AgentPlayerAchievements

AgentPlayerAchievements

MCP turns vibe coding into a game. Steam-style achievements for Claude Code, Hermes and more.

Category
Visit Server

README

Agent Player Achievements (AGPA) ๐Ÿ†

<p align="center"> <picture> <source media="(prefers-color-scheme: dark)" srcset="pixel-art-output/agpa-logo-dark.png"> <source media="(prefers-color-scheme: light)" srcset="pixel-art-output/agpa-logo-light.png"> <img alt="AGPA Logo" src="pixel-art-output/agpa-logo-dark.png" width="192"> </picture> </p>

<p align="center"> <strong>EN</strong>ย |ย <a href="./README.zh-CN.md">ไธญๆ–‡</a>ย |ย <a href="./README.es.md">ES</a>ย |ย <a href="./README.ko.md">ํ•œ๊ตญ์–ด</a>ย |ย <a href="./README.ja.md">ๆ—ฅๆœฌ่ชž</a> </p>

<p align="center"> Gamified achievement system for AI coding agents.<br> <em>Earn XP, unlock trophies, level up โ€” just by doing what you already do.</em> </p>

<p align="center"> <a href="LICENSE"><img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="License: MIT"></a> <a href="#"><img src="https://img.shields.io/badge/achievements-217-blueviolet" alt="217 achievements"></a> <a href="#"><img src="https://img.shields.io/badge/tests-1207-green" alt="1207 tests"></a> <a href="#"><img src="https://img.shields.io/badge/node-%E2%89%A518-brightgreen" alt="Node >= 18"></a> <a href="#"><img src="https://img.shields.io/badge/CLI-27_commands-orange" alt="27 CLI commands"></a> <a href="https://github.com/eiainano/AgentPlayerAchievements"><img src="https://img.shields.io/github/stars/eiainano/AgentPlayerAchievements?style=flat&logo=github" alt="GitHub stars"></a> <a href="https://github.com/eiainano/AgentPlayerAchievements/commits/dev"><img src="https://img.shields.io/github/last-commit/eiainano/AgentPlayerAchievements/dev" alt="Last commit"></a> <a href="README.zh-CN.md"><img src="https://img.shields.io/badge/i18n-5_languages-blue" alt="i18n: 5 languages"></a> </p>

<p align="center"> <b>Claude Code</b>ย ยทย <b>Kilo Code</b>ย ยทย <b>OpenCode</b>ย ยทย <b>Hermes</b>ย ยทย <b>OpenClaw</b> </p>

<p align="center"> <a href="#quick-start">Quick Start</a> ยท <a href="#how-it-works">How It Works</a> ยท <a href="#features">Features</a> ยท <a href="#supported-tools">Supported Tools</a> ยท <a href="#cli-commands">CLI Commands</a> ยท <a href="#community-packs">Community Packs</a> ยท <a href="#dashboard">Dashboard</a> ยท <a href="#security--privacy">Security & Privacy</a> ยท <a href="#contributing">Contributing</a> ยท <a href="#faq">FAQ</a> </p>


Without AGPA โŒ

  • No visibility into your coding habits across sessions
  • Can't track progress โ€” getting faster? Using more tools? No way to know
  • No motivation to explore your agent's full feature set
  • Same routine every day โ€” no surprises, no milestones

With AGPA โœ…

  • Auto-tracking โ€” every tool call, file edit, and git commit logged automatically
  • Steam-style dashboard โ€” XP bar, levels, streaks, heatmaps, achievement showcase
  • 217 achievements across 11 categories โ€” from "Hello World" to "Completionist"
  • Instant feedback โ€” terminal popups, macOS notifications, 8-bit sounds on unlock

Dashboard Preview

<p align="center"> <table> <tr> <td align="center" width="50%"> <img src="assets/screenshots/agpa-shot-1.png" alt="AGPA Home" width="100%"><br> <sub><b>Home</b> โ€” XP bar, streaks, agent stats</sub> </td> <td align="center" width="50%"> <img src="assets/screenshots/agpa-shot-2.png" alt="Achievement Grid" width="100%"><br> <sub><b>Achievements</b> โ€” 217 achievements ร— 11 categories</sub> </td> </tr> <tr> <td align="center" width="50%"> <img src="assets/screenshots/agpa-shot-3.png" alt="Achievement Sets" width="100%"><br> <sub><b>Sets</b> โ€” themed collections with progress tracking</sub> </td> <td align="center" width="50%"> <img src="assets/screenshots/agpa-shot-4.png" alt="Achievement Detail" width="100%"><br> <sub><b>Detail Card</b> โ€” rarity, unlock date, replay animation</sub> </td> </tr> </table> </p>


Quick Start

Prerequisites: Node.js โ‰ฅ 18

# Option A: install globally (recommended for users)
npm install -g @eiainano/agpa
agpa init

# Option B: clone and link (recommended for contributors)
git clone https://github.com/eiainano/AgentPlayerAchievements.git
cd AgentPlayerAchievements && npm install && npm link
agpa init

That's it. Keep using your agent โ€” achievements unlock automatically as you work.

