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MCP tools list: every tool in our three servers

Published 2026-09-07. An MCP client only sees the tools a server advertises, so we ran all three of ours over stdio JSON-RPC on that date and pasted what came back. Outputs are abridged to the fields that matter; counts and values are unchanged.

The list at a glance

Three servers, 12 tools. dataset-mcp queries fixed dataset files with filters and stats. earn-bounty-scanner reads the live Superteam Earn feed. solana-research-library serves a curated research database that ships inside the package.

ServerToolsData sourceInstall
dataset-mcp5149,673 rows across 5 datasets, downloaded once from a public GitHub releasenpx -y github:jayjex/dataset-mcp
earn-bounty-scanner3live Superteam Earn API at superteam.fun, fetched per callgit clone https://github.com/jayjex/earn-bounty-scanner then node index.js (not on npm yet)
solana-research-library425 field-probed platforms, database ships in the package, no network at runtimegit clone https://github.com/jayjex/solana-research-library then node index.js (not on npm yet)

All three are MIT-licensed, need no API key, and run on Node.js 18 or newer.

dataset-mcp: 5 tools over the dataset catalog

Version 1.1.0, listed in the MCP registry as io.github.jayjex/dataset-mcp. It downloads a dataset file once into ~/.cache/dataset-mcp/, pins it with SHA-256, then answers queries from memory. Full server docs are on the MCP server for datasets page.

ToolWhat it returns
list_datasets()every dataset in the catalog with row counts, update dates, and full-query availability
get_dataset_info(slug)one dataset's file list with rows, bytes, SHA-256, attribution, license, and query tips
get_sample(slug, format)free preview rows, about 22 per dataset, JSON or CSV
query_dataset(slug, {...})filter and paginate the full file: where clauses with =, contains, gt, lt, column picking, 100 rows per call, next_offset paging
get_stats(slug, {...})row count, non-empty and unique counts, numeric min/max/mean, top-N frequencies

list_datasets() output

{
  "catalog": "Data Vault",
  "last_built": "2026-09-09",
  "count": 6,
  "datasets": [
    {
      "slug": "nfl-games",
      "name": "NFL Games & Betting Lines 1999-2026",
      "stats": { "rows": 7548, "tables": 3, "columns": 46, "updated": "2026-09-06" },
      "full_query": { "available": true, "release": "https://github.com/jayjex/dataset-mcp/releases/tag/data-v1" }
    },
    ...
  ]
}

query_dataset() output: Texas 2-bedroom rents

query_dataset("hud-fmr-2026",
  { where: [{ column: "state", op: "=", value: "TX" }],
    columns: ["zip", "area_name", "fmr_2br"], limit: 2 })

total_rows_in_file: 51895 | total_matched: 3247 | next_offset: 2
sha256: 04ffb4597f37de264a2e3c91d39462b44539f650bd7f30b2938ca73971fbe975
  {"zip": "76437", "area_name": "Abilene, TX MSA", "fmr_2br": "1090"}
  {"zip": "76443", "area_name": "Abilene, TX MSA", "fmr_2br": "1090"}

get_stats() output: NYC Airbnb prices

get_stats("airbnb-six-cities", { file: "airbnb-new-york-city.csv", column: "price" })

rows: 30234 | non_empty: 20331 | unique_count: 12114
numeric: min 4.58 | max 31210.79 | mean 267.35
top values: 59.11 x62, 61.01 x45, 209.00 x32, 279.00 x30, 165.93 x28

earn-bounty-scanner: 3 tools over the live Earn feed

Version 1.0.0, listed in the MCP registry as io.github.jayjex/earn-bounty-scanner. It wraps public superteam.fun API endpoints with plain fetch, no auth, and returns the full description text through an undocumented search-index endpoint. Where dataset-mcp serves the fixed 2026-09-04 snapshot, this server answers with the feed as it is at call time.

