The resolve_tiebreaker capability uses a pre-defined hierarchy of stages. It compares scores stage-by-stage, starting with the most important stage, until a difference is found.
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Connect Concurso Score Calculator to Claude, Cursor, ChatGPT & more