[!TIP] Want to see what the dashboard looks like without waiting for real unlocks? Run agpa demo to generate sample data instantly.

agpa dashboard         # open the achievement dashboard
agpa stats             # check your progress
agpa assets download   # (optional) pre-download all 219 pixel-art badges

How It Works

Your Coding Session
  โ”‚
  โ”œโ”€ You code, agent responds โ€” every action is tracked
  โ”‚   โ””โ”€ dual-channel: MCP tools + Hook events
  โ”‚
  โ”œโ”€ Session ends โ†’ engine evaluates 217 achievements
  โ”‚   โ””โ”€ unlocked? โ†’ macOS notification ๐ŸŽ‰
  โ”‚
  โ””โ”€ agpa dashboard โ†’ view, sort, filter, share

Two data channels โ†’ one engine โ†’ one dashboard:

Channel Method Captures
Hook CLI Tool hooks (subprocess via stdin) file.read/write/edit, tool.complete, git.commit, session.start/end, task.complete, agent.spawn
MCP Server STDIO protocol (7 tools) image.read, file.language_used, plan.mode_entered, user.message, automode.start, achievement config, explain

Both channels write to the same ~/.agent-achievements/ event log. The engine evaluates 12 condition types against 217 achievements.

[!NOTE] Zero overhead. The Hook CLI is a sub-millisecond subprocess. The MCP server runs on STDIO with no network calls. All data stays on your machine.

Features

  • ๐ŸŽฎ Achievement Dashboard โ€” XP bar, level, streak, activity heatmap, rarity breakdown, showcase
  • ๐Ÿ† 217 Achievements across 11 categories โ€” from "Hello World" to "Completionist"
  • ๐Ÿ”ฅ GitHub-style activity heatmap โ€” 4 months of coding activity at a glance
  • ๐Ÿ“ธ Share Card โ€” dark/light themed, bilingual, downloadable PNG
  • ๐Ÿ”Š 8-bit sound effects & notifications โ€” rarity-graded retro sounds + desktop push notifications on unlock
  • ๐Ÿ“‚ Multi-profile โ€” up to 4 profiles, switch anytime (work, personal, experimentation)

Supported Tools

<p align="center"> <a href="#claude-code"><img src="https://img.shields.io/badge/Claude_Code-auto_+MCP-blueviolet?logo=claude" alt="Claude Code"></a> <a href="#kilo-code--opencode"><img src="https://img.shields.io/badge/Kilo_Code-auto+MCP-00b4d8" alt="Kilo Code"></a> <a href="#kilo-code--opencode"><img src="https://img.shields.io/badge/OpenCode-auto+MCP-2ec4b6" alt="OpenCode"></a> <a href="#cursor--vs-code"><img src="https://img.shields.io/badge/Cursor-MCP_only-007acc?logo=cursor" alt="Cursor"></a> <a href="#cursor--vs-code"><img src="https://img.shields.io/badge/VS_Code-MCP_only-007acc?logo=visualstudiocode" alt="VS Code"></a> <a href="#hermes"><img src="https://img.shields.io/badge/Hermes-MCP_only-ff6b6b" alt="Hermes"></a> <a href="#openclaw"><img src="https://img.shields.io/badge/OpenClaw-auto+_MCP-ffd166" alt="OpenClaw"></a> </p>

Tool Auto-track MCP track Easiest Setup
Claude Code โœ… โœ… agpa init auto-detects
Kilo Code โœ… โœ… TS plugin + MCP config
OpenCode โœ… โœ… TS plugin + MCP config
Hermes โ€” โœ… MCP JSON config
OpenClaw โœ… โœ… Plugin + MCP config

All five tools have full dual-channel coverage except Hermes (no hook API). For any MCP-compatible client (Cursor, VS Code, Windsurf, etc.), MCP-only tracking works out of the box โ€” you just miss hook-based auto-tracking.

[!TIP] New to MCP? Start with agpa init โ€” it auto-detects your installed tools and configures everything. Manual JSON configs below are fallbacks.

