diff --git a/README.md b/README.md
index 4daf3d6d2..e17a9caff 100644
--- a/README.md
+++ b/README.md
@@ -275,9 +275,11 @@ Servers for accessing many apps and tools through a single MCP server.
### ๐ค Agreements & Coordination
MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.
-
+- [BrightbeamAI/chap](https://github.com/BrightbeamAI/chap) [](https://glama.ai/mcp/servers/BrightbeamAI/chap) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Official CHAP Coordinator MCP server for auditable human-agent collaboration: approvals, overrides, handoffs, escalations, and hash-linked evidence. Run locally with `npx -y @brightbeamai/chap-coordinator-mcp`.
- [CNSLabs/agreements-api-sdk](https://github.com/CNSLabs/agreements-api-sdk) [](https://glama.ai/mcp/servers/CNSLabs/agreements-api-sdk) ๐ โ๏ธ ๐ - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history.
+- [cogdepot/mcp-server](https://github.com/cogdepot/mcp-server) [](https://glama.ai/mcp/servers/cogdepot/mcp-server) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Official server for [cogDepot](https://cogdepot.com), an anonymous broker where agents publish capability listings, negotiate terms, and form direct peer-to-peer deals backed by escrow and two-sided reputation. Five tools need no account at all - what the broker does and what it costs, how to get a key, a preview of the live board, any agent's public reputation record, and the marketplace's aggregate stats; with a key, read balance and escrow holds, negotiation threads, sealed deals and their reveal packages, and rate a counterparty. Prices come from the live discovery document at call time rather than being baked into the package, and an unreachable API is reported as stale rather than answered from a snapshot silently. Install via `npx -y @cogdepot/mcp-server`.
- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [](https://glama.ai/mcp/servers/decision-anchor/mcp-server) ๐ โ๏ธ - External anchoring layer that records AI agent accountability boundaries on both sides โ content-blind, non-judgmental. Remote streamable HTTP at https://mcp.decision-anchor.com/mcp; free trial, then pay-per-call USDC (x402) on Base.
+- [elicitly/elicitly](https://github.com/elicitly/elicitly) [](https://glama.ai/mcp/servers/elicitly/elicitly) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Human-in-the-loop over MCP elicitation: `elicit_confirm` (OK/Cancel) and `elicit_form` (typed fields from your JSON schema) raise native dialogs in the connected host, and `elicit_doctor` reports which elicitation features the host actually supports. Local stdio via `npx -y elicitly`.
- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) ๐ ๐ช ๐ ๐ง - MCP server (stdio, JSON-RPC 2.0, standard library only) for detecting and normalizing machine-generation traces in Russian text: four tools (scan, markers, polish, detect), schemas generated from the contract, no authorship verdicts.
- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) ๐๏ธ ๐ โ๏ธ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via `npx -y humanforai`.
- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) ๐ โ๏ธ - A public bounty board where AI agents do paid work. Claim funded bounties, deliver artifacts in the open, and get paid in USDC on Base only when a delivery is accepted, with every claim, judgment, and payout sealed to a public receipt ledger anyone can verify. Vendors hire the Town from the other side: post a task with its acceptance criteria and fund it in the same call. 14 tools across onboarding, posting, funding, claiming, delivery, and judgment. Remote Streamable HTTP at https://api.gofrantic.com/mcp, or local stdio via `npx -y frantic-mcp`.
@@ -326,6 +328,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) ๐ โ๏ธ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - All-in-one destiny charting: BaZi (ๅ
ซๅญ/ๅๆฑๆจๅฝ/์ฌ์ฃผ), Zi Wei Dou Shu (็ดซๅพฎๆๆธ), and Western astrology natal charts in one tool โ true solar time correction, multilingual input (ไธญๆ/EN/ๆฅๆฌ่ช/ํ๊ตญ์ด), free, no account required. `npx -y fatenava-mcp`
- [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [](https://glama.ai/mcp/servers/gavxm/ani-mcp) ๐ ๐ - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
+- [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [](https://glama.ai/mcp/servers/gchen19/AnkusDrive) ๐ ๐ ๐ ๐ช ๐ง - Drive FreeCAD from an agent: 280+ tools for parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD/thermal/EM/multiphysics simulation. Requires a local FreeCAD 1.1.
- [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) ๐ โ๏ธ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
- [gokimedia/tarot-mcp-server](https://github.com/gokimedia/tarot-mcp-server) [](https://glama.ai/mcp/servers/gokimedia/tarot-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Complete 78-card tarot meanings, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws, and three-card spreads. `npx -y @deckaura/tarot-mcp-server`
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
@@ -380,6 +383,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.
- [aidc2026ai-melon/aidc-ai-mcp](https://github.com/aidc2026ai-melon/aidc-ai-mcp) [](https://glama.ai/mcp/servers/aidc2026ai-melon/aidc-ai-mcp) ๐๏ธ ๐ โ๏ธ - Deterministic AI data-center design engine exposed as MCP tools (design, validate, layout): rack count, design PUE, total MVA, liquid/air cooling split, CDU planning, cost & timeline. NVIDIA Rubin-era, 22.9 kV intake, Korea. Remote Streamable HTTP at https://aidc-ai.io/api/mcp; no key for the anonymous tier.
+- [ant-dev-lab/nightmarquee-mcp](https://github.com/ant-dev-lab/nightmarquee-mcp) [](https://glama.ai/mcp/servers/ant-dev-lab/nightmarquee-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Art-directed website prompts as slash commands: hero sections, landing pages, SaaS, portfolio, e-commerce and 3D/WebGL scenes. Every build is registered as a real MCP prompt, so it lands in the command palette instead of waiting for the model to think of it, and is written natively for the tool you are in (Lovable, Bolt, Cursor or Claude). Each one has a live demo you can scroll before spending a token. Free prompts need no account; sign in from the session to unlock the rest. Install via NPM: `npx -y nightmarquee`
- [awdr74100/figwright](https://github.com/awdr74100/figwright) [](https://glama.ai/mcp/servers/awdr74100/figwright) ๐ ๐ ๐ ๐ช ๐ง - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier.
