320 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.
Applies UMAP-learn to nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP, AlignedUMAP,
npx skills add K-Dense-AI/scientific-agent-skills --skill umap-learnAzure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets.
npx skills add sickn33/agentic-awesome-skills --skill azure-search-documents-pyGuide to selecting and optimizing embedding models for vector search applications.
npx skills add sickn33/agentic-awesome-skills --skill embedding-strategies| Tool | Stars | Last update | License | |
|---|---|---|---|---|
| umap-learn Applies UMAP-learn to nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP, Ali SkillInstall · skills CLI | 57,090 | MIT | ||
| azure-search-documents-py Azure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets. SkillInstall · skills CLI | 49,672 | MIT | ||
| embedding-strategies Guide to selecting and optimizing embedding models for vector search applications. SkillInstall · skills CLI | 49,672 | MIT | ||
| vector-database-engineer Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG SkillInstall · skills CLI | 49,672 | MIT | ||
| data-storytelling Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creat SkillInstall · skills CLI | 42,495 | MIT | ||
| embedding-strategies Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, o SkillInstall · skills CLI | 42,495 | MIT | ||
| hybrid-search-implementation Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone p SkillInstall · skills CLI | 42,495 | MIT | ||
| similarity-search-patterns Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing r SkillInstall · skills CLI | 42,495 | MIT | ||
| vector-index-tuning Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vect SkillInstall · skills CLI | 42,495 | MIT | ||
| embedding-anisotropy-check Use before reporting any cosine similarity computed over embeddings or transformer hidden states, whether the agent computed the vectors or loaded the SkillInstall · skills CLI | 41,140 | MIT | ||
| assessing-vector-and-embedding-weaknesses Test RAG vector stores (Pinecone, Qdrant, Weaviate, Chroma, pgvector, FAISS) for embedding inversion, cross-tenant data leakage, and data poisoning pe SkillInstall · skills CLI | 36,105 | Apache-2.0 | ||
| rag-chroma Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-f SkillInstall · skills CLI | 33,495 | MIT | ||
| rag-faiss Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index SkillInstall · skills CLI | 33,495 | MIT | ||
| rag-pinecone Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and name SkillInstall · skills CLI | 33,495 | MIT | ||
| rag-qdrant High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor SkillInstall · skills CLI | 33,495 | MIT | ||
| google-cloud-solution-hybrid-search-alloydb Discovers requirements and generates architectural, design, and deployment guidance for dynamic hybrid search systems by combining semantic search and SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| google-cloud-solution-rag-enterprise-search-gke-sqldb Discovers requirements, and generates architectural, design, and deployment guidance for a retrieval-augmented generation (RAG)-capable enterprise sea SkillInstall · skills CLI | 24,146 | Apache-2.0 | ||
| chroma Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-f SkillInstall · skills CLI | 14,526 | MIT | ||
| faiss Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index SkillInstall · skills CLI | 14,526 | MIT | ||
| pinecone Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and name SkillInstall · skills CLI | 14,526 | MIT | ||
| qdrant-vector-search High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor SkillInstall · skills CLI | 14,526 | MIT | ||
| i3 RAG Builder with Parallel Document Processing Vector database construction with local embeddings (zero cost) Handles PDF download, text extraction, ch SkillInstall · skills CLI | 5,013 | — | ||
| creating-data-visualizations Create analytical charts and plots from existing data. Use for exploratory or reporting visuals such as bars, lines, scatters, and dashboards; not for SkillInstall · skills CLI | 3,816 | Apache-2.0 | ||
| geopandas Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for SkillInstall · skills CLI | 3,816 | Apache-2.0 | ||
| matchms Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine SkillInstall · skills CLI | 3,816 | Apache-2.0 | ||
| plotly Interactive scientific and statistical data visualization library for Python. Use when creating charts, plots, or visualizations including scatter plo SkillInstall · skills CLI | 3,816 | Apache-2.0 | ||
| scenario-sparc3d Use when turning images or photos into 3D meshes with Sparc3D models on Scenario via MCP: single-image or multi-view image-to-3D, watertight meshes fo SkillInstall · skills CLI | 3,764 | MIT | ||
| alphafold-database-fetch-and-analyze Retrieve and analyze AlphaFold predicted structures for a protein. Use when the user provides a specific UniProt Accession ID and wants structural con SkillInstall · skills CLI | 3,472 | Apache-2.0 | ||
| alphagenome-single-variant-analysis Analyzes genetic variant effects on gene expression (RNA-seq), chromatin accessibility (DNASE), histone marks (ChIP), and transcription factors using SkillInstall · skills CLI | 3,472 | Apache-2.0 | ||
| alphagenome-variant-impact-score Score, annotate, and analyze the functional impact of genetic variants using AlphaGenome Variant Impact (AVI) scores. Query variants in chr:pos:ref>al SkillInstall · skills CLI | 3,472 | Apache-2.0 | ||
| azure-kusto Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis. WHEN: KQL queries, Kusto d SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-resource-manager-cosmosdb-dotnet Azure Resource Manager SDK for Cosmos DB in .NET. Use for MANAGEMENT PLANE operations: creating/managing Cosmos DB accounts, databases, containers, th SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-search-documents-dotnet Azure AI Search SDK for .NET (Azure.Search.Documents). Use for building search applications with full-text, vector, semantic, and hybrid search. Cover SkillInstall · skills CLI | 3,203 | MIT | ||
| azure-search-documents-py Azure AI Search SDK for Python. Use for vector search, hybrid search, semantic ranking, indexing, and skillsets. Triggers: "azure-search-documents", " SkillInstall · skills CLI | 3,203 | MIT | ||
| data-dashboard Build a dense, data-heavy screen - an analytics console or a trading terminal - with real charts drawn from tokens: candlestick, volume, depth, stacke SkillInstall · skills CLI | 3,171 | MIT | ||
| bio-copy-number-cnv-visualization Visualize copy number profiles, segments, and compare across samples. Create publication-quality plots of CNV data from CNVkit, GATK, or other callers SkillInstall · skills CLI | 3,107 | — | ||
| knowledge-retrieval Semantic search over ingested documents using RAG (LlamaIndex/ChromaDB or Foundational RAG) SkillInstall · skills CLI | 2,988 | MIT | ||