<details> <summary><b>Claude Code</b> โ€” auto-track + MCP (full coverage)</summary>

agpa init auto-detects Claude Code and registers both channels. For manual setup:

MCP config (~/.claude/.mcp.json or project-root .mcp.json):

{
  "mcpServers": {
    "agpa": {
      "command": "npx",
      "args": ["-y", "@eiainano/agpa", "agpa-mcp"]
    }
  }
}

Hook registration โ€” agpa init adds hook entries to your Claude Code settings. Verify with agpa verify. </details>

<details> <summary><b>Cursor / VS Code</b> โ€” MCP only</summary>

These editors support MCP but don't expose hook APIs for auto-tracking. You get tool-call tracking via MCP.

Cursor (.cursor/mcp.json):

{
  "mcpServers": {
    "agpa": {
      "command": "npx",
      "args": ["-y", "@eiainano/agpa", "agpa-mcp"]
    }
  }
}

VS Code (.vscode/mcp.json):

{
  "mcpServers": {
    "agpa": {
      "command": "npx",
      "args": ["-y", "@eiainano/agpa", "agpa-mcp"]
    }
  }
}

</details>

<details> <summary><b>Kilo Code / OpenCode</b> โ€” auto-track + MCP (full coverage)</summary>

These tools support TS plugins for hook-level auto-tracking. agpa init registers the plugin + MCP config.

Manual MCP config (opencode.json or Kilo Code settings):

{
  "mcpServers": {
    "agpa": {
      "command": "npx",
      "args": ["-y", "@eiainano/agpa", "agpa-mcp"]
    }
  }
}

The TS plugin (registered by agpa init) handles PostToolUse, SessionStart, SessionEnd, and other hook events automatically. </details>

<details> <summary><b>Hermes</b> โ€” MCP only</summary>

Hermes does not expose a hook API. MCP-based tracking covers tool calls and session events.

MCP config (~/.hermes/mcp.json):

{
  "mcpServers": {
    "agpa": {
      "command": "npx",
      "args": ["-y", "@eiainano/agpa", "agpa-mcp"]
    }
  }
}

</details>

<details> <summary><b>OpenClaw</b> โ€” auto-track + MCP (full coverage)</summary>

OpenClaw supports a plugin system for hook-level tracking. agpa init registers both the plugin and MCP config.

Manual MCP config:

{
  "mcpServers": {
    "agpa": {
      "command": "npx",
      "args": ["-y", "@eiainano/agpa", "agpa-mcp"]
    }
  }
}

</details>

MCP Server

AGPA runs a Model Context Protocol server (stdio transport) that exposes 7 tools for any MCP-compatible client โ€” Claude Desktop, Cursor, VS Code, Windsurf, and more.

Tool Description
achievement.track Record an agent event (lightweight, <1ms append-only write)
achievement.poll Evaluate pending events โ†’ check for unlocks โ†’ return new achievements
achievement.stats Get player stats: XP, level, total achievements, streaks, recent activity
achievement.showcase Display all achievement definitions โ€” name, category, rarity, progress
achievement.config Read/write AGPA config: language, notification preferences, profile
achievement.suggest Get personalized achievement recommendations based on current progress
achievement.explain Explain why an achievement is (un)locked โ€” condition breakdown with event history

Quick start with any MCP client:

{
  "mcpServers": {
    "agpa": {
      "command": "npx",
      "args": ["-y", "@eiainano/agpa", "agpa-mcp"]
    }
  }
}

Already installed AGPA globally? Run agpa-mcp directly. The server auto-detects your active profile and tool source.

CLI Commands

Command Description
agpa init Auto-detect and register with your agent tools
agpa uninstall Cleanly remove AGPA from all configured tools
agpa verify Check installation correctness
agpa doctor Diagnose system state
agpa dashboard Start achievement dashboard (localhost:3867)
agpa stats Show achievement progress summary
agpa progress List all achievements with unlock status
agpa profile Manage achievement profiles (create, list, switch, softwares, delete)
agpa demo Generate MVP demo data for testing
agpa reset Reset all tracking data
agpa config View/modify config (lang, sound, debug...)
agpa showcase Manage showcase (list, pin, unpin, auto-fill)
agpa search Search achievements by keyword/rarity/category
agpa suggest Suggest next achievement to hunt
agpa sound Toggle 8-bit rarity-graded sound effects (on, off)
agpa activity View streak + 4-month activity heatmap
agpa export Export achievement data as JSON
agpa import Import from backup
agpa mcp Start MCP server (stdio mode)
agpa web Alias for agpa dashboard
agpa pack List or inspect installed community achievement packs
agpa banner Switch terminal banner color theme (Neon/Arcade/Gold)
agpa history Browse raw event log entries
agpa explain Show why an achievement is locked/unlocked (condition breakdown)
agpa watch Real-time achievement progress monitor
agpa upgrade Check for updates and upgrade AGPA
agpa completion Generate shell completion script (bash/zsh/fish)

Full CLI reference: agpa --help

Community Packs

Anyone can create and share achievement packs. Drop a YAML file into ~/.agent-achievements/packs/ to install:

agpa pack list              # list installed packs
agpa pack info <id>         # show pack details

See Creating Achievement Packs for the pack format spec, event type catalog, and 12 condition types.