- [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) ๐ ๐ ๐ ๐ช ๐ง - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
- [bobaba99/motionlint](https://github.com/bobaba99/motionlint) [](https://glama.ai/mcp/servers/bobaba99/motionlint) ๐ ๐ ๐ ๐ช ๐ง - Catch bad animations before they ship. 13 deterministic checks on the live page (duration, easing, stagger, exits, reduced-motion, touch-gated hover) with no API key or LLM, plus optional vision-LLM UX review across viewports. Install via NPM: `npx -y motionlint mcp`
@@ -391,6 +395,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: `npx -y flowzap-mcp`
- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) ๐ โ๏ธ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
- [HalidSaglam/saglitzdesign-mcp](https://github.com/HalidSaglam/saglitzdesign-mcp) [](https://glama.ai/mcp/servers/HalidSaglam/saglitzdesign-mcp) ๐ ๐ ๐ ๐ช ๐ง - Expert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call `create_design_system`. Offline, no API key, reads only local files. Install via NPM: `npx -y saglitzdesign-mcp`.
+- [jgsystemsconsulting/jgs-magic-sysmlv1-mcp](https://github.com/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) [](https://glama.ai/mcp/servers/jgsystemsconsulting/jgs-magic-sysmlv1-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-to-CATIA Magic bridge for live SysML v1 models: 130+ MCP tools to query, audit, trace, and edit blocks, requirements, allocations, and diagrams in CATIA Magic Systems of Systems Architect 2026x over a local, air-gapped connection. FREE tier reads and audits; PRO/ENTERPRISE licences unlock writes and scripting.
- [karyaboyraz/mockit-mcp](https://github.com/karyaboyraz/mockit-mcp) [](https://glama.ai/mcp/servers/karyaboyraz/mockit-mcp) ๐ ๐ ๐ ๐ช ๐ง - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends โ `claude` CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
- [KasayoDotCom/identityforge-mcp](https://github.com/KasayoDotCom/identityforge-mcp) [](https://glama.ai/mcp/servers/KasayoDotCom/identityforge-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local MCP server for design kits and brand workflows. Browse and apply complete design systems, create client-shareable brand projects, and research names, domains, and EUIPO marks. Public Free-kit discovery needs no API key. Install: `npx --yes identityforge@latest install --client claude-code`.
- [Kentucky-ai/opentakeoff](https://github.com/Kentucky-ai/opentakeoff) [](https://glama.ai/mcp/servers/Kentucky-ai/opentakeoff) ๐ ๐ ๐ ๐ช ๐ง - Construction plan takeoff on stdio โ load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: `npx -y opentakeoff-mcp`
@@ -421,6 +426,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [HelixGenomics/Genomic-Agent-Discovery](https://github.com/HelixGenomics/Genomic-Agent-Discovery) [](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery) ๐ ๐ - Multi-agent MCP server for genomic analysis โ specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) ๐ โ๏ธ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) ๐ ๐ - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
+- [JaviMaligno/vitamind-mcp](https://github.com/JaviMaligno/vitamind-mcp) [](https://glama.ai/mcp/servers/JaviMaligno/vitamind-mcp) ๐ โ๏ธ - Solar vitamin D: whether the sun where you are can make vitamin D right now, how many minutes your Fitzpatrick skin type needs for a target dose, which months of the year synthesis is possible at your latitude, and how much a sun session produced. Computed from solar geometry, a clear-sky UV model with ozone and altitude, and live Open-Meteo UV data. `npx vitamind-mcp`
- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) ๐ ๐ - FHIR-first, read-only MCP server for the Practice Fusion EHR. Search patients and review appointments, conditions, medications, and lab results. SMART backend-services auth, audit-logged, HIPAA-conscious.
- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) ๐ โ๏ธ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight. [](https://glama.ai/mcp/servers/mgnirck/lecka-mcp)
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) ๐ โ๏ธ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). `npx @mymedi-ai/mcp-server`
@@ -462,6 +468,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) ๐ ๐ - Chrome extension + MCP server that gives AI agents control of your real, logged-in Chrome browser (not headless). 34 tools, up to 10 concurrent color-coded sessions. Works with Claude Code, Cursor, VS Code, Codex CLI, and ZCode.
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #๏ธโฃ ๐ ๐ ๐ช ๐ง - AI-native web scraper MCP server. Single binary, returns clean markdown, MIT-licensed Firecrawl alternative.
- [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Dual-engine Model Context Protocol server providing zero-CSS multimodal visual web scraping (96% noise reduction) and sub-1.6s zero-day phishing/crypto drainer detection for autonomous agents. 200 free trial requests out-of-the-box.
+- [ami-guru/x402-scraper-engine](https://github.com/ami-guru/x402-scraper-engine) [](https://glama.ai/mcp/servers/ami-guru/x402-scraper-engine) ๐ โ๏ธ - Production HTTP 402 micropayment web scraper, Llama-3 digest, and Twitter intelligence engine for AI agents on Base L2. Zero API keys, pay-per-call in USDC.
- [andresolbach/nodriver-mcp-server](https://github.com/andresolbach/nodriver-mcp-server) [](https://glama.ai/mcp/servers/andresolbach/nodriver-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Undetected Chrome automation via nodriver, for sites behind Cloudflare, DataDome and similar anti-bot systems. Direct CDP with no ChromeDriver binary, so `navigator.webdriver` stays undefined. 57 tools whose names match chrome-devtools-mcp, so switching is a config change: accessibility-tree snapshots, input automation, network/console inspection, device emulation, persistent profiles and session save/restore.
- [aparajithn/agent-scraper-mcp](https://github.com/aparajithn/agent-scraper-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-scraper-mcp) ๐ โ๏ธ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [](https://glama.ai/mcp/servers/@apireno/domshell) ๐ ๐ - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
@@ -501,6 +508,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [](https://glama.ai/mcp/servers/LeonTing1010/tap) ๐ ๐ ๐ ๐ช ๐ง - MCP server that compiles AI browser automation into deterministic `.tap.json` plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.
- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) ๐ ๐ ๐ ๐ช ๐ง - Token-efficient browser automation for LLM agents: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) ๐ ๐ ๐ ๐ช ๐ง - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language.
+- [ilien-dev/svipall](https://github.com/ilien-dev/svipall) [](https://glama.ai/mcp/servers/ilien-dev/svipall) ๐ฆ ๐ ๐ ๐ช ๐ง - Local-first web reading with a tier ladder that escalates from plain HTTP to a real browser when a page pushes back. Pages as clean Markdown, whole-site crawls, keyless search, repeated page structure induced into rows, and a REST API. Attempts supported captchas on your own machine with optional local ONNX models, and parks the rest in a human dashboard. Labels blocked and low-quality pages instead of handing back a challenge screen as content. No API keys, no paid solvers, no telemetry.
- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) ๐ ๐ - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) ๐ โ๏ธ - Fetch YouTube subtitles and transcripts for AI analysis
- [samson-art/transcriptor-mcp](https://github.com/samson-art/transcriptor-mcp) [](https://glama.ai/mcp/servers/samson-art/transcriptor-mcp) ๐ โ๏ธ - Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis
@@ -550,13 +558,16 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [ymw0407/auth-fetch-mcp](https://github.com/ymw0407/auth-fetch-mcp) [](https://glama.ai/mcp/servers/ymw0407/auth-fetch-mcp) ๐ ๐ ๐ ๐ช ๐ง - Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with persistent session caching.
- [PrinceGabriel-lgtm/freshcontext-mcp](https://github.com/PrinceGabriel-lgtm/freshcontext-mcp) [](https://glama.ai/mcp/servers/@PrinceGabriel-lgtm/freshcontext-mcp) โ๏ธ ๐ - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends โ every result stamped with how old it is.
- [zumerlab/snapsurf](https://github.com/zumerlab/snapsurf) [](https://glama.ai/mcp/servers/zumerlab/snapsurf) ๐ ๐ ๐ ๐ช ๐ง - Browser navigation and verification for agents: a ~2 KB semantic page digest, ranked whole-page text search, a typed diff after each action (added/removed/state/covered, with a faithful `changed: false`), and assertions over that diff. Local Playwright Chromium; also embeddable in-page via SnapDOM.
+- [zzzjy765/ottersnap-mcp](https://github.com/zzzjy765/ottersnap-mcp) [](https://glama.ai/mcp/servers/zzzjy765/ottersnap-mcp) ๐ โ๏ธ - Glint Render (by Moyu) โ web rendering & evidence API for AI agents: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence. Free tier included. `npx -y ottersnap-mcp`
### โ๏ธ Cloud Platforms
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
+- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) ๐ ๐ - Governed Kubernetes operations (k3s/EKS/GKE/AKS) โ workloads, batch jobs, config, storage, networking, and rollout management (55 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [](https://glama.ai/mcp/servers/dockndevai/mcp-azure) ๐ ๐ ๐ ๐ช ๐ง - Azure Resource Manager inventory, tags, VM power & lifecycle โ governed with subscription/resource-group allowlists, protected groups, location allowlist, delete gating, and typed confirmation. `npx -y @dockndevai/mcp-azure`
- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) ๐๏ธ ๐ ๐ ๐ ๐ง - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
+- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [](https://glama.ai/mcp/servers/adiosdotdev/mcp) ๐ โ๏ธ - Official Adios MCP server for managing workspaces, previews, builds, logs, services, and production deployments.
- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) ๐ ๐ - Governed Nutanix Prism Central v4 operations โ 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.
- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: `npx @focusgts/eds-mcp-server`.
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) ๐ โ๏ธ ๐ - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
@@ -581,6 +592,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) ๐๏ธ ๐ โ๏ธ - Integration with Cloudflare services including Workers, KV, R2, and D1
- [davidlandais/ovh-api-mcp](https://github.com/davidlandais/ovh-api-mcp) [](https://glama.ai/mcp/servers/davidlandais/ovh-api-mcp) ๐ฆ โ๏ธ - Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions.
- [cyclops-ui/mcp-cyclops](https://github.com/cyclops-ui/mcp-cyclops) ๐๏ธ ๐๏ธ โ๏ธ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
+- [Drop-to-run/drop2run-cli](https://github.com/Drop-to-run/drop2run-cli) [](https://glama.ai/mcp/servers/Drop-to-run/drop2run-cli) ๐ โ๏ธ - Publish what an agent just wrote to a live HTTPS URL. Three tools: `publish_files` for pages written in the chat, `publish_dir` for a folder on disk, and `list_sites`. Static hosting on Cloudflare's edge, so no git, no build step and no repository. `npx -y @drop2run/mcp`
- [elementfm/mcp](https://gitlab.com/elementfm/mcp) ๐๏ธ ๐ ๐ ๐ โ๏ธ - Open source podcast hosting platform
- [elevy99927/devops-mcp-webui](https://github.com/elevy99927/devops-mcp-webui) ๐ โ๏ธ/๐ - MCP Server for Kubernetes integrated with Open-WebUI, bridging the gap between DevOps and non-technical teams. Supports `kubectl` and `helm` operations through natural-language commands.
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) ๐ โ๏ธ/๐ - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
@@ -595,6 +607,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [helbertparanhos/easypanel-mcp-server](https://github.com/helbertparanhos/easypanel-mcp-server) [](https://glama.ai/mcp/servers/helbertparanhos/easypanel-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Full Easypanel control from Claude Code and Cursor โ 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions.
- [hostodo/hostodo-mcp](https://github.com/hostodo/hostodo-mcp) [](https://glama.ai/mcp/servers/hostodo/hostodo-mcp) ๐ โ๏ธ - Hosted MCP endpoint for Hostodo VPS management: list VM details, power-control, rename, reinstall from OS templates, toggle per-VM exec, run bounded/async guest-agent commands, and upload/install artifacts with scoped tokens and audit logs.
- [huangdun/tempmd-mcp](https://github.com/huangdun/tempmd-mcp) [](https://glama.ai/mcp/servers/huangdun/tempmd-mcp) ๐ โ๏ธ - Publish agent-made artifacts (HTML, Markdown, CSV, Mermaid) to temp.md โ one stable public link that updates in place. Anonymous publish with no API key, activity-based expiry with restore. Install: `npx tempmd-mcp`.
+- [Ilmar7786/marzban-sdk](https://github.com/Ilmar7786/marzban-sdk/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/Ilmar7786/marzban-sdk) ๐ โ๏ธ/๐ - MCP server for the [Gozargah/Marzban](https://github.com/Gozargah/Marzban) proxy/VPN panel API, built on the typed `marzban-sdk` client. 21 tools across users, subscriptions, nodes, hosts, config and system stats, plus 3 investigation prompts. Env-only credentials (never a tool argument), profile-gated tool visibility (`readonly`/`standard`/`full`), and a one-time confirmation token required before any destructive call. `npx -y marzban-mcp` or Docker `ilmar7786/marzban-mcp`.
- [Infrawise/mcp-server](https://github.com/Infrawise/mcp-server) [](https://glama.ai/mcp/servers/Infrawise/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code.
- [ionos-cloud/ionoscloud-mcp](https://github.com/ionos-cloud/ionoscloud-mcp) [](https://glama.ai/mcp/servers/ionos-cloud/ionoscloud-mcp) ๐๏ธ โ๏ธ - Inspect and manage IONOS CLOUD infrastructure via MCP.
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
@@ -631,7 +644,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [Poiuyhje/eqvps-mcp](https://github.com/Poiuyhje/eqvps-mcp) [](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp) ๐ โ๏ธ - No-KYC crypto-paid VPS that AI agents rent and fully operate over MCP: discover plans, register programmatically (no human, OTP or KYC), pay with USDC/USDT on Base or Ethereum, then provision and control the VPS โ power, hostname, root-password reset, reinstall, metrics, cancellation and operator delegation. Hosted remote server at `mcp.eqvps.com` (Streamable HTTP).
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) ๐๏ธ โ๏ธ/๐ - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
- [nikhilnt1234/TokenBurnRate](https://github.com/nikhilnt1234/TokenBurnRate) [](https://glama.ai/mcp/servers/nikhilnt1234/TokenBurnRate) ๐ ๐ - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. ๐๐
-- [s-b-e-n-s-o-n/portkey-admin-mcp](https://github.com/s-b-e-n-s-o-n/portkey-admin-mcp) [](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp) ๐ โ๏ธ - MCP server for the Portkey AI Gateway Admin API โ 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
+- [CodesWhat/portkey-admin-mcp](https://github.com/CodesWhat/portkey-admin-mcp) [](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp) ๐ โ๏ธ - Portkey Admin API control-plane MCP server with 181 tools across 20 domains, including prompts, configs, keys, analytics, guardrails, integrations, and deployments.
- [publee-dev/mcp](https://github.com/publee-dev/mcp) [](https://glama.ai/mcp/servers/publee-dev/mcp) ๐๏ธ ๐ โ๏ธ - Publish AI-generated HTML or static files to a shareable `.publee.site` URL in seconds. Works anonymously with zero setup (7-day retention); an API token adds permanent hosting, in-place updates that keep the same URL, and limited-sharing visibility (password, members-only).
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) ๐๏ธ ๐ ๐ - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) ๐ ๐ - MCP server implementation for PythonAnywhere cloud platform.
@@ -659,6 +672,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) ๐๏ธ ๐ /โ๏ธ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
- [trilogy-group/aws-pricing-mcp](https://github.com/trilogy-group/aws-pricing-mcp) ๐๏ธ โ๏ธ/๐ - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
- [txn2/kubefwd](https://github.com/txn2/kubefwd) ๐๏ธ ๐ - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming
+- [vishalsg42/munim](https://github.com/vishalsg42/munim) [](https://glama.ai/mcp/servers/vishalsg42/munim) ๐ ๐ ๐ - One MCP server holding a live session with every client's account at once, so one agent can read across a dozen businesses and write inside only the one you name. Forwards each provider's own MCP tools (Cloudflare, Vercel, Resend, Supabase, Linear, Notion, Sentry, Netlify, Zoho and more) with that client's credentials, plus deterministic DNS and email checks that never call a model. Install: `uv tool install munim`.
- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) ๐ โ๏ธ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
- [weibaohui/k8m](https://github.com/weibaohui/k8m) ๐๏ธ โ๏ธ/๐ - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [weibaohui/kom](https://github.com/weibaohui/kom) ๐๏ธ โ๏ธ/๐ - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
@@ -702,11 +716,11 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [telleroutlook/agentkit-js/mcp-server](https://github.com/telleroutlook/agentkit-js/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/telleroutlook/agentkit-js) ๐ โ๏ธ ๐ ๐ง ๐ ๐ช โ Code-mode MCP server: collapses N user-defined tools into a two-tool surface (`execute_code` + `docs_search`). Backed by a unified capability manifest (`allowedHosts` / `cpuMs` / `memoryLimitBytes`) honoured across three sandbox kernels โ in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
- [The-40-Thieves/codecalc](https://github.com/The-40-Thieves/codecalc) [](https://glama.ai/mcp/servers/The-40-Thieves/codecalc) ๐ ๐ ๐ ๐ช ๐ง - Offline-core code & logic calculator for AI agents โ run code in 31 languages, exact symbolic math, SMT/logic, complexity analysis, and cross-language/optimization verification, with an opt-in strict gVisor/AppContainer sandbox for untrusted code.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) ๐๏ธ ๐ โ๏ธ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
-
### ๐ค Coding Agents
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
+- [abnegate/magents](https://github.com/abnegate/magents) [](https://glama.ai/mcp/servers/abnegate/magents) ๐ฆ ๐ ๐ ๐ง - Shared session bus for Claude Code, Codex, Cursor, Grok, and friends: MCP + CLI to list/read/handoff/send/spawn across live agent sessions. Install: `brew install abnegate/tap/magents`.
- [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) ๐ ๐ ๐ ๐ช ๐ง - Manage a 5dive agent fleet from any MCP client: file tasks, message and inspect agents, and read the fleet digest. Thin adapter over the 5dive CLI.
- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) ๐ โ๏ธ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`.
- [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) ๐ ๐ โ๏ธ โ Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
@@ -747,6 +761,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) ๐ ๐ - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
- [kagan-sh/kagan](https://github.com/kagan-sh/kagan) [](https://glama.ai/mcp/servers/kagan-sh/kagan) ๐ ๐ ๐ ๐ช ๐ง - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
- [Keesan12/martin-loop](https://github.com/Keesan12/martin-loop) [](https://glama.ai/mcp/servers/Keesan12/martin-loop) ๐ ๐ - Governed MCP runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence, and inspectable run receipts. Install: `npx -y @martinloop/mcp`.
+- [Komdosh/komnet](https://github.com/Komdosh/komnet) [](https://glama.ai/mcp/servers/Komdosh/komnet) ๐ ๐ ๐ ๐ง - Git-backed message bus letting coding agents on different machines coordinate: rooms are folders, messages are files, git history is the log, and there is no server โ the transport is a private git repository you already own. Questions, answers, decisions, collaborative tasks with claiming and recovery, and delegated repository reviews prepared in isolated worktrees at pinned revisions. Items marked `needs: human` cannot be answered by an agent, only relayed to a person.
