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

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Python (uvx / pip)17
17 results (<1ms) · data updated 2026-08-14

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lpigeon/unitree-go2-mcp-server C MCP Server Maintained

lpigeon/unitree-go2-mcp-server

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.

★ 86 Python Updated 2mo ago Score 62 Developer Tools

rafsilva85/credit-optimizer-v5 C MCP Server Maintained

rafsilva85/credit-optimizer-v5

Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.

★ 48 Python Updated 2mo ago Score 60 Developer Tools

kao273183/mk-qa-master C MCP Server Maintained

kao273183/mk-qa-master

AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (`maestro hierarchy`) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not `# TODO` stubs), runs with auto-retry, then writes a prioritized `optimization-plan.md` ranked by evidence (flaky vs broken vs cover

★ 38 Python Updated 2mo ago Score 59 Developer Tools

Neverlow512/agent-droid-bridge C MCP Server Maintained

Neverlow512/agent-droid-bridge

MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.

★ 21 Python Updated 1mo ago Score 56 Developer Tools

kimwwk/repocrunch C MCP Server Maintained

kimwwk/repocrunch

MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.

★ 9 Python Updated 2mo ago Score 53 Developer Tools

lorenzo-cambiaghi/LynxMCP C MCP Server Maintained

lorenzo-cambiaghi/LynxMCP

100% local semantic code search for AI agents: AST-aware chunking (tree-sitter), hybrid BM25+dense retrieval, and a code knowledge graph (callers, inheritance, imports) over codebases, docs sites, and PDFs. Install via `pipx install lynx-mcp`.

★ 8 Python Updated 1mo ago Score 53 Developer Tools

VrtxOmega/omega-brain-mcp C MCP Server Maintained

VrtxOmega/omega-brain-mcp

Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.

★ 5 Python Updated 2mo ago Score 51 Developer Tools

James-Chahwan/repo-graph C MCP Server Maintained

James-Chahwan/repo-graph

Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.

★ 14 Python Updated 1mo ago Score 50 Developer Tools

NavinAgrawal/mcp-broker C MCP Server Maintained

NavinAgrawal/mcp-broker

Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.

★ 4 Python Updated 1mo ago Score 50 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

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

appcreationsca/bumpguard-mcp D MCP Server Maintained

appcreationsca/bumpguard-mcp

Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp`

★ 2 Python Updated 1mo ago Score 48 Developer Tools

whyy9527/ariadne D MCP Server Maintained

whyy9527/ariadne

Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.

★ 2 Python Updated 1mo ago Score 48 Developer Tools

parasxos/cpp26-adapter D MCP Server Maintained

parasxos/cpp26-adapter

C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.

★ 2 Python Updated 2mo ago Score 48 Developer Tools

nk3750/jitapi D MCP Server Maintained

nk3750/jitapi

Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.

★ 7 Python Updated 2mo ago Score 47 Developer Tools

sapph1re/mcp-billing-gateway-sdk D MCP Server Maintained

sapph1re/mcp-billing-gateway-sdk

Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.

★ 1 Python Updated 1mo ago Score 41 Developer Tools