Dashboard

<p align="center"> <em>Stats row โ†’ Streak + Heatmap โ†’ Showcase โ†’ Achievement grid with search/filter</em> </p>

agpa dashboard           # default :3867
agpa dashboard 8080      # custom port
agpa dashboard --profile work   # launch with specific profile
  • Stats: XP, level, total achievements, streak, tasks, tool uses
  • Heatmap: GitHub-style 4-month activity grid
  • Showcase: Pinned favorite achievements (up to 6)
  • Achievement Grid: search, sort by rarity/category, filter unlocked/locked
  • Sound toggle: 8-bit rarity-graded effects
  • Share button: generates a beautiful bilingual card โ†’ PNG download

Architecture

                    โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
                    โ”‚   Engine (src/engine/)   โ”‚
                    โ”‚   track() / poll()       โ”‚
                    โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                      โ†—                    โ†–
            MCP Server               Hook CLI
          (src/main.ts)           (src/cli/hook.ts)
                โ”‚                        โ”‚
          STDIO long-lived      short-lived subprocess
                โ”‚                  (stdin pipe)
                โ”‚                        โ”‚
          Agent calls             Hooks fire
          consciously             automatically
                โ”‚                        โ”‚
          โ”Œโ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”          โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”
          โ”‚ Manual     โ”‚          โ”‚ Auto-track  โ”‚
          โ”‚ image.read โ”‚          โ”‚ tool.completeโ”‚
          โ”‚ lang_used  โ”‚          โ”‚ file.edit   โ”‚
          โ”‚ plan.mode  โ”‚          โ”‚ session.*   โ”‚
          โ”‚ ...        โ”‚          โ”‚ agent.spawn โ”‚
          โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜          โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
                    โ•ฒ            โ•ฑ
                     event.log  โ† both write here
                          โ”‚
                     engine.poll()
                          โ”‚
                     state.json
                          โ”‚
                     Dashboard

Project Structure

src/
โ”œโ”€โ”€ main.ts                  # MCP Server entry (STDIO)
โ”œโ”€โ”€ tool-registry.ts         # Central tool registration
โ”œโ”€โ”€ cli/
โ”‚   โ”œโ”€โ”€ index.ts             # Unified CLI entry (27 commands)
โ”‚   โ”œโ”€โ”€ hook.ts              # Hook CLI (track + poll + auto modes)
โ”‚   โ”œโ”€โ”€ init.ts              # Interactive install wizard
โ”‚   โ”œโ”€โ”€ dashboard.ts         # Dashboard launcher
โ”‚   โ”œโ”€โ”€ doctor.ts            # System diagnostic
โ”‚   โ””โ”€โ”€ ...                  # 22 more CLI commands
โ”œโ”€โ”€ engine/
โ”‚   โ”œโ”€โ”€ engine.ts            # Core engine (track / poll / stats)
โ”‚   โ”œโ”€โ”€ evaluator.ts         # 12 condition type evaluators
โ”‚   โ”œโ”€โ”€ store.ts             # JSONL event log + state persistence
โ”‚   โ”œโ”€โ”€ types.ts             # TypeScript interfaces
โ”‚   โ””โ”€โ”€ yaml-parser.ts       # YAML achievement definition parser
โ”œโ”€โ”€ dashboard/
โ”‚   โ”œโ”€โ”€ server.ts            # HTTP server + API routes
โ”‚   โ”œโ”€โ”€ api.ts               # Card data, stats aggregation
โ”‚   โ”œโ”€โ”€ public/              # Zero-framework HTML/CSS/JS frontend
โ”‚   โ””โ”€โ”€ customize-api.ts     # Self-customize endpoint
โ”œโ”€โ”€ tools/                   # MCP tool definitions (7 tools)
โ”œโ”€โ”€ utils/                   # notify, validate, profile, pixel-art, battery, etc.
โ”œโ”€โ”€ verify/
โ”‚   โ””โ”€โ”€ auditor.ts           # Achievement verification logic
โ”œโ”€โ”€ config.ts                # Global configuration
โ””โ”€โ”€ helpers.ts               # Shared utilities

pixel-art-output/            # Logo images (README)
achievement-definitions.yaml   # 217 achievement definitions (authoritative)
scripts/                     # dev tools (logo gen, pixel art gen, sounds)