| arcgis-to-portaljs Migrate a whole ArcGIS Hub site into a PortalJS Arc portal end-to-end. Harvests the Hub /data.json (DCAT-US) inventory, exports every FeatureService l SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-add-chart Add a chart (line, bar, area, pie, or scatter) to a dataset's showcase in a PortalJS portal. Installs recharts, writes a reusable Chart component, and SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-add-dataset Add a dataset (CSV, TSV, JSON, or GeoJSON) to an existing PortalJS portal. Appends an entry to datasets.json so the catalog and showcase render it aut SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-add-dcat Make a PortalJS portal harvestable by national/EU/US open-data portals — emit standards-compliant DCAT catalog feeds (DCAT 2/3, DCAT-AP, DCAT-US, nati SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-add-geo Auto-ingest a geospatial file (GeoJSON, Shapefile, GeoPackage, KML/KMZ, FlatGeobuf, CSV-with-geometry) into a PortalJS portal on the user's own machin SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-add-map Render a GeoJSON dataset on an interactive Leaflet map in the Views section of a dataset's showcase. Installs react-leaflet and a Map component, then SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-add-resource Add another file (resource) to an EXISTING dataset in a PortalJS portal — a data dictionary, methodology, or an additional data file. Turns a single-f SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-architect Recommend a data-portal architecture (storage, compute, catalog, access, hosting, metadata) from stated needs, then hand off to the build skills. The SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-check-data-quality Audit a local or remote tabular file (CSV/TSV) for common data quality issues — schema, nulls, types, duplicates. Read-only. Use when a dataset needs SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-connect-ckan Wire a scaffolded PortalJS portal to a CKAN backend over its API. Generates a tiny server-side fetch client (no runtime dependency) and feeds the /sea SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-define-schema Define a dataset's metadata profile — infer a Frictionless Table Schema from its data, add Data Package metadata (license, sources, keywords), and wri SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-deploy Deploy a PortalJS portal to PortalJS Arc — Datopian-managed static hosting on Cloudflare. Builds a static export, uploads it, and returns a live SLUG. SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-migrate Migrate (harvest) datasets between open-data platforms. Reads CKAN, a DCAT-US /data.json catalog (DKAN, ArcGIS Hub, data.gov), a DCAT / DCAT-AP RDF fe SkillInstall · skills CLI | 2,370 | MIT | ||
| portaljs-new-portal Scaffold a new PortalJS data portal from a brief. Copies the canonical template from examples/portaljs-catalog and substitutes project tokens. Use whe SkillInstall · skills CLI | 2,370 | MIT | ||
| analytics When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google SkillInstall · skills CLI | 2,192 | MIT | ||
| analyticscli-ts-sdk Use when integrating or upgrading the AnalyticsCLI TypeScript SDK in web, TypeScript, React Native, or Expo apps. SkillInstall · skills CLI | 2,192 | MIT | ||
| pgvector-semantic-search Use this skill for setting up vector similarity search with pgvector for AI/ML embeddings, RAG applications, or semantic search. **Trigger when user a SkillInstall · skills CLI | 1,883 | Apache-2.0 | ||
| langchain-rag INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system. Covers document loaders, RecursiveCharacterTextSplitter, embeddings ( SkillInstall · skills CLI | 1,340 | MIT | ||
| ArcadeDB MCP Server Built-in MCP server for ArcadeDB multi-model database (graph, document, vector, time-series) MCP serverVerified domain · arcadedb.comLocal · Docker | 1,250 | Apache-2.0 | ||
| nsfc-figure 为 NSFC 申请书创建或重绘概念图、研究内容关系图和技术路线图；当交付物需要可编辑源图、稳定版式或可验证导出时，优先生成 Draw.io XML。纯数据统计图、照片处理或论文原图复用不应触发本 skill。 SkillInstall · skills CLI | 787 | — | ||
| creating-mermaid-dbt-dag Generates a Mermaid flowchart diagram of dbt model lineage using MCP tools, manifest.json, or direct code parsing as fallbacks. Use when visualizing d SkillInstall · skills CLI | 763 | Apache-2.0 | ||
| antv-g2-chart Use this skill whenever the user wants to create, customize, or troubleshoot G2 v5 chart visualizations. Triggers include: any mention of 'G2', 'antv SkillInstall · skills CLI | 534 | MIT | ||
| antv-g6-graph Use this skill whenever the user wants to create, customize, or troubleshoot G6 v5 graph/network visualizations. Triggers include: any mention of 'G6' SkillInstall · skills CLI | 534 | MIT | ||
| antv-gpt-vis Recommend and generate appropriate data visualization charts using the GPT-Vis library. Supports two output modes — (1) Syntax mode, which generates S SkillInstall · skills CLI | 534 | MIT | ||
| antv-infographic Create beautiful infographics based on given text content. Use when users request to create infographics. SkillInstall · skills CLI | 534 | MIT | ||
| antv-t8-ntv Generate structured narrative text visualizations from data using T8 Syntax. Use when users want to create data interpretation reports, summaries, or SkillInstall · skills CLI | 534 | MIT | ||
| antv-x6-editor Use this skill whenever the user wants to create, customize, or troubleshoot X6 v3 graph editor diagrams. Triggers include: any mention of 'X6', 'antv SkillInstall · skills CLI | 534 | MIT | ||
| chart-visualization 将数据可视化为图表。当用户需要生成柱状图、折线图、饼图、散点图、雷达图、桑基图、思维导图、流程图等图表时调用此技能，通过 curl 工具调用 AntV API 生成图表图片 SkillInstall · skills CLI | 534 | MIT | ||
| gpt-vis 推荐并生成合适的数据可视化图表，使用 GPT-Vis 库。支持两种输出模式：（1）语法模式——生成 Syntax 或 JSON 配置；（2）代码模式——生成完整的运行代码。支持 26 种图表类型。 SkillInstall · skills CLI | 534 | MIT | ||
| StatsPAI Econometrics and causal inference (DiD, IV, RD, synthetic control, DML) with Stata/R parity grades MCP serverGitHub-verified authorLocal · PyPI | 374 | MIT | ||
| chart Turn a CSV into a clean bar or line chart, embedded as an SVG in a standalone HTML page (multi-series, light and dark, no dependencies). SkillInstall · skills CLI | 297 | Apache-2.0 | ||
| GeoLens Read-only access to a self-hosted GeoLens spatial catalog: datasets, features, maps, sandboxed SQL. MCP serverGitHub-verified authorLocal · PyPI | 297 | Apache-2.0 | ||
| qdrant-skills Agent skills for Qdrant vector search covering scaling, performance optimization, search quality, monitoring, deployment, model migration, version upg PluginAnthropic marketplace | 270 | Apache-2.0 | ||
| jeecg-onlchart Use when user asks to create/edit Online graph charts, data visualization, or says "创建图表", "生成图表", "新建图表", "做一个图表", "online图表", "数据图表", "柱状图", "折线图", SkillInstall · skills CLI | 250 | Apache-2.0 | ||
| jeecg-onlreport Use when user asks to create/edit/query Online reports, SQL reports, data reports, or says "创建报表", "生成报表", "新建报表", "查询报表", "online报表", "SQL报表", "数据报表" SkillInstall · skills CLI | 250 | Apache-2.0 | ||
| jimubi-bigscreen Use when user asks to create/design a big screen (大屏), full-screen data visualization, or says "创建大屏", "生成大屏", "新建大屏", "设计大屏", "做一个大屏", "BI大屏", "数据大屏" SkillInstall · skills CLI | 250 | Apache-2.0 | ||
| jimureport 积木报表生成器 — 自然语言描述报表需求或提供截图，自动生成积木报表（支持数据报表、打印报表、分组报表、循环报表、数据填报等全类型）。Use when user says "积木报表", "jmreport", "Excel报表", "数据填报", "可视化报表", "打印报表", "分组报表", SkillInstall · skills CLI | 250 | Apache-2.0 | ||
| io.github.VictoriaMetrics-Community/mcp-victoriametrics MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation MCP serverGitHub-verified authorLocal · Docker | 244 | Apache-2.0 | ||
| io.github.VictoriaMetrics/mcp-victoriametrics MCP Server for VictoriaMetrics. Provides integration with VictoriaMetrics API and documentation MCP serverGitHub-verified authorLocal · Docker | 244 | Apache-2.0 | ||
| venice-embeddings Call POST /embeddings on Venice. Covers request shape (input, model, encoding_format, dimensions, user), text-only input (token arrays rejected), per- SkillInstall · skills CLI | 170 | MIT | ||
| megatron-memory-estimator Estimate GPU memory usage for Megatron-based MoE (Mixture of Experts) and dense models. Use when users need to (1) estimate memory from HuggingFace mo SkillInstall · skills CLI | 158 | — | ||
| cs448b-visualization Data visualization design based on Stanford CS448B. Use for: (1) choosing chart types, (2) selecting visual encodings, (3) critiquing visualizations, SkillInstall · skills CLI | 153 | — | ||
| audit-ml-pipeline Audit a persisted skore report read-only and produce a reusable digest. Do not execute it. Run `materialize.py` once. Never call `skore.evaluate` or ` SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| build-ml-pipeline Declare a skrub DataOps graph from the data source to the predictor after framing is locked. Stateless steps use `.skb.apply_func`. Stateful steps use SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| evaluate-ml-pipeline Evaluate one sklearn-compatible learner with the locked validation scheme and persist structured skore reports. The splitter and any non-default score SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| frame-ml-problem Record the problem, deployment setting, metric, baseline, and fold count before any model code. Ask every missing decision in one turn, from `frame sh SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| manage-ml-backlog Record experiment outcomes and triage idea files. A promoted idea moves from the Ideas table into a Backlog row. Record an experiment outcome in Histo SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| model-ml-pipeline Require locked problem framing, write the first baseline design note for approval, then coordinate later choices, build, smoke testing, evaluation, an SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| research-ml-practice Literature research for an ML methodology concern. Trigger when explore-ml-data or build-ml-pipeline load this skill. Not for routine profiling or a s SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| review-ml-choices Show stored project choices and re-enter the skill that can change one. Trigger when the user asks what we decided, what the current settings are, or SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| review-ml-experiment Read the stored report, then write one idea file and one Ideas row per candidate. Trigger after a successful evaluate, on "review this stem", or when SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| search-ml-literature Search scientific and technical sources and write one idea file and one Ideas row for the direction the user confirms. Comes after review, beside the SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| setup-ml-project Ask only the pending setup pieces. When Git is selected, commit the current files before setup writes only if that check finds files to preserve. Trig SkillInstall · skills CLI | 145 | BSD-3-Clause | ||
| crypto-ta-analyzer Run multi-indicator technical analysis on crypto or market OHLCV data. Use for deterministic trend, momentum, volume, and divergence analysis. SkillInstall · skills CLI | 132 | — | ||
| geo-toolkit Parse, convert, geocode, visualize, and measure geographic data. Use for address cleanup, geo file conversion, mapping, and distance workflows. SkillInstall · skills CLI | 132 | — | ||
| io.github.posecode-dev/posecode-mcp Author, ROM-validate, and render 3D human movement (.posecode) with a shareable playground link. MCP serverGitHub-verified authorLocal · npm | 131 | Apache-2.0 | ||
| infranodus Text network analysis and knowledge graphs via the InfraNodus MCP server: text structure, content gaps, research questions and ideas, text comparison, SkillInstall · skills CLI | 127 | — | ||
| ontology-generator Generate comprehensive ontological knowledge graphs in [[wikilinks]] syntax for InfraNodus visualization. Use when the user requests to create an onto SkillInstall · skills CLI | 127 | — | ||
| neo4j-aura-graph-analytics-skill Serverless Aura Graph Analytics (AGA) GDS Sessions — covers GdsSessions, AuraGraphDataScience, AuraAPICredentials, DbmsConnectionInfo, SessionMemory, SkillInstall · skills CLI | 122 | MIT | ||
| neo4j-cypher-skill Generates, optimizes, and validates Cypher 25 queries for Neo4j 2025.x and 2026.x. Use when writing new Cypher queries, optimizing slow queries, graph SkillInstall · skills CLI | 122 | MIT | ||
| neo4j-vector-index-skill Create and manage Neo4j vector indexes, run vector similarity search (ANN/kNN), store embeddings on nodes or relationships, use SEARCH clause (Neo4j 2 SkillInstall · skills CLI | 122 | MIT | ||
| RustChain MCP MCP server for RustChain blockchain, BoTTube video, and Beacon agent messaging MCP serverGitHub-verified authorLocal · MCPB | 122 | MIT | ||
| io.github.VictoriaMetrics-Community/mcp-victorialogs MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation MCP serverGitHub-verified authorLocal · Docker | 111 | Apache-2.0 | ||
| io.github.VictoriaMetrics/mcp-victorialogs MCP Server for VictoriaLogs. Provides integration with VictoriaLogs API and documentation MCP serverGitHub-verified authorLocal · Docker | 110 | Apache-2.0 | ||
| ai.smithery/infranodus-mcp-server-infranodus Map text into knowledge graphs to create a structured representation of conceptual relations and t… MCP serverBulk publisher · 213 entriesVerified domain · smithery.aiRemoteSign-in needed | 105 | MIT | ||
| Neo4j GDS Agent Neo4j Graph Data Science MCP server MCP serverGitHub-verified authorLocal · PyPI | 99 | MIT | ||
| pinecone Pinecone vector database integration. Streamline your Pinecone development with powerful tools for managing vector indexes, querying data, and rapid p PluginAnthropic marketplace | 68 | MIT | ||
| io.github.msdanyg/smart-connections-mcp Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private. MCP serverGitHub-verified authorLocal · npm | 59 | MIT | ||
| fiftyone Build high-quality datasets and computer vision models. Visualize datasets, analyze models, find duplicates, run inference, evaluate predictions, and PluginAnthropic marketplace | 48 | Apache-2.0 | ||
| ai.smithery/blockscout-mcp-server Provide AI agents and automation tools with contextual access to blockchain data including balance… MCP serverBulk publisher · 213 entriesVerified domain · smithery.aiRemoteSign-in needed | 46 | — | ||
| Local FAISS MCP Server Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts. MCP serverGitHub-verified authorLocal · PyPI | 36 | MIT | ||
| com.mcparmory/alchemy-nft Retrieve NFT metadata, ownership, and contract details across blockchains MCP serverVerified domain · mcparmory.comLocal · PyPI | 32 | — | ||
| com.mcparmory/pinecone Create and manage vector database indexes, backups, and collections MCP serverVerified domain · mcparmory.comLocal · PyPI | 32 | — | ||
| io.github.klever-io/mcp-klever-vm MCP server for Klever blockchain smart contract development. MCP serverGitHub-verified authorLocal · npm | 31 | MIT | ||
| io.github.AdonaiVera/fiftyone-mcp-server Control FiftyOne computer vision datasets through AI assistants using 80+ operators. MCP serverGitHub-verified authorLocal · PyPI | 27 | — | ||
| ArcGIS MCP Bridge Secure local-first MCP server for licensed ArcGIS Pro and ArcPy on Windows. MCP serverGitHub-verified authorLocal · PyPI | 25 | Apache-2.0 | ||
| io.github.glslang/windbg-mcp WinDbg/DbgEng over MCP: crash dumps, live user & kernel, driver IOCTLs, and TTD. MCP serverGitHub-verified authorLocal · MCPB | 21 | MIT | ||
| BioMASS ODE Model Builder Construct, inspect, visualize, and simulate evidence-backed ODE models with BioMASS MCP serverGitHub-verified authorLocal · PyPI | 20 | GPL-3.0 | ||
| io.github.Arielbs/rosetta-mcp-server Rosetta/PyRosetta protein modeling and Biotite translation for computational biology MCP serverGitHub-verified authorLocal · npm | 19 | — | ||
| io.github.VictoriaMetrics-Community/mcp-victoriatraces MCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and documentation MCP serverGitHub-verified authorLocal · Docker | 19 | Apache-2.0 | ||
| Stats Compass 50+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows MCP serverGitHub-verified authorLocal · PyPI | 16 | MIT | ||
| sqlite-graph-memory Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite. MCP serverGitHub-verified authorLocal · PyPI | 15 | MIT | ||
| ChromaDB Remote MCP Server Remote ChromaDB vector database MCP server with streamable HTTP transport MCP serverGitHub-verified authorLocal · Docker | 12 | MIT | ||
| io.github.gogogadgetbytes/planka MCP server for PLANKA kanban boards. Full CRUD for cards, tasks, comments, and labels. MCP serverGitHub-verified authorLocal · npm | 12 | MIT | ||
| io.github.VictoriaMetrics-Community/mcp-vmanomaly MCP Server for vmanomaly - VictoriaMetrics anomaly detection MCP serverGitHub-verified authorLocal · Docker | 11 | Apache-2.0 | ||
| io.github.VictoriaMetrics/mcp-vmanomaly MCP Server for vmanomaly - VictoriaMetrics anomaly detection MCP serverGitHub-verified authorLocal · Docker | 11 | Apache-2.0 | ||
| Ultralytics Platform MCP MCP server for Ultralytics Platform projects, datasets, training, prediction, exports, and models. MCP serverGitHub-verified authorLocal · npm | 10 | MIT | ||
| 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● LiveAPI key needed | 9 | MIT | ||
| PineForge — offline PineScript v6 backtest MCP Offline PineScript v6 → C++ backtests at deterministic TradingView parity, run locally via MCP. MCP serverGitHub-verified authorLocal · Docker | 9 | MIT | ||
| PineForge — offline PineScript v6 backtest MCP Offline PineScript v6 → C++ backtests at deterministic TradingView parity, run locally via MCP. MCP serverGitHub-verified authorLocal · Docker | 9 | MIT | ||
| MoldSim MCP Server Injection molding simulation expertise — materials, process validation, and DFM checks MCP serverGitHub-verified authorLocal · npm | 8 | MIT | ||
| io.github.berntpopp/genefoundry MCP gateway federating 22 biomedical MCP servers behind one endpoint: gnomAD, ClinVar, HPO, VEP. MCP serverGitHub-verified authorRemoteSign-in needed | 7 | MIT | ||
| Conduktor Read-only Kafka access for AI assistants: topics, consumer groups, schemas, cluster health. MCP serverGitHub-verified authorLocal · npm | 5 | Apache-2.0 | ||
| io.github.jlestel/mcp-tesla MCP server wrapping the Tesla Fleet API and TeslaMate API MCP serverGitHub-verified authorRemoteSign-in needed | 5 | MIT | ||
| io.github.zxf-work/tgms Bi-temporal graph store with 15 verified temporal operators as typed, deterministic MCP tools. MCP serverGitHub-verified authorLocal · PyPI | 5 | Apache-2.0 | ||
| Scholar RAG MCP Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management. MCP serverGitHub-verified authorLocal · PyPI | 5 | MIT | ||
| io.github.iamvirul/wso2-docs-mcp-server Semantic search over WSO2 docs (APIM, IS, MI, Choreo, Ballerina) via RAG and pgvector. MCP serverGitHub-verified authorLocal · npm | 4 | Apache-2.0 | ||
| io.github.MR901/mcp-plots MCP server for data visualization with Mermaid charts. MCP serverGitHub-verified authorLocal · PyPI | 4 | MIT | ||
| io.github.MR901/plots-mcp MCP server for data visualization with Mermaid charts. MCP serverGitHub-verified authorLocal · PyPI | 4 | MIT | ||
| Route & Logistics Optimizer Plan vehicle routes, job assignments and load packing from stops, fleet and constraints. MCP serverVerified domain · saifs.aiRemoteSign-in needed | 4 | MIT | ||
| Statistical Process Control & Anomaly Alerts Monitor metric streams with control charts and alert only on statistically real drift. MCP serverVerified domain · saifs.aiRemoteSign-in needed | 4 | 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 | ||
| io.github.iamvibhorsingh/bbox-mcp-server Geospatial toolkit for AI: spatial queries, coord conversion, H3, OSM search, map verification links MCP serverGitHub-verified authorLocal · npm | 3 | MIT | ||
| io.github.MeasureSpace/measure-space-mcp-server MCP server for weather, climate, air quality, agriculture, pollen and geocoding from measurespace.io MCP serverGitHub-verified authorLocal · npm | 3 | Apache-2.0 | ||
| io.github.us-all/unifi UniFi semantic-analysis MCP — fleet health, anomaly detection, cross-site analytics MCP serverGitHub-verified authorLocal · npm | 3 | MIT | ||
| NVEIL Data processing and visualization toolkit — 50+ chart types, raw data stays local. MCP serverGitHub-verified authorLocal · PyPI | 3 | AGPL-3.0 | ||
| OpenPulsechain Analytics PulseChain analytics: 28 tools — safety scores, signals, whale alerts, pair analytics, AML. MCP serverGitHub-verified authorLocal · npm | 3 | MIT | ||
| Rootstock (RSK) MCP Server MCP Server for Rootstock Blockchain MCP serverGitHub-verified authorLocal · npm | 3 | MIT | ||
| TrustyData French address quality, geocoding, routing, company lookup & catchment stats (BAN, INSEE, OSM). MCP serverVerified domain · trustydata.appRemote● Live | 3 | MIT | ||
| Vector DB MCP Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup. MCP serverGitHub-verified authorLocal · Docker | 3 | — | ||
| zilliz Zilliz Cloud management plugin with 14 skills covering cluster lifecycle, collection schema, vector search, index tuning, bulk import, RBAC, backups, PluginAnthropic marketplace | 3 | Apache-2.0 | ||
| com.bykaranteli/mcp Crypto derivatives data: funding, OI, liquidations, options, ETF flows. Free account key required. MCP serverVerified domain · bykaranteli.comLocal · npm | 2 | MIT | ||
| io.github.esrisaudiarabia/arcgis-mcp-server Intelligent ArcGIS content search. Works with Online/Enterprise. Requires user credentials. MCP serverGitHub-verified authorLocal · PyPI | 2 | — | ||
| io.github.vectros-ai/mcp-server Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer. MCP serverGitHub-verified authorLocal · npm | 2 | Apache-2.0 | ||
| Qdrant MCP The full Qdrant API as 58 MCP tools: plain-text semantic/BM25/hybrid search and a search advisor. MCP serverGitHub-verified authorLocal · PyPI | 2 | MIT | ||
| Toolbelt A collaborative substrate over your data: vector, knowledge graph, SQL, geospatial, streaming. MCP serverGitHub-verified authorRemoteSign-in needed | 2 | Apache-2.0 | ||
