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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.

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nlqueries/nlqueries C MCP Server Active

nlqueries/nlqueries

Natural language to validated SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and self-hosted MCP server.

★ 2 Python Updated 19d ago Score 50 Databases

honeylabshq/honeylabs-mcp C MCP Server Active

honeylabshq/honeylabs-mcp

Honeypot threat intelligence for AI agents: 90 days of probe data from a sensor network for IP reputation, scanner classification, CVE probing trends, and JA4/JA4H/HASSH fingerprints. Remote MCP, free tier.

★ 2 Python Updated 4d ago Score 50 Security

daedalusdevelopmentgroup/ddg-agent-payable-services C MCP Server Active

daedalusdevelopmentgroup/ddg-agent-payable-services

Pay-per-call x402 gateway: one MCP server for 90+ agent tools (utilities, DNS/WHOIS, blockchain RPC, market data, prediction markets, DEX data, security audits) plus an OpenAI-compatible LLM gateway. USDC on Base, free-trial calls per agent. `pip install ddg-agent-services-mcp` or remote `https://mcp.daedalusdevelopmentgroup.com/mcp`.

★ 0 Python Updated 17d ago Score 50 Aggregators

mediiiiium/mcp-jp C MCP Server Active

mediiiiium/mcp-jp

Collection of MCP servers for Japanese SMB SaaS that have no official MCP (KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep, CloudSign, and 30+ more). Each connector is an independent pip-installable package.

★ 0 Python Updated yesterday Score 50 Aggregators

SEOSiri-Official/biorobotics C MCP Server Active

SEOSiri-Official/biorobotics

A stateless, deterministic Bio-Robotics Core Engine converting biological data (UniProt API) to Cartesian G-code coordinates using the Model Context Protocol. 🐍 🏠 🍎 🪟 🐧

★ 0 Python Updated 17d ago Score 50 Biology, Medicine and Bioinformatics

AIops-tools/Nutanix-AIops C MCP Server Active

AIops-tools/Nutanix-AIops

Governed Nutanix Prism Central v4 operations — cluster, VM (AHV + ESXi), storage, networking, snapshot/DR, alerts, and LCM (51 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.

★ 0 Python Updated 3d ago Score 50 Cloud Platforms

grzgrzgrz3/pingwa-client C MCP Server Active

grzgrzgrz3/pingwa-client

WhatsApp notifications for AI agents with zero setup — no Meta account, no templates, no dashboard: text "join", get an API key, send in 60 seconds (`uvx pingwa mcp` or remote at pingwa.dev/mcp). Two-way: `ask` with tap-to-answer buttons, `check_replies`. Official Meta Cloud API — won't ban your number.

★ 0 Python Updated 22d ago Score 50 Communication

ahmedak/defluff C MCP Server Active

ahmedak/defluff

Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. `pip install defluff`

★ 0 Python Updated 19d ago Score 50 Developer Tools

MGM-FALCON/quelllm-mcp C MCP Server Active

MGM-FALCON/quelllm-mcp

MCP server for [quelllm.fr](https://quelllm.fr) — open-weights LLM catalog (250+ models with params, VRAM by quantization, tokens/sec, license). Tools: `list_models`, `get_model`, `compare`, `estimate_vram`, `estimate_cost` (API providers vs self-hosted hardware in EUR), `search_models`. Useful when picking a local model that fits your GPU/Mac.

★ 0 Python Updated 20d ago Score 50 Developer Tools

risha-max/0xpdf-mcp C MCP Server Active

risha-max/0xpdf-mcp

Schema-first PDF→JSON MCP for AI agents (0xPdf API). Define a JSON schema, parse invoices/forms (OCR optional), manage schemas, and poll async jobs. `uvx oxpdf-mcp` · [docs](https://0xpdf.io/docs#mcp) · [playground](https://0xpdf.io/samples)

★ 0 Python Updated 29d ago Score 50 File Systems

SimonTarara62/capitalcom-mcp-server C MCP Server Active

SimonTarara62/capitalcom-mcp-server

Unofficial, community MCP for the Capital.com Open API: safe, guarded trading and market data. Two-phase trades (preview → confirm → execute), allowlists, demo-first. Install with `uvx capitalcom-mcp`.