๐Ÿ”’ Security & Privacy

  • Local-first โ€” All event data stays in ~/.agent-achievements/. No telemetry, no cloud sync, no network calls at runtime.
  • Auditable โ€” The engine is pure TypeScript functions operating on JSONL files. No obfuscation, no binary blobs.
  • Minimal dependencies โ€” 5 runtime dependencies (@modelcontextprotocol/sdk, yaml, zod, figlet, tsx) โ€” all widely audited.
  • STDIO isolation โ€” The MCP server communicates via standard I/O only. No HTTP endpoints exposed.
  • Hook sandbox โ€” The Hook CLI runs as a sub-millisecond subprocess โ€” it cannot persist state or access the network.
  • Supply chain โ€” No native modules, no postinstall scripts, no binary downloads at install time.

To report a vulnerability, see SECURITY.md.

๐Ÿ‘ฅ Contributing

We welcome contributions! Whether it's an achievement pack, a Dashboard improvement, a new tool integration, or an engine fix โ€” there's a path for every skill level.

๐ŸŒ Environment Variables

Variable Description Default Values
AGPA_PROFILE Active profile name default any string
AGPA_LANG Interface language en en, zh
AGPA_ENABLED_CATEGORIES Filter which achievement categories are active all comma-separated (e.g. onboarding,tool_mastery)
AGPA_DEBUG Enable verbose debug logging false true
AGPA_SOUND Override sound effects config setting on, off, true, false
AGPA_SIMPLE_ANIMATIONS Use simplified terminal animations false true
AGPA_BANNER_THEME CLI startup banner style Arcade Neon, Arcade, Gold
AGPA_TELEMETRY Enable anonymous usage telemetry false true, false
AGPA_TELEMETRY_SERVER Custom telemetry endpoint URL '' (none) URL string
AGPA_TOOL_SOURCE Override tool source identifier auto-detected claude-code, hermes, openclaw, etc.
AGPA_MODEL Current AI model name (for achievements) auto any model string

[!TIP] Environment variables override config.json settings. Set them in your shell profile or agent configuration for persistent overrides.

FAQ

Q: Does this slow down my agent? A: No. The Hook CLI is a sub-millisecond subprocess. The MCP server runs on STDIO with zero network overhead.

Q: Can I use it with multiple agents? A: Yes. The init wizard auto-detects Claude Code, Kilo Code, OpenCode, Hermes, and OpenClaw. Each can have its own profile.

Q: My achievements aren't unlocking? A: Run agpa doctor โ€” it diagnoses tracking status, hook registration, and event coverage.

Q: How is this different from WakaTime or coding activity trackers? A: WakaTime tells you what you did โ€” hours, languages, projects. AGPA makes it fun โ€” XP, levels, achievements, streaks, and Steam-style dopamine hits. It's gamification layered on top of your existing workflow, not another dashboard to check. Think of it as the difference between a fitness tracker's raw step count and a Pokรฉmon Go badge โ€” same data, different experience.

Q: Can I customize achievement names? A: Yes. /customize page in the dashboard lets you rename any achievement.

Troubleshooting

[!IMPORTANT] First step for any issue: Run agpa doctor โ€” it diagnoses tracking status, hook registration, event coverage, and configuration problems in one shot.

Symptom Likely Cause Fix
Achievements not unlocking Hook/MCP not registered Run agpa doctor to check hook registration + event coverage
Dashboard won't start Port 3867 already in use agpa dashboard 8080 (or any free port)
agpa init fails Agent tool not detected Check supported tools list; use manual MCP JSON config as fallback
No macOS notifications terminal-notifier missing Run brew install terminal-notifier, or agpa init auto-installs it
Sound not playing Audio context blocked by browser Click anywhere on the dashboard page to enable audio
Profile switching not working Profile doesn't exist agpa profile list to see available profiles, then agpa profile switch <name>
Hook CLI errors in agent logs stdin pipe is empty (expected for first run) Normal โ€” hooks are short-lived subprocesses; errors are logged to ~/.agent-achievements/error.log

For persistent issues, check ~/.agent-achievements/error.log or open an issue.

Star History

<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=eiainano%2Fagentplayerachievements&type=Date" width="100%">

License

MIT โ€” see LICENSE

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured