mcp
Sorted by GitHub stars, which measures attention rather than fitness. Read the release date and the commit count next to it before picking one.
| Tool | Stars |
|---|---|
Query India's open geo data. Locate, filter, nearby search across layers. no licence · released 2026-06-09 | n/a |
Adversarial behavioural-bias engine — audits your decisions for cognitive biases via your own AI. no licence · released 2026-06-15 | n/a |
Airflow MCP — list DAGs/runs/task instances, tail logs, trigger and clear (write-gated) no licence · released 2026-06-19 | n/a |
Android MCP — ADB-based device, apps, UI, logcat, emulator, files, system, debug no licence · released 2026-06-19 | n/a |
Datadog MCP — 165 tools for metrics, monitors, logs, APM, RUM, incidents, CI/CD, fleet no licence · released 2026-06-19 | n/a |
dbt MCP — manifest/run_results/sources/catalog parsing + DQ result tables (BigQuery/Postgres) no licence · released 2026-06-19 | n/a |
Google Drive + Workspace MCP — Docs, Sheets, Slides, Shared Drives, Labels, Approvals, DWD no licence · released 2026-06-19 | n/a |
MLflow MCP — experiments, runs, registered models, versions, traces, assessments (MLflow 3) no licence · released 2026-06-19 | n/a |
OpenMetadata MCP — metadata, lineage, search, data quality, OM 1.12+ Data Contracts no licence · released 2026-06-19 | n/a |
UniFi semantic-analysis MCP — fleet health, anomaly detection, cross-site analytics no licence · released 2026-06-19 | n/a |
Official MCP server for Kaneo: manage tasks, projects, and labels from Claude and other MCP clients no licence · released 2026-08-10 | n/a |
Tunnels and webhooks for AI agents: capture, await, verify, replay, and send signed test events. no licence · released 2026-07-21 | n/a |
Semantic code graph for AI-assisted code understanding via tree-sitter and MCP. no licence · released 2026-02-24 | n/a |
AI for Tally Prime and Tally ERP 9. Hosted MCP server to ask your accounts in any language. no licence · released 2026-06-26 | n/a |
Permanent identity + encrypted, quantum-ready memory that outlives the session, for any AI agent. no licence · released 2026-07-04 | n/a |
Website carbon footprint auditor. CO2/page, grade A–F, green hosting check, and recommendations. no licence · released 2026-04-06 | n/a |
Agent-native UI/UX design validation: journey completeness, state coverage, and WCAG checks. no licence · released 2026-08-09 | n/a |
Email infrastructure for AI agents: send, authenticate domains, track delivery, diagnose issues. no licence · released 2026-09-07 | n/a |
A small, generic MCP server for combining GitHub/GitLab/Gitea releases into product release notes no licence · released 2026-06-30 | n/a |
Drive the iOS Simulator from an agent: read the screen, tap/type/swipe, replay flows in CI. no licence · released 2026-07-30 | n/a |
Roll dice using standard notation (2d6, 1d20+5), D&D stats, coin flips, and more! no licence · released 2025-12-10 | n/a |
Turn a GitHub repo or docs site into agent-ready context: pack it or search it, over MCP. no licence · released 2026-08-06 | n/a |
Read any web page as clean Markdown for AI agents: fetch, search, metadata, links. SSRF-safe. no licence · released 2026-08-06 | n/a |
Code-pinned team memory for AI coding agents — typed artifacts, MCP-native, self-host. no licence · released 2026-05-05 | n/a |
MCP server for Huly — manage projects, issues, documents and more via natural language. no licence · released 2026-03-17 | n/a |
Sync code to remote servers via SSH/rsync and deploy from any AI IDE. no licence · released 2026-03-22 | n/a |
VariFlight's official MCP server provides tools to query flight, weather, comfort, and fare data. no licence · released 2025-09-12 | n/a |
AI image, video & audio generation tools for AI agents, powered by Varoriya. no licence · released 2026-07-28 | n/a |
Five years of 1-minute forex, index and crypto candles, plus a live bridge to a trader's chart. no licence · released 2026-08-28 | n/a |
Convert, validate, and inspect AI agent memories across formats no licence · released 2026-03-06 | n/a |
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs. no licence · released 2026-04-09 | n/a |
Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free. no licence · released 2026-02-17 | n/a |
Official MCP server: EU VAT validation via VIES, plus offline rates and format checks. no licence · released 2026-08-12 | n/a |
AI hiring tools CV screening, social media profile scan, and document search for any organization. no licence · released 2026-07-04 | n/a |
Stock quotes, technical analysis, crypto prices, and portfolio insights for AI agents no licence · released 2026-04-14 | n/a |
SEO, performance, and security audits for any URL — no API keys required no licence · released 2026-04-14 | n/a |
MCP server for Verus addresses — generate, validate, list transparent and shielded addresses no licence · released 2026-05-10 | n/a |
Foundation MCP server — chain discovery, daemon management, health checks, raw transactions no licence · released 2026-05-10 | n/a |
MCP server for Verus on-chain data retrieval, decryption, signing, and verification no licence · released 2026-05-10 | n/a |
MCP server for defining Verus currencies — tokens, fractional baskets, centralized, ERC-20 mapped no licence · released 2026-05-10 | n/a |
MCP server for VerusID identities — register, update, revoke, recover, query, set timelock no licence · released 2026-05-10 | n/a |
MCP server for Verus on-chain marketplace — create, browse, accept, and close offers no licence · released 2026-05-10 | n/a |
MCP server for Verus currency — send, convert, cross-chain transfer, balance/path/tx queries no licence · released 2026-05-10 | n/a |
MCP server for verifying and querying vtimestamp proofs on the Verus blockchain no licence · released 2026-03-04 | n/a |
MCP server for creating vtimestamp proofs on the Verus blockchain via a local or remote daemon no licence · released 2026-03-05 | n/a |
Regulatory intelligence for AI agents across jurisdictions no licence · released 2026-04-10 | n/a |
Runtime behavioral trust scoring for MCP servers. Check reliability before calling unknown tools. no licence · released 2026-04-10 | n/a |
UK company data: profiles, iXBRL financials, directors, PSC chains, ECCTA. Hosted, no key. no licence · released 2026-08-30 | n/a |
Typed record store + hybrid search over MCP: deterministic lookups + semantic memory, per-customer. no licence · released 2026-09-08 | n/a |
Search professional profiles from the CVin.Bio talent database. no licence · released 2026-04-05 | n/a |
PublishReady: Deterministic writing control with local-first metrics and AI prose audits. no licence · released 2026-04-28 | n/a |
Plan routes using the OpenRouteService API, such as for hiking, mountain biking, or driving. no licence · released 2026-01-31 | n/a |
DNS lookups, health reports, SSL certs, security scans, GEO scoring, uptime checks no licence · released 2026-07-17 | n/a |
Provenance-aware memory for AI agents: quarantine, abstention gate, supersession-with-history. no licence · released 2026-08-26 | n/a |
MCP server for Tradernet/Freedom24 trading API — portfolio, orders, quotes, and more no licence · released 2026-02-17 | n/a |
MCP server for Tradernet/Freedom24 trading API — portfolio, orders, quotes, and more no licence · released 2026-02-17 | n/a |
On-device, self-organizing memory for AI coding agents — recalls the right facts into each prompt. no licence · released 2026-08-17 | n/a |
Next.js development tools MCP server with stdio transport no licence · released 2025-12-05 | n/a |
VeriSwarm MCP Server — Trust infrastructure for AI agents via Model Context Protocol no licence · released 2026-06-02 | n/a |
Free token-safety scans + paid x402 verdicts, signals, radar & EVM swap quotes for AI agents. no licence · released 2026-08-22 | n/a |
All categories · data from awesome-selfhosted, CC BY-SA 3.0