★ 0 Python Updated 24d ago Score 50 Finance & Fintech

haiiibin/acb-tax-mcp C MCP Server Active

haiiibin/acb-tax-mcp

Canadian adjusted cost base (ACB) and capital gains from a trade history: average-cost tracking, per-disposition realized gains, and superficial-loss detection. Pure Python, runs locally, a calculation aid (not tax advice). `pip install acb-tax-mcp`.

★ 0 Python Updated 14d ago Score 50 Finance & Fintech

FoundryNet/forge-mcp C MCP Server Active

FoundryNet/forge-mcp

Industrial AI infrastructure that connects any AI agent to industrial equipment: 14 protocols, 18 manufacturers, 30 tools, cross-OEM telemetry normalization, health index, and failure prediction. The first physical-world MCP server. Free tier available. ([Smithery](https://smithery.ai/server/@foundrynet/forge)) [![FoundryNet/forge-mcp MCP server](https://glama.ai/mcp/servers/FoundryNet/forge-mcp/b

★ 0 Python Updated 2d ago Score 50 Industrial & IoT

paultaki/ailooplibrary-mcp C MCP Server Active

paultaki/ailooplibrary-mcp

Read-only access to the AI Loop Library catalog: 63+ bounded, verifiable agent work loops. `pick_loop_for_goal` recommends a loop for a stated goal and `render_run_protocol` emits an executable markdown protocol with verification, stop conditions, budgets, and approval gates. Single-file, stdlib-only stdio server.

★ 0 Python Updated 12d ago Score 50 Knowledge & Memory

aydincan/turk-hukuku-mevzuat-mcp C MCP Server Active

aydincan/turk-hukuku-mevzuat-mcp

Turkish legislation live from the official source (mevzuat.gov.tr): current article text by law and article number, with verification links. Install: `uvx turk-hukuku-mevzuat-mcp`.

★ 0 Python Updated 15d ago Score 50 Legal

adanb13/cirdan C MCP Server Active

adanb13/cirdan

AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.

★ 0 Python Updated 21d ago Score 50 Monitoring

lizhuojunx86/chinese-history-mcp C MCP Server Active

lizhuojunx86/chinese-history-mcp

Query 9 classical Chinese texts (pre-Qin to Wei-Jin: 史记/汉书/后汉书/三国志/左传/论语/孟子/吕氏春秋/资治通鉴) by event, person, modern place name, or virtue — every result cites 【book · chapter · paragraph】 with original-text evidence and an honest `review_status`. Zero-dependency stdlib stdio JSON-RPC.

★ 0 Python Updated 10d ago Score 50 Research

alexar76/aimarket-oracle-gateway C MCP Server Active

alexar76/aimarket-oracle-gateway

Verifiable oracle MCP server**: Platon VRF (`get_random`), Chronos VDF (`compute_vdf` / `verify_vdf`), LUMEN reputation (`get_reputation_scores`) as agent tools. Pay-per-call over AIMarket Hub; every result independently verifiable. stdio · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-oracle-gateway).

★ 0 Python Updated yesterday Score 50 Security

socraticsurge/telugu-calendar-utilities C MCP Server Active

socraticsurge/telugu-calendar-utilities

Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, 30+ festivals, tarabalam & chandrabalam good-day finder, gochara transits and a deterministic daily rasi phalalu — Swiss Ephemeris precision, every rule pinned against reference almanacs, by [AstroChaganti](https://panchangam.astrochaganti.com). `uvx mcp-server-panchangam`.

★ 0 Python Updated today Score 50 Spirituality & Esoterica

partymola/bosch-flow-mcp C MCP Server Active

partymola/bosch-flow-mcp

MCP server for Bosch eBike Flow (Smart System / BES3). Read-only, signs in with your own Bosch account via PKCE. Battery health and charge-cycle trends, components and firmware, live state-of-charge, and per-ride activity data (distance, elevation, power, assist-mode, CO2). Local SQLite cache with auto-sync.

★ 0 Python Updated 3d ago Score 50 Sports

partymola/withings-mcp C MCP Server Active

partymola/withings-mcp

MCP server for the Withings Health API: OAuth, local SQLite cache, and trend analysis for body composition, sleep, activity, workouts, and ECG.

★ 0 Python Updated 4d ago Score 50 Sports

gregoriofraile/gasolineras-mcp C MCP Server Active

gregoriofraile/gasolineras-mcp

Fuel prices at every gas station in Spain, from the Spanish government's open data API. Find a municipality and get its stations sorted by price. No API key, no state, no telemetry.

