MCP Server Directory

Jackson-Brooks/steam-local-mcp

A Windows Steam MCP server with local client controls and optional Steam Web API insights.

p1va/symbols

MCP server to read, inspect and troubleshoot codebase symbols

Digital-Threads/token-pilot

Save up to 80% tokens when AI reads code via AST-aware structural reading

webmoleai/mcp-vibe-checker

Vibe-check your code — personality types, energy ratings, aesthetic suggestions.

DeviceIngineering/wb-mcp-server

Wildberries Seller API, 197 tools; responses measured and trimmed: 770k to 75k tokens.

fantasieleven-code/callout

Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.

Bigsy/clj-kondo-MCP

Clojure linter

parasxos/cpp26-adapter

C++26 paper reference backing a Claude Code plugin: paper lookup, fuzzy search and compiler support status over the ISO/IEC 14882:2026 corpus.

trakshan-mishra/Diffcontext

Static-analysis context compiler for Python repos: selects callers, callees and related functions for a change and packs them into a token budget.

ieranama/discomcp

Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class.

SegfaultSorcerer/heap-seance

Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT and async-profiler, with conservative scans, deep forensics and confidence-based verdicts.

no-materials/hird

Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs.

avisangle/jenkins-mcp-server

Jenkins CI/CD: job management, build status tracking, pipeline monitoring, artifact and queue management, and batch operations.

movstox/lazy-toggl-mcp

Simple unofficial MCP server to track time via Toggl API

VrtxOmega/Ollama-Omega

Chat, generate, pull, list and inspect models with Ollama.

Rbkmen/qa-orchestrator

Local, deterministic QA review routing with fixed profiles and risk-based escalation; evidence and final decisions stay with the host.

HarperZ9/telos

Project Telos local tools for inspectable AI work: source intake, workspace context, routing ledgers, action receipts and verification packets.

Jwrede/tokentoll

Scan codebases for LLM API calls and estimate monthly costs. Compare costs between git refs to catch cost regressions during code review.

aidemd-mcp/server

Structured .aide spec files that give agents progressive disclosure of codebase architecture.

whyy9527/ariadne

Offline cross-service API dependency graph: find GraphQL operations, REST endpoints, Kafka topics and frontend queries related to a business term or endpoint.

ahmedxuhri/bigindexer

Hierarchical code intelligence: scans local source, clusters files by behavioral role, maps coupling seams and finds similar in-repo code for complex tasks.

marin1321/mcp-devtools

Scoped access to local dev environments (filesystem, databases, processes, OpenAPI) with a command allowlist and read-only database mode.

gridproof/gridproof

Renders a frontend with Playwright and audits spacing, gaps and element sizes against a design scale, returning fix hints. Tailwind-first.

ZUHcYa/ai-validation-mcp

Independent AI code validation: test bias, edge cases, coverage gaps.

Celmis-labs/Celmis

Self-hosted code intelligence: cross-repo Q&A, dependency audits and PR review, over MCP

cyberchronos00/code-graph

Local dependency graph: callers, entry points and file:line evidence for what a change affects.

fpointerdev/codey-cms

Discover, evaluate, install, and validate generated websites for the self-hosted CodeY CMS.

hezeclark/devkits-mcp

12 local developer tools: JSON, Base64, JWT, regex, hash, UUID, Markdown, diff, cron.

kira-autonoma/devtools-mcp

23 developer utilities — base64, JWT, UUID, hash, QR, regex, timestamps. No API keys.

rhoneybul/etapa

AI cycling coach — training plans and beginner guidance via the Etapa API.

jmg698/Font-Lab

A decision surface for typography: curate font directions on your real site, ship next/font code.

kuzivaai/getregula

Offline AI governance code indicators (EU AI Act, Korea, Colorado). Indication, not legal advice.

PaulSeth/gitee-mcp-server

让 AI 用自然语言管理 Gitee 仓库：查 star、管 Issue、基于 commit 生成中文 CHANGELOG（原生无此 API）

bilal07karadeniz/Grafyx

Real-time codebase graph for AI assistants: call graphs, dependencies, symbol lookup.

red-square-software/keeping-mcp

MCP server for the Keeping time-tracking API

Leegwangwoon/korea-mcp

Get around Korea: subway routes in English, fares, public holidays and guides. No API key.

Korext/enforce-action

Governance copilot for AI-assisted coding. 72 packs, 532 rules, proof bundles.

bighippoman/license-compliance-mcp

Scan npm dependencies for license compliance issues. Catch GPL contamination.

Alien6-Studio/outerspace-apizr

Python capability compiler: read-only analysis, experiment history/comparison and exposure planning.

softvoyagers/qrmint-api

Generate styled QR codes with colors, logos, frames, and batch support

qso-graph/qrz-mcp

QRZ.com MCP server. Callsign lookup, DXCC resolution, logbook queries via QRZ XML API.

gowrishankar-infra/sabline-lang

Run code an AI wrote without handing it everything you can reach.

wenboteng/sepa-validator

Validate SEPA pain.001 and camt.053/054 files with the free checksepa.com API.

bitterdev/simple-support-system-mcp

MCP server for the Simple Support System helpdesk API: read, answer and move tickets.

medianemi-beep/soma-mcp

Execution-verified code generation and verification with signed, offline-checkable certificates.

anishmoncivarghese/sonde

Local code graph for TypeScript, Python and Swift: who calls this, what breaks if I change it.

mr-min-max/staledocs

Finds documentation that no longer matches your code. Deterministic AST check; no API key.

crosstech-solutions-bv/swing-mcp

Let AI drive Swing and JavaFX apps — see the UI, click, fill forms, read tables. No API needed.