| amu-pgvector Lineage-gated agent memory tools on Postgres + pgvector, enforced by row-level security. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| AnomalyArmor Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality. MCP serverVerified domain · anomalyarmor.aiLocal · PyPI | 1 | MIT | ||
| bridge-watch on-chain intelligence Base on-chain address labels (eth-labels 104k category tags), tx explainer, clusters, CCTP USDC. MCP serverVerified domain · agentsapi.topLocal · npm | 1 | MIT | ||
| Hydrata - ANUGA Flood Simulation Run ANUGA flood simulations, track progress, and retrieve results on Hydrata Cloud. MCP serverVerified domain · hydrata.comRemoteSign-in needed | 1 | MIT | ||
| io.github.dockndevai/mcp-debezium Debezium / Kafka Connect CDC connector management for AI agents — governed, secret-safe. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| io.github.dockndevai/mcp-grafana Search & edit Grafana dashboards, query datasources (PromQL/LogQL/SQL), inspect alerts. MCP serverGitHub-verified authorLocal · npm | 1 | MIT | ||
| io.github.egoughnour/cowork-history Hybrid search for Cowork history: FTS, Spotlight, and semantic vectors MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| io.github.GitGudatCodeing/vault-index Local hybrid keyword + vector search (SQLite FTS5 + sqlite-vec) over markdown vaults and code. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| io.github.jaimenbell/rag-mcp Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| io.github.junct-bot/wormhole-mcp Wormhole - 69 tools for cross-chain transfers and bridge data MCP serverGitHub-verified authorRemoteDown | 1 | — | ||
| io.github.mshegolev/kibana-mcp Kibana/Elasticsearch MCP — log search, aggregations, index discovery, dashboards. MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| io.github.pcas-io/plexus Typed on-prem knowledge graph for AI agents — read-only for humans, write-only for agents via MCP. MCP serverGitHub-verified authorRemoteDown | 1 | Apache-2.0 | ||
| io.github.wjgoarxiv/vmd-hydrate-mcp Drive VMD for GROMACS/LAMMPS analysis + clathrate-hydrate cage science (needs a local VMD) MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| io.tooloracle/flareoracle FlareOracle - 12 Flare tools: FTSO oracles, FAssets, state connector, FXRP, FlareDrops. MCP serverVerified domain · tooloracle.ioRemoteDown | 1 | MIT | ||
| NicheDB Sources in, feeds out: an open, ever-growing database of real-time public data, enriched. MCP serverVerified domain · nichedb.devLocal · npm | 1 | MIT | ||
| Nomic Atlas MCP by usefulapi Semantic nearest-neighbour search over your datasets, plus indices and projections. MCP serverBulk publisher · 963 entriesVerified domain · usefulapi.ioRemote● LiveAPI key needed | 1 | MIT | ||
| vecscope Deterministic evidence about embedding spaces and vector indexes: hubness, collapse, ANN recall MCP serverGitHub-verified authorLocal · PyPI | 1 | MIT | ||
| WhisperGraph The internet's infrastructure graph for AI agents - 46B nodes and edges, free trial via 2 HTTP calls MCP serverGitHub-verified authorLocal · npm | 1 | Apache-2.0 | ||
| 47620 Base + Polygon Data API Pay-per-call Base and Polygon onchain data over x402 for AI agents. MCP serverVerified domain · 47620.xyzLocal · npm | — | — | ||
| 47620 Multichain Data API — onchain, crypto, utilities, x402 stats x402 pay-per-call: onchain data (Solana/Base/Polygon), crypto market, JWT/unit utils, x402 stats. MCP serverVerified domain · 47620.xyzRemote● LiveFree to try | — | — | ||
| 47620 Solana Data API x402 pay-per-call Solana data + crypto market + JWT/unit utils for AI agents. MCP serverVerified domain · 47620.xyzLocal · npm | — | — | ||
| Adaga solutions — Data APIs Toolbox 15 pay-per-event data APIs: Maps, social, RAG, reviews, fuel and AI visibility. MCP serverGitHub-verified authorRemote● LivePaid calls | — | — | ||
| Agent Data Marketplace Marketplace for AI agents: buy finance, satellite and agro data, hire agent services, apply to sell. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| ai.dynamicfeed/dynamic-feed 94 keyless tools of live, verifiable data for AI: weather, hazards, space, CVEs. Ed25519-signed. MCP serverVerified domain · dynamicfeed.aiRemoteDown | — | — | ||
| ai.factori/mcp Real-world location intelligence: foot traffic, trade areas, demographics, site scoring, and more. MCP serverVerified domain · factori.aiRemoteSign-in needed | — | — | ||
| ai.smithery/cuongpo-coti-mcp Connect to the COTI blockchain to manage accounts, transfer native tokens, and deploy and operate… MCP serverBulk publisher · 213 entriesVerified domain · smithery.aiRemoteDown | 0 | MIT | ||
| ai.smithery/cuongpo-coti-mcp-1 Manage COTI accounts, deploy private ERC20 and ERC721 contracts, and transfer tokens and NFTs with… MCP serverBulk publisher · 213 entriesVerified domain · smithery.aiRemoteDown | 0 | MIT | ||
| ai.syntitan/syntitan-mcp AI-Ready Data Platform that fills the missing layer between data management and AI execution. MCP serverVerified domain · syntitan.aiRemoteSign-in needed | 0 | — | ||
| AllocContext Self-host MCP: portfolio crypto context for agents. PyPI stdio; MIT. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| Arc Research Commodities research MCP: knowledge graph, COT, NG storage/weather, quotes, and stories. MCP serverVerified domain · getarcresearch.comRemoteSign-in needed | — | — | ||
| Astra DB Astra DB tools for agents: schema, find, vector search, guarded writes, and interactive views. MCP serverGitHub-verified authorLocal · npm | 0 | Apache-2.0 | ||
| Atlas Data Exchange Infrastructure and hazard intelligence with provenance, spatial confidence and quality contracts. MCP serverVerified domain · app.atlasipholdingsllc.comRemote● LiveFree to try | — | — | ||
| Atlasly UK site research and worldwide CAD/GIS site context (DXF, GeoJSON, SVG) for architects MCP serverVerified domain · atlasly.appRemote● LiveFree to try | — | — | ||
| Avalanche AVAX MCP Search and retrieve Avalanche blockchain documentation for building on AVAX. MCP serverGitHub-verified authorRemote● LiveFree to try | 0 | MIT | ||
| Base Intel MCP Read-only on-chain intelligence for AI agents on Base: balances, tokens, gas, tx status. MCP serverVerified domain · datakoot.comRemote● Live | 0 | MIT | ||
| Bitpoort On-chain blockchain data for AI agents across Ethereum, Bitcoin, and Hyperliquid. MCP serverVerified domain · bitpoort.comRemoteDown | — | — | ||
| Block Scholes Derived & aggregated data: vol surfaces, model-implied prices, forward curves. Index from 2020. MCP serverVerified domain · blockscholes.comRemoteSign-in needed | — | — | ||
| Buildix: Hyperliquid Orderflow Read-only Hyperliquid analytics: orderflow, liquidation levels, whale positioning, funding. MCP serverVerified domain · buildix.tradeRemote● LiveFree to try | — | — | ||
| BytNode Crypto market data for AI agents: top crypto pairs, derivatives, options, macro, on-chain. MCP serverVerified domain · bytnode.comRemoteSign-in needed | — | — | ||
| Carbon Carbon MCP — UK Carbon Intensity API (free, no auth) MCP serverBulk publisher · 1,915 entriesGitHub-verified authorLocal · npm | 0 | MIT | ||
| Carbon Interface Carbon Interface MCP — Carbon Interface API (v1) MCP serverBulk publisher · 1,915 entriesGitHub-verified authorLocal · npm | 0 | MIT | ||
