51 agent tools in this category, ranked by GitHub stars for now. Hands-on test results will replace this ranking as they finish.
The three most-starred tools here. Not tested together yet.
Control FiftyOne computer vision datasets through AI assistants using 80+ operators.
pypi:fiftyone-mcp-serverMCP server for Ultralytics Platform projects, datasets, training, prediction, exports, and models.
npm:ultralytics-mcpFastMCP server for surgical queries against a vault knowledge graph (NetworkX node-link JSON).…
mcpb:https://github.com/adelaidasofia/graph-query-mcp/releases/download/v0.1.0/graph-query-mcp.mcpb| Tool | Stars | Last update | License | |
|---|---|---|---|---|
| io.github.AdonaiVera/fiftyone-mcp-server Control FiftyOne computer vision datasets through AI assistants using 80+ operators. MCP serverGitHub-verified authorLocal · PyPI | 27 | — | ||
| Ultralytics Platform MCP MCP server for Ultralytics Platform projects, datasets, training, prediction, exports, and models. MCP serverGitHub-verified authorLocal · npm | 10 | MIT | ||
| FastMCP server for surgical queries against a vault knowledge graph (NetworkX no FastMCP server for surgical queries against a vault knowledge graph (NetworkX node-link JSON).… MCP serverGitHub-verified authorLocal · MCPB | 3 | MIT | ||
| AnomalyArmor Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality. MCP serverVerified domain · anomalyarmor.aiLocal · PyPI | 1 | MIT | ||
| vecscope Deterministic evidence about embedding spaces and vector indexes: hubness, collapse, ANN recall MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| ai.dynamicfeed/dynamic-feed 94 keyless tools of live, verifiable data for AI: weather, hazards, space, CVEs. Ed25519-signed. MCP serverVerified domain · dynamicfeed.aiRemote | — | — | ||
| ai.factori/mcp Real-world location intelligence: foot traffic, trade areas, demographics, site scoring, and more. MCP serverVerified domain · factori.aiRemote | — | — | ||
| ai.smithery/blockscout-mcp-server Provide AI agents and automation tools with contextual access to blockchain data including balance… MCP serverVerified domain · smithery.aiRemote | — | — | ||
| ai.smithery/cuongpo-coti-mcp Connect to the COTI blockchain to manage accounts, transfer native tokens, and deploy and operate… MCP serverVerified domain · smithery.aiRemote | — | — | ||
| ai.smithery/cuongpo-coti-mcp-1 Manage COTI accounts, deploy private ERC20 and ERC721 contracts, and transfer tokens and NFTs with… MCP serverVerified domain · smithery.aiRemote | — | — | ||
| ai.smithery/infranodus-mcp-server-infranodus Map text into knowledge graphs to create a structured representation of conceptual relations and t… MCP serverVerified domain · smithery.aiRemote | — | — | ||
| ai.syntitan/syntitan-mcp AI-Ready Data Platform that fills the missing layer between data management and AI execution. MCP serverVerified domain · syntitan.aiRemote | — | — | ||
| Arc Research Commodities research MCP: knowledge graph, COT, NG storage/weather, quotes, and stories. MCP serverVerified domain · getarcresearch.comRemote | — | — | ||
| ArcadeDB MCP Server Built-in MCP server for ArcadeDB multi-model database (graph, document, vector, time-series) MCP serverVerified domain · arcadedb.comLocal · Docker | — | — | ||
| Atlas Data Exchange Infrastructure and hazard intelligence with provenance, spatial confidence and quality contracts. MCP serverVerified domain · app.atlasipholdingsllc.comRemote | — | — | ||
| Atlasly UK site research and worldwide CAD/GIS site context (DXF, GeoJSON, SVG) for architects MCP serverVerified domain · atlasly.appRemote | — | — | ||
| Base Intel MCP Read-only on-chain intelligence for AI agents on Base: balances, tokens, gas, tx status. MCP serverVerified domain · datakoot.comRemote | — | — | ||
| Bitpoort On-chain blockchain data for AI agents across Ethereum, Bitcoin, and Hyperliquid. MCP serverVerified domain · bitpoort.comRemote | — | — | ||
| Block Scholes Derived & aggregated data: vol surfaces, model-implied prices, forward curves. Index from 2020. MCP serverVerified domain · blockscholes.comRemote | — | — | ||
| BytNode Crypto market data for AI agents: top crypto pairs, derivatives, options, macro, on-chain. MCP serverVerified domain · bytnode.comRemote | — | — | ||
| Chain Check (x402) x402-paid on-chain tools: wallet report, contract scan, token risk, gas, address labels (USDC/Base) MCP serverVerified domain · chaincheck-api.netlify.appRemote | — | — | ||
| com.adsbiq/adsbiq Read-only access to live ADSBiq aircraft and network state, with community contribution metadata. MCP serverVerified domain · adsbiq.comRemote | — | — | ||
| com.bykaranteli/mcp Crypto derivatives data: funding, OI, liquidations, options, ETF flows. Free account key required. MCP serverVerified domain · bykaranteli.comLocal · npm | — | — | ||