- [louis030195/terminator-mcp-agent](https://github.com/mediar-ai/terminator/tree/main/terminator-mcp-agent) ๐ฆ ๐ ๐ ๐ ๐ช ๐ง - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
- [Luckycat133/traecnclaw-mcp-skill](https://github.com/Luckycat133/traecnclaw-mcp-skill) [](https://glama.ai/mcp/servers/Luckycat133/traecnclaw-mcp-skill) ๐ ๐ ๐ - Local-first stdio MCP server and Agent Skill for TraeCN desktop automation on macOS, exposing exactly 20 focused tools through a durable local gateway.
- [maxim-saplin/mcp_safe_local_python_executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`
@@ -877,6 +892,7 @@ Integration with communication platforms for message management and channel oper
- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) ๐ ๐ ๐ง ๐ - notmuch MCP server. Wraps the notmuch CLI to give your LLM access to a local Maildir: full-text search, tag filtering, thread view, attachment reading (PDF, office docs, .ics), related-thread lookup, and unanswered-mail tracking. Optionally write plain-text drafts into a local maildir (`--allow-drafts`) or manage tags (`--allow-tags`). No SMTP, no sendmail.
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - The most complete Resend email MCP โ full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. `npx -y resend-email-mcp`.
- [i-am-bee/acp-mcp](https://github.com/i-am-bee/acp-mcp) ๐ ๐ฌ - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
+- [ictinnovations/ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for ICTPBX, a multi-tenant IP PBX built on ICTCore and FreeSWITCH. Reports PBX statistics and lists extensions, DIDs, providers and tenants over the ICTCore REST API. Entirely read-only: there are no write tools to gate, so it cannot change PBX configuration at all. Zero-install via `npx -y ictpbx-mcp`.
- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for Asterisk and FreeSWITCH. Reads live PBX state over AMI and ESL: registered extensions, active channels, trunk and SIP peer status, dialplan lookups and call history. Read-only by default, and write tools are never registered with the model at all unless `PBX_MCP_ALLOW_WRITE=true`. Zero-install via `npx -y pbx-mcp`.
- [iletimerkezi/iletimerkezi-mcp-server](https://github.com/iletimerkezi/iletimerkezi-mcp-server) [](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) ๐๏ธ โ๏ธ - Send SMS, query delivery reports, manage senders / blacklists, register and check ฤฐYS (Turkish messaging consent registry) records through the [iletiMerkezi](https://www.iletimerkezi.com) BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: `npx -y @iletimerkezi/mcp-server`.
- [imdinu/apple-mail-mcp](https://github.com/imdinu/apple-mail-mcp) [](https://glama.ai/mcp/servers/@imdinu/apple-mail-mcp) ๐ ๐ ๐ - Fast MCP server for Apple Mail โ 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
@@ -952,6 +968,7 @@ Integration with communication platforms for message management and channel oper
- [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) ๐ โ๏ธ - MCP server for the Viber Bot REST API. Send text, pictures, videos, files, locations, and contacts; broadcast to up to 300 recipients; manage webhooks and inspect account/user state โ 13 tools, fully typed, available on npm as `@serhii.zghama/viber-mcp`.
- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) ๐ ๐ - MCP server for Zoho Mail. Read, search, and send email from Claude.
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) ๐ โ๏ธ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
+- [sounny/sounnyforms-mcp](https://github.com/sounny/sounnyforms-mcp) [](https://glama.ai/mcp/servers/sounny/sounnyforms-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Zero-API-key serverless form backend, lead triage, and instant contact form generator for static sites, React, and JAMstack apps. Install with `npx -y sounnyforms-mcp`.
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) ๐ โ๏ธ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
- [textbee/textbee-mcp](https://github.com/textbee/textbee-mcp) [](https://glama.ai/mcp/servers/textbee/textbee-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Send and read SMS through your own Android phone via textbee.dev, the open-source SMS gateway. Three tools: send_sms, get_messages (replies, codes, delivery status), list_devices. Self-hosted friendly. `npx -y @textbee/mcp`
@@ -1052,6 +1069,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [Couchbase-Ecosystem/mcp-server-couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase) ๐๏ธ ๐ โ๏ธ ๐ - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) ๐ ๐ - MCP Server implementation that provides Elasticsearch interaction
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) ๐ ๐ - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
+- [cvelasquez/mcp-sqlserver](https://github.com/cvelasquez/mcp-sqlserver) [](https://glama.ai/mcp/servers/cvelasquez/mcp-sqlserver) ๐ ๐ โ๏ธ - Manage dozens of SQL Server instances from one config file, grouped by client or environment and hot-reloaded, with execution plans, index audits and stored-procedure analysis
- [datacharter/datacharter](https://github.com/datacharter/datacharter) [](https://glama.ai/mcp/servers/datacharter/datacharter) ๐ ๐ - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel, and more) with read-only guards, PII masking, and per-column agent access.
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) ๐ โ๏ธ - Trino MCP Server to query and access data from Trino Clusters.
- [davewind/mysql-mcp-server](https://github.com/dave-wind/mysql-mcp-server) ๐๏ธ ๐ A โย user-friendly read-only mysql mcp server for cursor and n8n...
@@ -1213,6 +1231,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### ๐ป Developer Tools
+- [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) ๐ ๐ ๐ ๐ช ๐ง - Reads the Claude Code, Codex and OpenCode usage logs already on your machine: token totals, per-day and per-hour activity, per-agent and per-model breakdown, and a year-in-review recap. Makes no network request โ a test fails if any source file can open a socket. `npx -y @tokenchit/mcp`
- [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) ๐ ๐ ๐ ๐ช ๐ง - Token-slimming AST code outliner, log compressor, and context budget analyzer cutting LLM context bills by up to 85%.
- [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [](https://glama.ai/mcp/servers/om-tajne/pkgdiet) ๐ ๐ ๐ ๐ช ๐ง - AST-based dependency analyzer that flags unused packages, calculates actual install sizes, and catches unmaintained legacy bloat. `npx pkgdiet mcp`
- [2ools/mcp-server](https://github.com/2ools/mcp-server) [](https://glama.ai/mcp/servers/2ools/mcp-server) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Turn what your assistant just built into a durable, versioned project. One free authless tool (`create_public_preview`) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. `https://2ools.app/mcp`
@@ -1222,6 +1241,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) ๐ ๐ - Debugging for [Hono](https://hono.dev) apps whose dashboard is also an MCP server: read the running application's recent exceptions with the request that produced them and that request's logs and queries, recent requests filtered by status or duration, one request in full, and the slowest queries. Read-only, five tools, zero runtime dependencies. `npm i hono-telescope`, then `claude mcp add --transport http telescope http://localhost:3000/telescope/mcp`.