| 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● Live | — | — | ||
| Chart Generator & PDF Report from Any Dataset, CSV or JSON Turn rows into bar, line, pie and scatter chart images plus an optional PDF or HTML report. MCP serverGitHub-verified authorRemoteSign-in needed | — | — | ||
| com.adsbiq/adsbiq Read-only access to live ADSBiq aircraft and network state, with community contribution metadata. MCP serverVerified domain · adsbiq.comRemote● Live | 0 | — | ||
| 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● LiveFree to try | — | — | ||
| ComputeSage StackBench GPU and LLM inference benchmarks, hardware evidence, deployment recommendations, and launch configs. MCP serverVerified domain · computesage.comRemote● LiveFree to try | — | — | ||
| Crimson Crawler Enrich, search, assess, and manage threat intelligence through 80+ typed MCP tools. MCP serverVerified domain · crimsoncrawler.comRemoteSign-in needed | — | — | ||
| cxg-census-mcp MCP server for the CZ CELLxGENE Census. Single-cell, ontology-aware. Community, unaffiliated. MCP serverGitHub-verified authorLocal · PyPI | 0 | — | ||
| DataGraph Urban intelligence knowledge graph. Structured locality data for civic problem-solving. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| Deptho Replay a crypto backtest's orders against trades and write tearsheets, locally. MCP serverVerified domain · deptho.ioLocal · PyPI | 0 | Apache-2.0 | ||
| dev.clusteragent/cluster-mcp Self-hostable index of AI financial agents — tokenized stocks + crypto, memory, LLM gateway. MCP serverVerified domain · clusteragent.devLocal · npm | 0 | — | ||
| EcoScope Agent-native ecological data discovery, analysis, visualization, and provenance MCP serverGitHub-verified authorLocal · MCPB | 0 | MIT | ||
| Free Base Blockchain Tools 13 free Base tools: address labels, tx explain, balances, receipts, gas, logs, bytecode. MCP serverVerified domain · agentsapi.topRemoteDown | — | — | ||
| FTIR.fun Spectral Search FTIR spectral search and material identification for AI agents via MCP. MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| genpark-jitter-buffer Packet ordering simulation and inter-arrival jitter telemetry. MCP serverGitHub-verified authorLocal · MCPB | 0 | — | ||
| Geobble Geospatial workspace: manage sources and maps, run spatial analysis, and publish interactive maps MCP serverVerified domain · geobble.comRemote● LiveAPI key needed | — | — | ||
| 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● LiveAPI key needed | — | — | ||
| Goldsky Goldsky docs: Edge RPC on 150+ chains, Feeds APIs, Subgraphs, Turbo, x402 pay-per-request. MCP serverVerified domain · goldsky.comRemote● LiveFree to try | 0 | — | ||
| Graph Database Got Simplified A private graph database you query in plain English or Cypher. Hosted, nothing to install. MCP serverVerified domain · gotsimplified.comRemoteSign-in needed | — | — | ||
| GreenlandAI The physical world as queryable data: companies, deposits, infrastructure, projects and commodities. MCP serverVerified domain · greenlandai.aiRemote● LiveAPI key needed | — | — | ||
| Hashgrid DNA A search engine that learns from your grades. Store text, records, images or embeddings. MCP serverVerified domain · hashgrid.aiRemoteDown | — | — | ||
| HelixDB Graph-vector database: run Helix queries, read query insights and health, manage databases MCP serverVerified domain · helix-db.comRemoteSign-in needed | — | — | ||
| InstaMaps Geocode lists, measure, route drivers, check flood and crime risk, and map it, from spreadsheets. MCP serverVerified domain · get-instamaps.comRemoteSign-in needed | — | — | ||
| io.github.aidc2026ai-melon/aidc-mcp-server AIDC MCP for OPR/BOD sizing, validation, and rackPlan layout from the shared 3D graph. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.atushi1841/japan-geospatial-open-data-mcp Japan geospatial MCP: Apify:apify.com/fruitful_quintessence | Gumroad:atushi5.gumroad.com/l/kutuxe MCP serverGitHub-verified authorLocal · MCPB | 0 | MIT | ||
| io.github.borgi-s/dfxm-geo-mcp MCP server for the dfxm-geo dark-field X-ray microscopy forward model MCP serverGitHub-verified authorLocal · PyPI | 0 | — | ||
| io.github.CalBearKen/ls-search Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account. MCP serverGitHub-verified authorRemoteDown | — | — | ||
| io.github.CloudCorpRecords/embedbase Vector collections and document search backed by a Chroma HTTP service. MCP serverBulk publisher · 430 entriesGitHub-verified authorLocal · npm | 0 | MIT | ||
| io.github.CloudCorpRecords/indexsearch Elasticsearch tools: indices, mappings, query DSL search, ES|QL, and shards. MCP serverBulk publisher · 430 entriesGitHub-verified authorLocal · npm | 0 | MIT | ||
| io.github.CloudCorpRecords/vectorsearch Store and retrieve text in a Qdrant vector database by similarity search. MCP serverBulk publisher · 430 entriesGitHub-verified authorLocal · npm | 0 | MIT | ||
| io.github.CSOAI-ORG/vector-knowledge-graph-mcp AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node MCP serverGitHub-verified authorLocal · PyPI | 0 | — | ||
| io.github.filippogroppi/luviner 13 neural engines for time-series anomaly detection, classification, and root cause analysis. MCP serverGitHub-verified authorRemoteSign-in needed | — | — | ||
| io.github.houyidb-community/houyidb-mcp MCP server exposing HouyiDB vector search, collection status, and opt-in writes. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.infoinlet-marketplace/mcp-kafka Read-only Kafka for AI agents — topics, offsets, consumer groups, peek messages, health. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.infoinlet-marketplace/mcp-qdrant Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.junct-bot/beefy-mcp Beefy - 10 tools for protocol data and tools MCP serverGitHub-verified authorRemoteDown | 0 | — | ||
| io.github.junct-bot/blockscout-mcp Blockscout - 56 tools for data, metrics, and on-chain analytics MCP serverGitHub-verified authorRemoteDown | 0 | — | ||
| io.github.junct-bot/etherscan-api-mcp Etherscan Api - 71 tools for data, metrics, and on-chain analytics MCP serverGitHub-verified authorRemoteDown | 0 | — | ||
| io.github.junct-bot/stargate-mcp Stargate - 42 tools for cross-chain transfers and bridge data MCP serverGitHub-verified authorRemoteDown | 0 | — | ||
| io.github.junct-bot/synthetix-mcp Synthetix - 22 tools for data, metrics, and on-chain analytics MCP serverGitHub-verified authorRemoteDown | 0 | — | ||
| io.github.krampslaag/uniteddepin UnitedDePIN MCP server for aggregating DePIN nodes. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.lazymac2x/embedding-search Cloudflare Workers MCP server: embedding-search MCP serverGitHub-verified authorRemote● Live | 0 | — | ||
| io.github.lonniev/cypher-mcp Monetized graph answers via named Cypher queries — Tollbooth DPYC operator MCP serverGitHub-verified authorRemoteSign-in needed | 0 | Apache-2.0 | ||
