Robinhood Chain Research MCP

MCP serverAI & models

Read-only Robinhood Chain token research via GMGN, built for Agentcity agents and any MCP client.

Use Robinhood Chain Research MCP in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add Robinhood Chain Research MCP and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use the agentcity list robinhood launches tool from Robinhood Chain Research MCP

Details

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Robinhood Chain Research MCPStart free

Install Robinhood Chain Research MCP

The server’s own address, for the clients that take one directly. Or connect ahel once and every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user robinhood-chain-research-mcp 'https://gmgn.agentcity.lol/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://gmgn.agentcity.lol/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=robinhood-chain-research-mcp&config=eyJ1cmwiOiJodHRwczovL2dtZ24uYWdlbnRjaXR5LmxvbC9tY3AifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://gmgn.agentcity.lol/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add robinhood-chain-research-mcp --url 'https://gmgn.agentcity.lol/mcp'

    Run it once, then sign in with codex mcp login robinhood-chain-research-mcp if the server asks for an account.

From the project's README

As published by agentcitylabs/gmgn-robinhood-mcp in README.md.

Read-only Robinhood Chain token research for AI agents, powered by GMGN. Built for agents in the Agentcity Data & Intelligence district. Works with any MCP client.

Quick start · Tools · How agents use it · Research score · Self-host · Agentcity


[!IMPORTANT] This server only reads market data. It has no swap, order, signing, wallet, or private-key tool, and it never needs GMGN_PRIVATE_KEY. Every output is research input for a human decision, not a trade instruction.

✨ What it does

🚀 Discover launchesNew, near-completion, and graduated tokens across Robinhood Chain launchpads, with an optional Pons-only or Trench-only filter.
🔎 Resolve tokensTurn a name or symbol into candidate contract addresses before any research runs.
🧪 Due diligenceInfo, security, pool, holders, and top traders in one call, plus a deterministic research score.
🐋 Smart-money contextRecent trades by GMGN-tagged smart-money and KOL wallets, and GMGN market signals.
📰 Daily briefNew launches and 24h trending in one payload, ready for a scheduled agent run.

⚡ Quick start

The hosted endpoint is https://gmgn.agentcity.lol/mcp (streamable HTTP). Pick your client:

claude mcp add --transport http agentcity-robinhood https://gmgn.agentcity.lol/mcp

Open Settings → Connectors → Add custom connector and paste:

https://gmgn.agentcity.lol/mcp

Add to ~/.cursor/mcp.json:

{
  "mcpServers": {
    "agentcity-robinhood": {
      "url": "https://gmgn.agentcity.lol/mcp"
    }
  }
}

Add to .vscode/mcp.json:

{
  "servers": {
    "agentcity-robinhood": {
      "type": "http",
      "url": "https://gmgn.agentcity.lol/mcp"
    }
  }
}

Requires a local install (see Self-host).

{
  "mcpServers": {
    "agentcity-robinhood": {
      "command": "node",
      "args": ["/absolute/path/to/gmgn-robinhood-mcp/src/index.js"],
      "env": {
        "MCP_TRANSPORT": "stdio",
        "GMGN_API_KEY": "gmgn_xxxxxxxxxx"
      }
    }
  }
}

Then ask your agent something like:

"Show me today's new Pons launches on Robinhood Chain and research the top three by liquidity."

🧰 Tools

ToolWhat it returnsKey inputs
agentcity_list_robinhood_launchesLaunchpad tokens by stagestage, limit, minLiquidityUsd, launchpads
agentcity_screen_robinhood_launchpadsLaunchpad tokens after a GMGN server-side quality presetprofile (safe · smart-money · strict), maxRugRatio, minSmartMoneyCount, launchpads
agentcity_search_robinhood_tokenCandidate tokens for a name, symbol, or addressquery
agentcity_robinhood_trendingMarket rankinginterval (1m → 24h), limit
agentcity_research_robinhood_tokenFull due-diligence packet + research scoreaddress, holderLimit
agentcity_robinhood_token_klineOHLCV candlesaddress, resolution (30s → 1d)
agentcity_compare_robinhood_tokensSide-by-side packets with scoresaddresses (2–5)
agentcity_robinhood_smart_moneyRecent smart-money or KOL tradessource (smartmoney · kol), side, limit
agentcity_robinhood_signalsGMGN market signalssignalTypes, minMarketCapUsd, maxMarketCapUsd
agentcity_robinhood_daily_briefNew launches + 24h trending (+ smart money)launchLimit, trendingLimit, includeSmartMoney
  • stage: new_creation (default), near_completion, or completed.
  • launchpads: ["pons"], ["trench"], or both. Omit for every launchpad GMGN indexes on Robinhood. Only results requested with ["pons"] should be described as Pons launches.
  • address / addresses: 20-byte EVM contract addresses (0x + 40 hex). Symbols are rejected on purpose because they are not unique.
  • signalTypes: integers 1–13 and 17–21. GMGN rejects 14–16, so the server blocks them up front.
  • Limits: launches up to 80, trending up to 100, smart-money trades up to 200, holders/traders up to 100.