- [rm-rf-prod/GroundTruth-MCP](https://github.com/rm-rf-prod/GroundTruth-MCP) [](https://glama.ai/mcp/servers/rm-rf-prod/GroundTruth-MCP) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. `npx -y @groundtruth-mcp/gt-mcp`
- [scarletkc/vexor](https://github.com/scarletkc/vexor) [](https://glama.ai/mcp/servers/scarletkc/vexor) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - A semantic search engine for files and code โ find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. `uvx vexor mcp` or `pip install vexor`.
+- [apatureai/bastion](https://github.com/apatureai/bastion) [](https://glama.ai/mcp/servers/apatureai/bastion) ๐ ๐ - In-loop design review of rendered UI for coding agents: submit a preview URL, get grounded findings with element references, then recheck the fix. Read-only by design โ never edits code. OAuth 2.1 and SSRF-safe URL handling reference implementation. `npx -y @apatureai/bastion`
- [aradar46/reuse-before-generate](https://github.com/aradar46/reuse-before-generate) [](https://glama.ai/mcp/servers/aradar46/reuse-before-generate) ๐ ๐ ๐ ๐ช ๐ง - Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. `npx -y reuse-before-generate`
- [hernaninverso/eleata-verify-mcp](https://github.com/hernaninverso/eleata-verify-mcp) [](https://glama.ai/mcp/servers/hernaninverso/eleata-verify-mcp) ๐ โ๏ธ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. `npx -y eleata-verify-mcp`.
- [appcreationsca/bumpguard-mcp](https://github.com/appcreationsca/bumpguard-mcp) [](https://glama.ai/mcp/servers/appcreationsca/bumpguard-mcp) ๐ ๐ ๐ ๐ช ๐ง - 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 โ never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
@@ -1234,6 +1254,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) ๐ ๐ ๐ ๐ช ๐ง - Code-intelligence engine that indexes a repo into a persistent knowledge graph โ functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. `npx codebase-memory-mcp`
- [docweave/mcp](https://github.com/NicolasMartalog/docweave-mcp) [](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp) ๐ ๐ โ๏ธ - Generate and read PDFs for AI agents: a `generate_pdf` tool (HTML, a URL, or a template + JSON โ PDF) and a `read_pdf` tool (a PDF โ text/markdown). Run locally with `npx @docweave/mcp` or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.
- [emailens/mcp](https://github.com/emailens/mcp) [](https://glama.ai/mcp/servers/emailens/mcp) ๐๏ธ ๐ โ๏ธ - Official MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. `npx -y @emailens/mcp`
+- [embedded-society/altium-designer-mcp](https://github.com/embedded-society/altium-designer-mcp) [](https://glama.ai/mcp/servers/embedded-society/altium-designer-mcp) ๐ฆ ๐ ๐ ๐ช ๐ง - Lets an AI build and maintain Altium Designer component libraries: reads and writes .PcbLib footprints and .SchLib symbols byte-exactly (34 tools, IPC-7351B-driven footprints, STEP models, one-click Claude Desktop install).
- [forgemeshlabs/aso-audit-mcp](https://github.com/forgemeshlabs/aso-audit-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-audit-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. `npx -y @forgemeshlabs/aso-audit-mcp`.
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) ๐ ๐ - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) ๐ โ๏ธ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
@@ -1264,6 +1285,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [AKzar1el/mcp-web-validator](https://github.com/AKzar1el/mcp-web-validator) [](https://glama.ai/mcp/servers/AKzar1el/mcp-web-validator) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with `npx -y mcp-web-validator`; no API keys required.
- [trakshan-mishra/Diffcontext](https://github.com/trakshan-mishra/Diffcontext) [](https://glama.ai/mcp/servers/trakshan-mishra/Diffcontext) ๐ ๐ ๐ ๐ช ๐ง - Static-analysis-powered context compiler for LLM coding agents. Parses Python repos into dependency graphs, selects the minimal code context for a change (callers, callees, related functions), and packs it into a token budget with a disclosure header. Optionally biases retrieval from the bug report text. Includes `verify` which mines your repo's git history and grades retrieval โ printing NULL RESULT when it doesn't fit. Zero runtime dependencies. `pip install "diffcontext[mcp]"`.
- [alexbypa/github-projectpulse-mcp](https://github.com/alexbypa/github-projectpulse-mcp) [](https://glama.ai/mcp/servers/alexbypa/github-projectpulse-mcp) ๐ โ๏ธ - GitHub repository health monitoring for AI assistants. Analyze health scores (A-F grades), OpenSSF security checks, DORA metrics, code scanning alerts, and CI/CD status of any repo.
+- [TimurRakhmatullin86/mcp-drill](https://github.com/TimurRakhmatullin86/mcp-drill) [](https://glama.ai/mcp/servers/TimurRakhmatullin86/mcp-drill) ๐ ๐ ๐ ๐ช ๐ง - Fault injection + model-free reliability scorecard for MCP servers. Injects timeouts, malformed JSON-RPC, truncated & corrupted-but-valid outputs; grades `outputSchema` enforceability (31 servers, 265 tools โ only 3% enforceable) + error conformance. `pip install mcp-drill[scan]` ยท `uvx mcp-drill scan -- npx -y @modelcontextprotocol/server-filesystem /tmp` ยท GitHub Action + badge. See [vs mcp-scan](https://timurrakhmatullin86.github.io/mcp-drill/vs-mcp-scan/).
Tools and integrations that enhance the development workflow and environment management.
- [kestiny18/spring-nacos-mcp](https://github.com/kestiny18/spring-nacos-mcp) [](https://glama.ai/mcp/servers/kestiny18/spring-nacos-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - 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.