| io.github.lucatrevisanii/colpero-mcp Query, navigate, and verify scenes on the Colpero spatial network from any MCP client. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.malkreide/lindas-mcp MCP server for LINDAS — the Swiss administration's linked-data SPARQL knowledge graph (cube.link) MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| io.github.microqueryhq/microquery-mcp SQL over real-world data — FDA, SEC, blockchain, genomics, CVEs, and more. No config. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| io.github.mrfentmen/fauna-mcp MCP server for Fauna: collections, FQL queries. Needs a database secret. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.mrfentmen/graph-algorithms-mcp Shortest paths, topological order and connected components for directed or undirected graphs MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.mrfentmen/microcks-mcp MCP server for Microcks: services, import job MCP: real tools for real work. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.mrfentmen/mill-mcp Mill MCP: 20 real tools to read, check, lint, scaffold, build and run Mill code. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.mrfentmen/milvus-mcp MCP server for Milvus: collections, stats, search. Works with any instance. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.mrfentmen/statistics-mcp Descriptive statistics, correlation and linear regression for numeric samples - fully local. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.mrfentmen/stellar-mcp Stellar ledger and account data from Horizon. No key required. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | — | — | ||
| io.github.mrfentmen/thegraph-mcp The Graph gateway: run GraphQL against any indexed subgraph. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.mrfentmen/weaviate-mcp MCP server for Weaviate: collections, objects, GraphQL search. Works with any instance. MCP serverBulk publisher · 2,055 entriesGitHub-verified authorLocal · npm | 0 | — | ||
| io.github.rileybuilds/oracle-feeds-mcp On-chain price oracles: Chainlink (5 chains) + Pyth, staleness-flagged, no forced RPC key. MCP serverGitHub-verified authorLocal · MCPB | 0 | MIT | ||
| io.github.ronitjadhav/geoservercloud-mcp MCP server for managing GeoServer workspaces, datastores, layers, and styles MCP serverGitHub-verified authorLocal · PyPI | 0 | BSD-2-Clause | ||
| io.github.sgdev279/utility-network-mcp Esri ArcGIS Utility Network tools: trace, subnetworks, dirty areas, associations MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| io.github.Spacetime-Technology/chia-explorer MCP server for the Chia blockchain. Read-only Q&A via the public coinset.org API. MCP serverGitHub-verified authorLocal · npm | — | — | ||
| io.github.therealtimex/un-datacommons-mcp MCP server to query Data Commons indicators and observations (base or custom). MCP serverGitHub-verified authorLocal · PyPI | 0 | Apache-2.0 | ||
| io.github.urbantech/ainative-zerodb-mcp-server Serverless database for AI agents: vector search, NoSQL, Postgres, files, agent memory. MCP serverGitHub-verified authorLocal · npm | 0 | MIT | ||
| io.github.us-all/openmetadata OpenMetadata MCP — metadata, lineage, search, data quality, OM 1.12+ Data Contracts MCP serverGitHub-verified authorLocal · npm | 0 | MIT | ||
| io.github.vdappdev2/vtimestamp MCP server for verifying and querying vtimestamp proofs on the Verus blockchain MCP serverGitHub-verified authorLocal · npm | 0 | MIT | ||
| io.github.vdappdev2/vtimestamp-write MCP server for creating vtimestamp proofs on the Verus blockchain via a local or remote daemon MCP serverGitHub-verified authorLocal · npm | 0 | MIT | ||
| io.sslip.195.82.231.168/agent-data-api Pay-per-call (x402/USDC-Base) web + crypto data tools for AI agents: audit, extract, crypto, DeFi. MCP serverVerified domain · 168.231.82.195.sslip.ioRemoteDown | — | — | ||
| io.tkllabs.bh.mcp-servers/ethereum-toolkit Real-time Ethereum blockchain data (gas prices, account balances etc) on Mainnet and Sepolia MCP serverVerified domain · mcp-servers.bh.tkllabs.ioRemoteSign-in needed | 0 | — | ||
| io.tooloracle/arbitrumoracle ArbitrumOracle - 12 Arbitrum tools: ERC-20, Camelot, GMX, sequencer, gas, bridge txs. MCP serverVerified domain · tooloracle.ioRemote● Live | 0 | MIT | ||
| io.tooloracle/baseoracle BaseOracle - 8 Base L2 tools: ERC-20, Aerodrome, bridge status, txs, gas, holders. MCP serverVerified domain · tooloracle.ioRemote● LiveFree to try | 0 | MIT | ||
| io.tooloracle/bnboracle BNBOracle - 8 BNB Chain tools: BEP-20, PancakeSwap, validators, gas, txs, holders. MCP serverVerified domain · tooloracle.ioRemote● LiveFree to try | 0 | MIT | ||
| io.tooloracle/hederaoracle HederaOracle - 12 Hedera tools: HCS, HTS tokens, mirror node, consensus, governance. MCP serverVerified domain · tooloracle.ioRemoteDown | 0 | MIT | ||
| JapanFold Fold proteins, co-fold ligands with binding affinity, design binders and embed sequences. MCP serverGitHub-verified authorRemoteSign-in needed | 0 | — | ||
| KafDesk Apache Kafka for AI agents: topics, records, consumer lag and schemas. Read-only by default. MCP serverVerified domain · kafdesk.comLocal · MCPB | — | — | ||
| Lancelot An MCP server for search and retrieval over a local LanceDB database MCP serverGitHub-verified authorLocal · npm | 0 | Apache-2.0 | ||
| Local Vector Search MCP Local Markdown search, navigation and editing via MCP, with optional vector embeddings. MCP serverGitHub-verified authorLocal · NuGet | 0 | — | ||
| MarketTrace Crypto MCP Crypto perps for AI agents: funding, OI, liquidations, order book, CVD, volume profile, footprint. MCP serverVerified domain · markettrace.aiRemoteSign-in needed | 0 | MIT | ||
| MCP KQL Server Execute KQL in AI prompts via NL2KQL with schema discovery and Azure Data Explorer integration MCP serverGitHub-verified authorLocal · PyPI | — | — | ||
| MiniRAG Lightweight self-hosted RAG knowledge base with hybrid retrieval and cited answers. MCP serverGitHub-verified authorRemoteSign-in needed | 0 | MIT | ||
| Moving Polygons Create, edit and publish animated historical maps in your Moving Polygons account. MCP serverVerified domain · movingpolygons.comRemote● LiveAPI key needed | — | — | ||
| Moving Polygons (published maps) Search and read published animated maps of borders and history. No sign-in needed. MCP serverVerified domain · movingpolygons.comRemote● LiveFree to try | — | — | ||
| Netzhandwerker EU Power Dispatch API EU power dispatch for wallet-enabled compute, DePIN, battery and trading agents. MCP serverVerified domain · energy.netzhandwerker.deRemote● Live | — | — | ||
| Neural Graph Mapper Transform unstructured text into queryable semantic knowledge graphs. MCP serverBulk publisher · 375 entriesGitHub-verified authorRemote● Live | — | — | ||
| 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● LiveFree to try | — | — | ||
| nichedb Real-time public data (nichedb.dev) MCP serverVerified domain · profullstack.comRemote● LiveFree to try | — | — | ||
| nz.phos/analytics-engine AI analytics — sales analysis, ML forecasting, customer segmentation. MCP serverVerified domain · phos.nzRemoteDown | — | — | ||
| OCEI v2.2 Orbital Compute & Arbitrage Oracle Attested orbital AI compute physics, NOAA space-weather & $/MTok arbitrage oracle (OCEI v2.2). MCP serverGitHub-verified authorRemote● Live | 0 | MIT | ||
| orbit Token Risk Rug check & honeypot flags for Base/Solana tokens. Free preview; full $0.0009/token via x402. MCP serverVerified domain · token-risk.orbit-builder.workers.devRemote● Live | — | — | ||
