MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
-
Give humans and AI agents the same map of your codebase: dependency graph, complexity and code-smell metrics, MCP server. Ten languages, Rust engine, VS Code + CLI.
AGPL-3.0 -
Roslyn analyzer, .NET CLI and MCP server for C# complexity analysis. Estimates Big-O, detects costly patterns, measures code metrics, and compares snapshots to identify complexity regressions.
MIT ★ 4 -
Code intelligence CLI — function-level dependency graph across 34 languages, 34-tool MCP server for AI agents, complexity metrics, architecture boundary enforcement, CI quality gates, git diff impact with co-change analysis, hybrid semantic search. Fully local, zero API keys required.
npm Apache-2.0 ★ 100 -
Agentic-Code-Reporting-MCP-Servergithub.com/shlokkakde/Agentic-Code-Reporting-MCP-Serverupdated this year
Agentic Code Intelligence Engine — MCP server that converts Git history into stakeholder-ready engineering reports with 18+ productivity metrics
-
Local MCP coding agent for ChatGPT Web: run files/commands on your own machine via the OpenAI Secure Tunnel, with a Windows tray app and metrics dashboard.
AGPL-3.0 ★ 58 -
Read-only MCP server + Claude Code plugin for investigating data quality issues: metric drops, duplicates, joins, freshness, dbt test failures.
MIT -
MCP server for retrieving smalltalk code and metrics information from pharo
MIT ★ 2 -
MCP server providing semantic Java code analysis for AI agents. Built on Eclipse JDT with tools for navigation, refactoring, search, and metrics.
npm MIT ★ 48 -
Prometheus MCP server for AI agents: query metrics, explain firing alerts, discover series (Claude Code, Cursor, any MCP client)
MIT -
MCP server for Garmin Connect — access activities, metrics, and FIT files via Claude Code
npm AGPL-3.0 -
Jira sprint metrics computed by code, reported by an LLM, guarded against invented numbers. MCP server, evals and tracing included.
MIT -
tideways-mcp-servergithub.com/5hahiL/tideways-mcp-serverupdated this year
MCP server wrapping the Tideways REST API — query performance metrics, traces, and errors from AI assistants and Claude Code
MIT ★ 3 -
claudewatchgithub.com/blackwell-systems/claudewatchupdated this year
AgentOps for Claude Code. Monitors AI agent behavior during development: real-time error loops, drift detection, friction analysis. Claude gets self-awareness hooks + MCP tools. You get cost-per-commit, agent success rates, exportable metrics. Like DevOps, but for AI agents.
MIT ★ 9 -
Codebase analysis MCP server for AI agents: complexity metrics, size thresholds, prop drilling, and code smell detection built on tree-sitter and tokei.
MIT ★ 1 -
An intelligent code memory system that leverages vector embeddings, structured databases, and knowledge graphs to store, retrieve, and analyze code patterns with semantic search capabilities, quality metrics, and relationship modeling. Designed to enhance programming workflows through contextual recall of best practices, algorithms, and solutions.
MIT ★ 8 -
macOS terminal that runs your servers — SSH, Docker, live metrics, SFTP and keys over one connection per host, unlocked by Touch ID, with an MCP server so Claude Code and Claude Desktop can operate them under a per-host policy and an audit log.
MIT -
System health auditor for AI-powered development machines. Ten Gate scoring maps machine metrics to creative capacity. CLI + MCP server + Claude Code plugin. By Arcanea.
MIT -
Discord MCP server for Claude, Codex, Cursor, VS Code and other MCP clients for safely reading server activity, syncing message history, storing local analytics, generating community metrics
MIT ★ 1 -
A powerful MCP (Model Context Protocol) server enabling AI assistants to analyze, search, and navigate codebases with precision. This tool bridges the gap between AI and your software projects by providing comprehensive code exploration capabilities including symbol search, definition finding, import analysis, and advanced code metrics.
MIT ★ 1 -
Caddy MCP server for Claude Code, Cursor, and any MCP client: admin API, config, routes, reverse proxy, TLS, PKI, metrics
npm MIT -
AWS MCP server: call any AWS API from AI assistants - SSO device-code re-login, Cloud Control API CRUD, CloudWatch logs and metrics
npm MIT -
Read-only Azure MCP server for debugging Azure apps from GitHub Copilot, VS Code and other MCP clients. Logs, metrics, App Insights, App Service, Container Apps and AKS.
MIT -
Local-first agent memory for research: literature evidence, experiment runs, and failure cases with provenance contracts, quantified effectiveness metrics, and a read-only MCP server for Codex, Claude Code, and Cursor.
-
AI-first CLI and MCP server for Zabbix 6.4+: current problems, host investigation, why an alert did or did not arrive, metrics and maintenance windows, for Claude Code and any MCP client. Bounded JSON output. One setting, allow_write (on by default), decides whether the agent applies changes or a person approves a plan. Single Go binary.
Apache-2.0 -
Secure Database MCP Server featuring a V8 Isolate Code Mode sandbox that unifies 181+ tools, delivering 70-90% token savings. Built for enterprise with HTTP/SSE transports, OAuth 2.1, dynamic filtering, granular RBAC, audit logging, deterministic error handling, Prometheus metrics, and encryption at rest for maximum observability and safety.
MIT ★ 13 -
🚀 PretextPlugin 2026 – Deep MCP Tools for DOM-Free Text Layout & Measurement
★ 2 -
Your Code. Your Universe.
MIT -
MCP server and CLI for VMware Aria Operations metrics, alerts, capacity, rightsizing and operational workflows.
MIT ★ 3 -
MCP Server for GitHub repository health monitoring
npm MIT -
GRASP — Code architecture visualizer + 150-tool MCP server. Dependency graphs, security scanning, multimodal knowledge graph, ORM tracking, git change impact, graph schema v3. Works with GitHub, GitLab & local dirs. 35 languages. Zero data collection.
NOASSERTION ★ 33 -
Count lines of code (SLOC) in any public GitHub repo without cloning: web app, browser extension, CLI, GitHub Action and MCP server, powered by tokei. The SLOC panel GitHub forgot.
npm MIT ★ 25 -
Map every feature and user flow in a codebase from git history and code structure. No Jira, no annotations. Bug hotspots, health scores, symbol-level attribution and an MCP server for AI coding agents.
NOASSERTION -
Terminal plan tracker for you and your coding agent, on Linux, macOS, and Windows: plans, claims, proof, and flow health in one local database.
pypi MIT -
Real-time tool usage tracking, agent telemetry, progress tracking, and automated commit-readiness evaluation MCP server.
-
Klaviyo MCP server: campaigns, flows, segments, metrics, reports, profiles across many accounts. Runs in production at Scalably.
MIT -
Caddy admin API MCP server, complete coverage of config, routes, reverse proxies, TLS, PKI, and metrics, ETag-safe
npm MIT ★ 13 -
MCP server that lets AI assistants query Zabbix hosts, problems, triggers and metric history and acknowledge events; TypeScript, Node.js 18+.
MIT -
Readiness system that lets AI agents build your BI pipeline but never approve it -- evidence-gated source profiling, medallion mappings, metric contracts, and Power BI delivery. Offline demo in 60 seconds: uvx --from seshat-bi seshat demo init
Apache-2.0 ★ 2