@@ -1706,6 +1728,7 @@ Tools and integrations that enhance the development workflow and environment man
- [ms-methos/jsonfabrica-mcp-server](https://github.com/ms-methos/jsonfabrica-mcp-server) [](https://glama.ai/mcp/servers/ms-methos/jsonfabrica-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Generate realistic, schema-conformant JSON test data โ single documents or relational batches โ from reusable templates via the JsonFabrica API. `npx -y @jsonfabrica/mcp-server`
- [servelink-swyftlabs/serve-mcp](https://github.com/servelink-swyftlabs/serve-mcp) [](https://glama.ai/mcp/servers/servelink-swyftlabs/serve-mcp) ๐๏ธ ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Give anything on your machine a public HTTPS link from your agent โ a file, a directory, or a running dev server. Every link is either live from your machine (a tunnel, so edits show up) or published to serve's servers so it keeps working with the machine off, and moving between the two is one sentence to the agent. 17 tools covering password protection, TTLs, named subdomains and teardown. `npx -y @servelink/serve`
- [Yocoolab/mcp-server](https://github.com/Yocoolab/mcp-server) [](https://glama.ai/mcp/servers/Yocoolab/mcp-server) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Pin visual feedback on any live web page โ localhost, staging or production โ and hand it to your coding agent with the element, its CSS selector, a screenshot and the whole thread attached, then get a pull request back. Bridges to the Yocoolab browser extension locally and syncs threads through the Yocoolab API. Listed on the official MCP Registry (`io.github.Jonahbkerr/yocoolab`). `npx -y @yocoolab/mcp-server@2 setup`
+- [KallistoX/mcp-unifi-applications](https://github.com/KallistoX/mcp-unifi-applications) [](https://glama.ai/mcp/servers/KallistoX/mcp-unifi-applications) ๐ ๐ ๐ ๐ช ๐ง - Queryable UniFi API documentation (Network, Protect, Site Manager, InnerSpace, Mobility, Carrier Fabric) โ endpoint search, field-level schema drill-down, and code examples in curl/Go/Node.js/Python/Ansible. Read-only: serves scraped docs, never touches a controller.
### ๐ Delivery
- [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) ๐ โ๏ธ - Yandex Delivery B2B API โ express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
@@ -1841,6 +1864,7 @@ MCP servers for e-commerce platforms and online store management.
- [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via `npx @buywhere/mcp-server`.
- [koraynar/trendyol-seller-mcp](https://github.com/koraynar/trendyol-seller-mcp) [](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp) ๐ ๐ ๐ ๐ช ๐ง - Unofficial Trendyol Marketplace seller API server: products, order packages, customer questions, claims, plus stock/price updates and answering questions. Write operations are env-gated and customer PII is redacted by default.
- [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) ๐ โ๏ธ ๐ ๐ช ๐ง - Wildberries and Ozon Seller APIs for Russian marketplace sellers: sales, stocks, prices, finance, reviews and ads through 793 schema-driven methods with a read/write/destructive safety gate, multi-store switching and ready-made seller workflows. PyPI (`uvx marketplaces-mcp-ru`), Docker image, one-click Claude Desktop `.mcpb` bundle.
+- [RPER2001/rigshare-mcp](https://github.com/RPER2001/rigshare-mcp) [](https://glama.ai/mcp/servers/RPER2001/rigshare-mcp) ๐ ๐ โ๏ธ - Rent GPUs, robots, drones, and construction equipment on RIGShare, and onboard equipment owners; agents can quote, book, run remote sessions, and publish listings.
- [TonyWang-hub/mcp-cn-commerce](https://github.com/TonyWang-hub/mcp-cn-commerce) [](https://glama.ai/mcp/servers/TonyWang-hub/mcp-cn-commerce) ๐ โ๏ธ ๐ ๐ช ๐ง - Read-only merchant data connector for 8 Chinese e-commerce platforms โ Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via `pip install mcp-cn-commerce`.
- [hypawave/mcp](https://github.com/hypawave/mcp) [](https://glama.ai/mcp/servers/hypawave/mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Non-custodial Bitcoin Lightning commerce for agents: browse a public offer marketplace, buy and sell files, data, APIs and compute where verified settlement proof releases the content, plus free ECIES-encrypted agent-to-agent messaging and file handoffs in private waves. No accounts โ agents authenticate with a secp256k1 keypair. `npx -y @hypawave/mcp`
- [justadityaraj/amazon-in-mcp](https://github.com/justadityaraj/amazon-in-mcp) [](https://glama.ai/mcp/servers/justadityaraj/amazon-in-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: `npx amazon-in-mcp-server`.
@@ -1896,6 +1920,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Agaveis/hiberden-mcp](https://github.com/Agaveis/hiberden-mcp) [](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp) ๐ฆ ๐ ๐ ๐ช ๐ง - Read and verify your local media-archive catalog from an AI assistant: 3-2-1 coverage across disk, NAS, S3-compatible cloud, and LTO tape. Verifies a copy by physically reading it back and re-hashing it against the source; catalog-management and delete tools are off by default. On Windows it installs as a signed Desktop Extension (MCPB); on Linux the same connector ships as a standalone binary.
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) ๐๏ธ โ๏ธ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [](https://glama.ai/mcp/servers/bzsanti/oxidize-python) ๐ ๐ ๐ ๐ช ๐ง - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the `oxidize-pdf` PyPI package โ run locally with `uvx oxidize-mcp`.
+- [ezpzfile/ezpzfile-mcp](https://github.com/ezpzfile/ezpzfile-mcp) [](https://glama.ai/mcp/servers/ezpzfile/ezpzfile-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read and convert documents (PDF, DOCX, HWP, HWPX, EML), edit PDFs (merge, split, rotate, compress, protect), resize and clean images, strip EXIF, cut out backgrounds, and generate QR codes. Runs entirely on your machine with no uploads. Each tool reopens what it wrote and reports page counts so broken output surfaces as a number, not a surprise.
- [koraynar/doc-extract-mcp](https://github.com/koraynar/doc-extract-mcp) [](https://glama.ai/mcp/servers/koraynar/doc-extract-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deterministic document tooling for extraction workflows: list and read PDFs (page ranges), text, CSV and JSON, inspect metadata, chunk long documents with page hints, validate data against a JSON Schema (every error with a JSON-pointer path), and write structured JSON/CSV output. All file access is confined to a configurable root.