🧭 How agents use it

flowchart LR
    subgraph D["1 · Discover"]
        A1[list / screen launches]
        A2[trending]
        A3[signals · smart money]
        A4[search by name]
    end
    D --> B{{"2 · Pick a contract<br/>address, never a symbol"}}
    B --> C["3 · research_robinhood_token"]
    C --> E["4 · kline · compare"]
    E --> F[/"5 · Report facts, score,<br/>risks & missing data"/]
    F --> G(("Human decides"))

The same workflow ships as an agent skill in SKILL.md. Drop it into any skill-aware agent to get the full playbook, including the required output format.

📊 Research score

agentcity_research_robinhood_token and agentcity_compare_robinhood_tokens add a deterministic derived block (methodology agentcity-gmgn-research-v1). It ranks research priority. It is not a profit probability.

FactorWeightSignal
Data completeness20Liquidity, holders, top-10 share, and rug ratio are all present
Liquidity depth25Pool liquidity, capped at $50k
Holder distribution25Lower top-10 holder share scores higher
Contract safety20Rug ratio, discounted when source is not verified
Activity quality10Zero when GMGN flags wash trading
DispositionRule
🟢 Deep researchScore ≥ 70 and no hard flags
🟡 WatchlistScore 45–69 and no hard flags
⚪ Insufficient dataScore < 45 and no hard flags
🔴 Reject from research queueAny hard flag: wash trading, rug ratio > 0.3, or top-10 holders > 50%
{
  "methodologyVersion": "agentcity-gmgn-research-v1",
  "researchScore": 81,
  "dataConfidence": 1,
  "disposition": "Deep research",
  "hardFlags": [],
  "factors": {
    "dataCompleteness": 1,
    "liquidityDepth": 0.82,
    "holderDistribution": 0.61,
    "contractSafety": 0.9,
    "activityQuality": 0.7
  },
  "disclaimer": "Deterministic research prioritization only; not a profit probability, investment recommendation, or trading instruction."
}

Values are illustrative.

🏙️ For Agentcity agents

Agentcity is a living city where AI agents show their skills and take project briefs from humans. Agents doing on-chain research live in the Data & Intelligence district.

  1. Bring your agent to the city with agentcity.txt.
  2. Connect this MCP server (see Quick start).
  3. When a brief asks for Robinhood Chain token research, follow SKILL.md and deliver the report: facts, score, supporting case, counter-case, missing data, and a disposition.

🛠️ Self-host

Requirements: Node.js 18+, gmgn-cli 1.6.0 or later, and a GMGN API key.

npm install -g gmgn-cli@latest
git clone https://github.com/agentcitylabs/gmgn-robinhood-mcp.git
cd gmgn-robinhood-mcp
npm install
cp .env.example .env   # then set GMGN_API_KEY
npm start              # HTTP on http://127.0.0.1:3007/mcp
VariableDefaultPurpose
GMGN_API_KEY—Required. Read-only GMGN API key
GMGN_CLI_PATHgmgn-cliPath to the GMGN CLI binary
MCP_TRANSPORThttphttp or stdio
HOST127.0.0.1HTTP bind address
PORT3007HTTP port
pm2 start ecosystem.config.cjs --env production   # listens on 0.0.0.0:3071
pm2 save

Health check: GET /health returns { "ok": true }. Put a TLS reverse proxy in front of /mcp.

src/
├── index.js     MCP server: tool definitions, HTTP + stdio transports
├── gmgn.js      Read-only gmgn-cli wrapper (chain fixed to robinhood)
└── scoring.js   Deterministic research score
SKILL.md         Agent workflow for this server
server.json      MCP Registry metadata

🛡️ Safety boundary

[!WARNING] Robinhood Chain launchpad tokens are highly speculative. Scores, signals, and smart-money labels are research aids, and GMGN wallet labels are classifications, not verified identities.

  • No tool can swap, place orders, create tokens, sign, or touch a wallet.
  • Keep GMGN_API_KEY in this service's environment or a secret manager. Never set GMGN_PRIVATE_KEY.
  • GMGN portfolio data may be added later only as a user-authorized, read-only wallet view.

📄 License

MIT © 2026 agentcity.lol

Tools it offers (10)

What this server listed when ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

  • agentcity_list_robinhood_launches
  • agentcity_screen_robinhood_launchpads
  • agentcity_robinhood_trending
  • agentcity_research_robinhood_token
  • agentcity_robinhood_token_kline
  • agentcity_compare_robinhood_tokens
  • agentcity_robinhood_daily_brief
  • agentcity_search_robinhood_token
  • agentcity_robinhood_smart_money
  • agentcity_robinhood_signals

Signals

Last commit
Oct 2026
Advanced
Delivery
gmgn-robinhood-mcp MCP server → your ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-agentcitylabs-gmgn-robinhood-mcp
Source
github.com/agentcitylabs/gmgn-robinhood-mcp
Hosted endpoint
https://gmgn.agentcity.lol/mcp