★ 0 Python Updated 27d ago Score 50 Travel & Transportation

adhikasp/mcp-twikit D MCP Server Inactive

adhikasp/mcp-twikit

Interact with Twitter search and timeline

★ 234 Python Updated 1y ago Score 49 Communication

agentic-mcp-tools/owlex D MCP Server Stale

agentic-mcp-tools/owlex

AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds

★ 135 Python Updated 5mo ago Score 49 Coding Agents

kukapay/freqtrade-mcp D MCP Server Stale

kukapay/freqtrade-mcp

An MCP server that integrates with the Freqtrade cryptocurrency trading bot.

★ 134 Python Updated 8mo ago Score 49 Finance & Fintech

OHNLP/omop_mcp D MCP Server Stale

OHNLP/omop_mcp

Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.

★ 40 Python Updated 3mo ago Score 49 Biology, Medicine and Bioinformatics

arrismo/kaggle-mcp D MCP Server Maintained

arrismo/kaggle-mcp

Connects to Kaggle, ability to download and analyze datasets.

★ 39 Python Updated 2mo ago Score 49 Data Science Tools

trayders/trayd-mcp D MCP Server Maintained

trayders/trayd-mcp

Trade Robinhood through natural language. Portfolio analysis, real-time quotes, and order execution via Claude Code.

★ 39 Python Updated 1mo ago Score 49 Finance & Fintech

Yutarop/ros-mcp D MCP Server Stale

Yutarop/ros-mcp

MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.

★ 36 Python Updated 11mo ago Score 49 Developer Tools

narumiruna/gitingest-mcp D MCP Server Maintained

narumiruna/gitingest-mcp

A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.

★ 11 Python Updated 1mo ago Score 49 Developer Tools

supertrained/rhumb D MCP Server Maintained

supertrained/rhumb

Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.

★ 3 Python Updated 2mo ago Score 49 Aggregators

bch1212/agentfetch-mcp D MCP Server Maintained

bch1212/agentfetch-mcp

Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) — 500 free fetches/mo, no card.

★ 3 Python Updated 2mo ago Score 49 Browser Automation

mouse114514/Xadeus-QQ-MCP D MCP Server Maintained

mouse114514/Xadeus-QQ-MCP

QQ MCP Server — connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more).

★ 3 Python Updated 1mo ago Score 49 Communication

Janadasroor/pg-mnemosyne-mcp D MCP Server Maintained

Janadasroor/pg-mnemosyne-mcp

A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent super memory, task tracker, and multi-agent coordination hub for AI assistants.

★ 3 Python Updated 2mo ago Score 49 Databases

kestiny18/spring-nacos-mcp D MCP Server Maintained

kestiny18/spring-nacos-mcp

Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.

★ 3 Python Updated 2mo ago Score 49 Developer Tools

Michael-WhiteCapData/ollama-handoff D MCP Server Maintained

Michael-WhiteCapData/ollama-handoff

Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost. [![Michael-WhiteCapData/ollama-handoff MCP server](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-handoff/badges/score.svg)](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-ha

★ 3 Python Updated 1mo ago Score 49 Developer Tools

kannajune/mcp-architect D MCP Server Maintained

kannajune/mcp-architect

Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`.

★ 3 Python Updated 1mo ago Score 49 Delivery

liftkkkk/owl-mcp D MCP Server Maintained

liftkkkk/owl-mcp

MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf.

★ 3 Python Updated 1mo ago Score 49 Knowledge & Memory

ThinkneoAI/mcp-server D MCP Server Maintained

ThinkneoAI/mcp-server

ThinkNEO Control Plane — Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.

★ 3 Python Updated 1mo ago Score 49 Monitoring

tracegazer/invgate-service-desk-mcp D MCP Server Maintained

tracegazer/invgate-service-desk-mcp

MCP server for InvGate Service Desk: 96 tools across 11 domains (incidents, users, knowledge base, assets, custom fields, workflows, time tracking), read-only by default with opt-in writes.

★ 3 Python Updated 1mo ago Score 49 Support & Service Management

QGIS MCP D MCP Server Stale

jjsantos01/qgis_mcp

connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

★ 1.1k Python Updated 10mo ago Score 48 Location Services