ToolWhat it returns
search_bounties(query)bounties matching a keyword with id, title, reward, deadline, status, agentAccess, sponsor, and the full description text; short single keywords recall best
get_bounty(id)one bounty's complete details by listing uuid, including full description text
recent_bounties()currently OPEN bounties from the live feed, page 1, newest first, with agentAccess flags

agentAccess is the field agents care about: AGENT_ALLOWED means an agent may submit, HUMAN_ONLY means bot submitters are barred.

recent_bounties() output

{
  "count": 26,
  "bounties": [
    {
      "title": "Create Content for Breakpoint 2026",
      "status": "OPEN",
      "rewardAmount": 8000,
      "token": "USDG",
      "deadline": "2026-09-07T21:59:59.999Z",
      "agentAccess": "HUMAN_ONLY",
      "sponsor": "Superteam Germany",
      "url": "https://superteam.fun/earn/listings/bounty/create-content-for-breakpoint-2026"
    },
    {
      "title": "Solana Summit Serbia Content Bounty: $10,000 for the best summit content",
      "status": "OPEN",
      "rewardAmount": 10000,
      "token": "USDG",
      "deadline": "2026-09-10T21:59:59.000Z",
      "agentAccess": "HUMAN_ONLY",
      "sponsor": "Superteam Balkan"
    },
    ...
  ]
}

search_bounties() output: keyword "solana"

{
  "query": "solana",
  "count": 5,
  "results": [
    {
      "title": "Solana Summit Serbia Content Bounty: $10,000 for the best summit content",
      "rewardAmount": 10000,
      "token": "USDG",
      "status": "OPEN",
      "sponsor": "Superteam Balkan",
      "description": "Solana Summit Serbia is the biggest Solana event in Europe this summer: a two-day
conference on Aug 26-27 at Sava Centar, Belgrade ... Prizes: 20 winners x $500 ..."
    },
    ...
  ]
}

The description field carries the complete bounty text, not a teaser, so the agent reads requirements and judges fit without opening a browser. Hyphenated titles return 0 search rows; search one distinctive word instead.

solana-research-library: 4 tools over a research database

Version 1.0.0. It serves a curated intelligence DB of 25 Solana/web3 earning platforms, each field-probed on 2026-09-04 with a verdict (LIVE-RAIL / USER-GATED / CONDITIONAL-PASS / WATCHLIST / DEAD), the exact payout rail, the KYC gate, and evidence notes. The database ships inside the package, so tools answer instantly and an upstream outage cannot fail a call.

ToolWhat it returns
list_topics()the index of all 25 entries: platform, category, verdict, payout rail, KYC, chains
get_topic(idOrName)one entry's full evidence notes and source brief, matched by id, exact name, or unique fragment
search_topics(query)keyword search over names, categories, rails, KYC gates, and notes, ranked by term frequency
stats()dataset shape: verdict mix, category mix, KYC-free share, crypto-rail share, live-rail shortlist

search_topics() output: "no KYC"

{
  "query": "no KYC",
  "matches": 6,
  "topics": [
    {
      "id": "apify-store",
      "platform": "Apify Store (scraper marketplace)",
      "verdict": "DEAD",
      "payoutRail": "fiat only — PayPal/Wise ($20 min) or other fiat ($100 min); NO crypto",
      "kyc": "mandatory: gov ID, proof of address, tax docs, UBO info",
      "snippet": "Demand real ($1M+/mo paid to devs, 54.5k Actors, 80% dev share ...) ...
Usable ONLY as free distribution upselling to your own x402 endpoints."
    },
    ...
  ]
}

get_topic() output: "bountybook"