| Order Book Depth API Uniswap V3 pool liquidity depth analysis — price impact at 1/2/5/10% levels. x402. MCP serverGitHub-verified authorRemoteDown | 0 | MIT | ||
| pgvector Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| ProteinIQ Run protein folding, docking, design and sequence analysis tools, and read their results. MCP serverVerified domain · proteiniq.ioRemoteSign-in needed | — | — | ||
| Pulse402 Oracle Real-time Base & Solana liquidity, Polymarket orderflow, and pre-trade security via x402 V2. MCP serverGitHub-verified authorRemoteDown | 0 | — | ||
| Qdrant RBAC Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out. MCP serverVerified domain · fidonis.deLocal · Docker | 0 | MIT | ||
| Quarri AI data platform for timber: connect legacy systems, query, build dashboards, reconcile, automate. MCP serverVerified domain · quarri.aiRemoteSign-in needed | — | — | ||
| ragnarok Local RAG search over Obsidian vaults: SQLite hybrid search with local Ollama embeddings. MCP serverGitHub-verified authorLocal · PyPI | 0 | MIT | ||
| RASON Build, solve, and analyze RASON optimization, simulation, data science, and decision models MCP serverGitHub-verified authorLocal · npm | — | — | ||
| RCQ Data Oracle Signed BTC and macro market intelligence for autonomous research, risk, and trading agents. MCP serverVerified domain · rcqsignals.comRemote● LiveFree to try | — | — | ||
| ReliaSim Reliability and bottleneck simulation for manufacturing lines; run experiments, sweep buffers. MCP serverVerified domain · reliasim.comRemote● LiveFree to try | — | — | ||
| Routing24 Route optimization for delivery fleets: plan, edit, and re-optimize multi-stop routes by prompt. MCP serverVerified domain · routing24.aiRemoteSign-in needed | — | — | ||
| ScrapeMole Onchain Pay-per-call x402 Base/Ethereum prices, DEX, ENS, gas, tokens, holders, balances, txs. MCP serverVerified domain · scrapemole.pages.devRemoteDown | — | — | ||
| services.quantech/blockfill Local-first crypto perp/spot execution (TWAP/maker) across 11 venues; keys stay on your machine. MCP serverVerified domain · quantech.servicesLocal · PyPI | — | — | ||
| SkimmerDB Search and SQL on object storage: full-text, vector and hybrid search plus SQL over your data. MCP serverVerified domain · skimmerdb.comRemoteSign-in needed | — | — | ||
| SmartVisuals Catalog Find SmartVisuals Power BI custom visuals and get GUIDs, data roles and PBIR binding snippets. MCP serverVerified domain · smartvisuals.ioRemote● LiveFree to try | — | — | ||
| Solana Pool Liquidity Scanner API Solana DEX pool liquidity depth — TVL, slippage, volume, Raydium/Orca/Meteora. x402. MCP serverGitHub-verified authorRemoteDown | 0 | MIT | ||
| SolidRPC Manage blockchain RPC keys, networks, usage and prepaid billing with a scoped SolidRPC token. MCP serverVerified domain · solidrpc.ioLocal · npm | 0 | MIT | ||
| SPEKTRUM MCP – Swiss spatial planning Swiss spatial planning: official geodata, ÖREB cadastre, zoning, building zone capacity, case law MCP serverVerified domain · spekt.chRemoteSign-in needed | — | — | ||
| Storage Coleções, busca vetorial, SQL e arquivos MCP serverVerified domain · myinfrastructure.clickRemoteSign-in needed | — | — | ||
| SwiftNodes RPC Blockchain RPC for 125+ chains: endpoints, method support, probing and RPC calls with your key. MCP serverVerified domain · swiftnodes.ioLocal · npm | 0 | MIT | ||
| The Graph The Graph MCP — indexed blockchain data via subgraph GraphQL queries MCP serverBulk publisher · 1,915 entriesGitHub-verified authorLocal · npm | 0 | MIT | ||
| Thousand API Certainty for AI Agents. Deterministic MCP tools for dates, crypto, finance. 84 tools. MCP serverVerified domain · thousand-api.comRemote● Live | — | — | ||
| Tilebox Query geospatial datasets, manage workflow jobs, deploy published releases, and search Tilebox docs. MCP serverVerified domain · tilebox.comRemoteSign-in needed | — | — | ||
| token-intel Pay-per-call Solana token risk intelligence: 8 tools via x402. From $0.005 USDC, no API key. MCP serverGitHub-verified authorRemoteDown | — | — | ||
| TronOrb — TRON analytics Live TRON data: USDT TRC-20 fees, address checks, Tether freezes, dApp and exchange rankings. MCP serverVerified domain · tronorb.comRemote● LiveFree to try | — | — | ||
| Vector Panda Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports. MCP serverVerified domain · vectorpanda.comRemoteSign-in needed | — | — | ||
| Vector Search API In-memory vector search with TF-IDF and cosine similarity. x402 micropayment. MCP serverGitHub-verified authorRemoteDown | 0 | MIT | ||
| VectorCache Semantic Vector Cache x402-gated semantic vector cache for agent swarms: Redis-backed similarity lookup. Paid in USDC. MCP serverGitHub-verified authorLocal · npm | 0 | — | ||
| Vectorial Data Terminal: Hyperliquid, Polymarket & yield for AI agents Self-custodial Hyperliquid perps, Polymarket, staking and yield for AI agents, with a kill switch. MCP serverVerified domain · vectorialdata.comRemote● LiveAPI key needed | 0 | MIT | ||
| Voyager Starknet Explorer Live Starknet explorer data: transactions, contracts, tokens, NFTs, staking MCP serverVerified domain · voyager.onlineLocal · npm | — | — | ||
| WarpSearch Serverless hybrid search: full-text, vector and faceted search, in SQL, ES DSL, Solr and more. MCP serverGitHub-verified authorRemote● Live | — | — | ||
| WaveGuard Anomaly detection API powered by physics simulation. Scan any data for outliers. MCP serverVerified domain · emergentphysicslab.comRemote● LiveFree to try | — | — | ||
| WaveGuard Anomaly detection API powered by physics simulation. Scan any data for outliers. MCP serverGitHub-verified authorRemote● LiveFree to try | — | — | ||
| Weishengxin — 微生信 Scientific plotting for bioinformatics with about 160 free modules. Anonymous access supported. MCP serverVerified domain · bioinformatics.com.cnRemote● LiveFree to try | — | — | ||
| Wherobots Generate and run high performance queries on open and private spatial data at-scale in the cloud MCP serverVerified domain · wherobots.comRemoteSign-in needed | — | — | ||
| WildDatum Agent-native ecological data discovery, analysis, visualization, and provenance MCP serverGitHub-verified authorLocal · MCPB | 0 | MIT | ||
| x402 Security & Alpha Oracle Read-only pre-trade honeypot simulation and DEX alpha oracle for Solana and Base. MCP serverGitHub-verified authorLocal · npm | 0 | MIT | ||
| XportL GPU fabric tools: NCCL benchmark analysis, degradation cost, cluster compatibility, XportL facts. MCP serverVerified domain · xportl.ioRemote● LiveFree to try | — | — | ||
| XRPL.to Token Analytics XRP Ledger tokens, AMM pools, NFTs, accounts and transactions: prices, holders, trades and history MCP serverGitHub-verified authorRemote● LiveAPI key needed | — | — | ||
| xyz.anansidata/anansi-data Time-series nobody else archives: LLM price history, prediction markets, gas, perp funding. MCP serverVerified domain · anansidata.xyzRemote● LiveFree to try | — | — | ||
| xyz.mingxinstorage/mingxin-mcp-server Measured AI-inference-storage benchmarks with citations, article search, KV-cache ROI estimation. MCP serverVerified domain · mingxinstorage.xyzLocal · npm | 0 | MIT |
Filters apply to the top 320 of 320 tools by stars. Full list for agents: data-vector.json