| com.mcparmory/alchemy-nft Retrieve NFT metadata, ownership, and contract details across blockchains MCP serverVerified domain · mcparmory.comLocal · PyPI | — | — | ||
| com.mcparmory/pinecone Create and manage vector database indexes, backups, and collections MCP serverVerified domain · mcparmory.comLocal · PyPI | — | — | ||
| Compute Screener GPU cloud pricing (H100, H200, B200 per hour) and AI model API pricing per 1M tokens, with history. MCP serverVerified domain · computescreener.comRemote | — | — | ||
| ComputeSage StackBench GPU and LLM inference benchmarks, hardware evidence, deployment recommendations, and launch configs. MCP serverVerified domain · computesage.comRemote | — | — | ||
| Crimson Crawler Enrich, search, assess, and manage threat intelligence through 80+ typed MCP tools. MCP serverVerified domain · crimsoncrawler.comRemote | — | — | ||
| Geobble Geospatial workspace: manage sources and maps, run spatial analysis, and publish interactive maps MCP serverVerified domain · geobble.comRemote | — | — | ||
| Geospatial System — Location Profile Elevation, slope, terrain maps & 3-D surfaces for any site — near-global 30 m, US 10 m, AU/NZ 5 m. MCP serverVerified domain · geospatialsystem.comRemote | — | — | ||
| Goldsky Goldsky docs: Edge RPC on 150+ chains, Feeds APIs, Subgraphs, Turbo, x402 pay-per-request. MCP serverVerified domain · goldsky.comRemote | — | — | ||
| GreenlandAI The physical world as queryable data: companies, deposits, infrastructure, projects and commodities. MCP serverVerified domain · greenlandai.aiRemote | — | — | ||
| Hashgrid DNA A search engine that learns from your grades. Store text, records, images or embeddings. MCP serverVerified domain · hashgrid.aiRemote | — | — | ||
| HelixDB Graph-vector database: run Helix queries, read query insights and health, manage databases MCP serverVerified domain · helix-db.comRemote | — | — | ||
| Hydrata - ANUGA Flood Simulation Run ANUGA flood simulations, track progress, and retrieve results on Hydrata Cloud. MCP serverVerified domain · hydrata.comRemote | — | — | ||
| InstaMaps Geocode lists, measure, route drivers, check flood and crime risk, and map it, from spreadsheets. MCP serverVerified domain · get-instamaps.comRemote | — | — | ||
| KafDesk Apache Kafka for AI agents: topics, records, consumer lag and schemas. Read-only by default. MCP serverVerified domain · kafdesk.comLocal · MCPB | — | — | ||
| MarketTrace Crypto MCP Crypto perps for AI agents: funding, OI, liquidations, order book, CVD, volume profile, footprint. MCP serverVerified domain · markettrace.aiRemote | — | — | ||
| MCP Analytics A statistical analyst in your AI chat: bring data and a question, get a citable, re-runnable report. MCP serverVerified domain · mcpanalytics.aiRemote | — | — | ||
| Moving Polygons Create, edit and publish animated historical maps in your Moving Polygons account. MCP serverVerified domain · movingpolygons.comRemote | — | — | ||
| Moving Polygons (published maps) Search and read published animated maps of borders and history. No sign-in needed. MCP serverVerified domain · movingpolygons.comRemote | — | — | ||
| Neuroencoder EEG embeddings Hosted EEG embeddings API: any montage and sampling rate, EDF/BDF/FIF/NPY, 768-d vector per window MCP serverVerified domain · neuroencoder.comRemote | — | — | ||
| Quarri AI data platform for timber: connect legacy systems, query, build dashboards, reconcile, automate. MCP serverVerified domain · quarri.aiRemote | — | — | ||
| Route & Logistics Optimizer Plan vehicle routes, job assignments and load packing from stops, fleet and constraints. MCP serverVerified domain · saifs.aiRemote | — | — | ||
| Routing24 Route optimization for delivery fleets: plan, edit, and re-optimize multi-stop routes by prompt. MCP serverVerified domain · routing24.aiRemote | — | — | ||
| SPEKTRUM MCP – Swiss spatial planning Swiss spatial planning: official geodata, ÖREB cadastre, zoning, building zone capacity, case law MCP serverVerified domain · spekt.chRemote | — | — | ||
| Statistical Process Control & Anomaly Alerts Monitor metric streams with control charts and alert only on statistically real drift. MCP serverVerified domain · saifs.aiRemote | — | — | ||
| Storage Coleções, busca vetorial, SQL e arquivos MCP serverVerified domain · myinfrastructure.clickRemote | — | — | ||
| TrustyData French address quality, geocoding, routing, company lookup & catchment stats (BAN, INSEE, OSM). MCP serverVerified domain · trustydata.appRemote | — | — | ||
| WaveGuard Anomaly detection API powered by physics simulation. Scan any data for outliers. MCP serverVerified domain · emergentphysicslab.comRemote | — | — | ||
| Weishengxin — 微生信 Scientific plotting for bioinformatics with about 160 free modules. Anonymous access supported. MCP serverVerified domain · bioinformatics.com.cnRemote | — | — |
Filters apply to the top 51 of 51 tools by stars. Full list for agents: data-vector.json