{
  "id": "bountybook",
  "platform": "Bountybook.ai agent-bounty venue",
  "category": "agent-bounties",
  "verdict": "CONDITIONAL-PASS",
  "payoutRail": "USDC on Base escrowed (official USDC 0x833589fC…A02913) into treasury
0x1bc6c226…, instant release on oracle pass",
  "kyc": "none (wallet nonce auth; claiming/submitting free)",
  "notes": "API-only flow (claim, submit, get paid), no browser needed. /stats: 206 jobs,
$947 budget, $174.71 totalPaidOut, 54 completed. Experimental PoC, unaudited contracts,
LLM oracle final + probabilistic ... Treat as submit-only, never deposit, expect rejects.",
  "source": "x402-bounty-audit.md (2026-09-04)"
}

stats() output

{
  "entries": 25,
  "verdictMix": { "LIVE-RAIL": 4, "USER-GATED": 6, "CONDITIONAL-PASS": 2, "WATCHLIST": 2, "DEAD": 11 },
  "kycFreeEntries": 13,
  "cryptoRailEntries": 18,
  "liveRails": ["x402 pay-per-call data endpoints", "FiatDock MCP marketplace",
                "First Dollar bounty platform", "Hive write-to-earn"]
}

The 11 DEAD entries are kill-logged with reasons, so an agent checking this library skips re-researching lanes that already failed verification.

Connect all three at once

Drop this into claude_desktop_config.json (or the mcp_servers TOML form for pi and Codex) and restart the client:

{
  "mcpServers": {
    "dataset-mcp": {
      "command": "npx",
      "args": ["-y", "github:jayjex/dataset-mcp"]
    },
    "earn-bounty-scanner": {
      "command": "npx",
      "args": ["-y", "earn-bounty-scanner"]
    },
    "solana-research-library": {
      "command": "npx",
      "args": ["-y", "solana-research-library"]
    }
  }
}

On npm 12, dataset-mcp needs --allow-git=all before -y; see the MCP server for Claude Desktop guide for that and the full walkthrough. A Claude-focused index of the same three servers, with each README's config JSON and registry entry: MCP tools for Claude. Prefer picking servers from a directory instead of hand-wiring config? The MCP server directory lists the official registry, the community indexes, and these three servers.

To verify a server's tool list yourself, the raw JSON-RPC over stdio is three lines: an initialize request, notifications/initialized, then {"jsonrpc":"2.0","id":2,"method":"tools/list"}. The response is the same list a client shows in its tools menu.

Get the full pack

These servers answer questions. A real project usually wants the raw files in its own pipeline: pinned snapshots, spreadsheets, scripts that run without a chat client. The complete packs behind the datasets are available as one-off downloads:

Get the full pack

PackRowsWhat you get
NFL games and betting lines 1999-20267,548full CSV zip: scores, spreads, totals, moneylines
HUD Fair Market Rents FY202651,895ZIP, county, and state tables with a data dictionary
Airbnb listings, 6 US cities90,169per-city CSVs, 2026 snapshots
Superteam Earn listings and API routes51 cardscards file plus 186+ reverse-engineered API routes

Sample files stay free on the free datasets for AI agents page, and the tool-level docs live on the dataset-mcp server page. For the data behind the examples above, see the HUD rent data guide and the Superteam Earn data guide.

FAQ

What is an MCP tools list?

The set of tools an MCP server advertises to clients. Your client sends a tools/list request over JSON-RPC, the server responds with each tool's name, description, and input schema, and that response fills the tools menu in Claude Desktop or any other MCP client. This page indexes the 12 tools our three servers advertise.

How do I list an MCP server's tools myself?

Start the server over stdio, send an initialize request, then notifications/initialized, then a tools/list request. The server answers with the full tool catalog. Calling a tool is the same transport: a tools/call request with a name and arguments returns the output.

Which server should I use for Superteam Earn data?

earn-bounty-scanner for live data: it fetches superteam.fun at call time, so rewards and deadlines are current. dataset-mcp for a fixed snapshot: the earn-bounties dataset is a 51-card capture from 2026-09-04 with SHA-256 verification, which suits reproducible pipelines.

Are these MCP servers free to run?

Yes. All three are MIT-licensed and run locally over stdio with no API key. dataset-mcp downloads its data files once from a public GitHub release, earn-bounty-scanner fetches superteam.fun per call, and solana-research-library ships its database inside the package with no network calls.