- [risha-max/0xpdf-mcp](https://github.com/risha-max/0xpdf-mcp) [](https://glama.ai/mcp/servers/risha-max/0xpdf-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Schema-first PDFโJSON MCP for AI agents (0xPdf API). Define a JSON schema, parse invoices/forms (OCR optional), manage schemas, and poll async jobs. `uvx oxpdf-mcp` ยท [docs](https://0xpdf.io/docs#mcp) ยท [playground](https://0xpdf.io/samples)
- [ckanthony/Chisel](https://github.com/ckanthony/Chisel) [](https://glama.ai/mcp/servers/@ckanthony/chisel) ๐ฆ ๐ ๐ ๐ง โ๏ธ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100ร fewer tokens), and read large files with targeted `grep`/`sed` instead of full reads (up to 500ร). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).
@@ -1939,6 +1964,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deploy files from AI agents to your own FTP/FTPS/SFTP servers โ multi-server config, recursive deploy with dry-run and gitignore-like excludes, per-server path jail and read-only mode, FileZilla import, one-command setup for popular MCP clients.
### ๐ฐ Finance & Fintech
+- [xsf0221/pattern-vista-cli](https://github.com/xsf0221/pattern-vista-cli) [](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli) ๐๏ธ ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - End-of-day US equity technical data: how far each S&P 500 / Nasdaq 100 name has strayed from its own 200-day average, what share of the universe currently sits above it, and the chart patterns from each night's scan carried with their historical win-rate against SPY. Tool descriptions state their own caveats โ data is end-of-day, never intraday, and a bucket win-rate is a property of hundreds of past signals rather than a probability for the next one. Free tier needs no card. On the official MCP Registry as `io.github.xsf0221/pattern-vista`. `uvx --from 'pattern-vista[mcp]' pattern-vista-mcp`
- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) ๐ โ๏ธ - Auditable fundamentals for 400+ Brazilian stock market (B3) companies including banks and insurers: ROE, point-in-time P/E & P/B, dividends and dividend yield, Piotroski F-Score and Graham, and balance-sheet restatement history โ plus Brazilian real-estate funds (FIIs) with point-in-time P/BV, dividend yield and vacancy. 100% public methodology, every number traceable to its CVM source; nothing published unless an invariant test suite passes. Free tier (200 req/day, no card). Remote: `https://dadosb3.com/mcp/`.
- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) ๐๏ธ ๐ โ๏ธ - Measured market statistics for US stocks/ETFs, futures, HK and A-shares: five-class day-type probabilities for the session in progress, Weis volume-wave events with pre-registered win rates, options max pain from open interest alone, and estimated dealer gamma (GEX). Every published number traces to a stated measurement โ failures included โ and nothing is a buy/sell recommendation. 10 calls/day with no key or signup. Remote at https://api.quantdata.uk/mcp; on the official registry as `uk.quantdata/quantdata`.
- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) ๐ โ๏ธ ๐ - Verifiable data signals for AI agents across environment (river/flood, air quality, drought), agriculture (USDM drought, crop VHI), power grid (demand, renewables, energy inflation), shipping (route disruption, AIS throughput) and SEC filings (8-K events, insider Form 4) โ pay per call in USDC on Base via x402, no API key. Official sources (USGS/NOAA/ERA5/FRED/SEC EDGAR) + record_hash provenance. `npx -y mcp-gauge-x402`
@@ -2043,6 +2069,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [coinpaprika/dexpaprika-mcp](https://github.com/coinpaprika/dexpaprika-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
- [conviction-fm/conviction-mcp](https://github.com/abcxz/conviction-fm) [](https://glama.ai/mcp/servers/abcxz/conviction-fm) ๐ โ๏ธ - The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily parimutuel pools and the conviction multiplier rewards being early and right over being late with size.
- [connerlambden/helium-mcp](https://github.com/connerlambden/helium-mcp) [](https://glama.ai/mcp/servers/connerlambden/helium-mcp) ๐ โ๏ธ - Real-time news with bias scoring across 5,000+ sources (15+ dimensions), AI-powered options pricing, balanced news synthesis, live market data, and meme search. 9 tools. 50 free queries, no signup needed.
+- [Cubiczan/chp-mcp](https://github.com/Cubiczan/chp-mcp) [](https://glama.ai/mcp/servers/Cubiczan/chp-mcp) ๐ ๐ ๐ ๐ช ๐ง - CHP Profile B spend/HITL and tool-approval receipts. `npx -y @cubiczan/chp-mcp`
- [dan1d/cobroya](https://github.com/dan1d/mercadopago-tool) [](https://glama.ai/mcp/servers/dan1d/cobroya) ๐ โ๏ธ ๐ ๐ช ๐ง - Mercado Pago payments for AI agents โ create payment links, search payments, and issue refunds. Built for LATAM merchants.
- [debitura/Debitura.MCP](https://github.com/debitura/Debitura.MCP) [](https://glama.ai/mcp/servers/debitura/Debitura.MCP) ๐๏ธ ๐ โ๏ธ - Cross-border debt collection: check case status, read partner messages, get pricing, and submit collection cases handled by vetted local partners in 183 countries.
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) ๐ ๐ โ๏ธ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
@@ -2373,6 +2400,7 @@ px goldbean-mcp\.
- [asokore/statcite](https://github.com/asokore/statcite) [](https://glama.ai/mcp/servers/asokore/statcite) ๐ โ๏ธ - Official economic statistics with full citations โ World Bank, IMF, BIS, ECB, and Caribbean central banks (ECCB, Central Bank of Barbados, incl. Anguilla and Montserrat) โ plus `verify_stat`/`verify_claims` to check claimed figures against the official series. 12 tools, 48 curated indicators, 200+ economies. Free remote MCP at `https://statcite.com/mcp` (Streamable HTTP, stateless, no auth). In the official MCP Registry (`io.github.asokore/statcite`).
- [ravndex/ravn-mcp-glama](https://github.com/ravndex/ravn-mcp-glama) [](https://glama.ai/mcp/servers/ravndex/ravn-mcp-glama) ๐ โ๏ธ - Cross-chain swap execution across 12 venues and 16 chains, including native (non-wrapped) Bitcoin as either source or destination. No signup, no API key, 0% protocol fee โ same routing engine the app itself uses. Hosted remote server (no install) at `https://app.ravn.exchange/api/mcp`; this repo is a local/stdio alternative. On the official MCP registry as `exchange.ravn/ravn`.
- [parkyucheol-del/alphapipeline](https://github.com/parkyucheol-del/alphapipeline) [](https://glama.ai/mcp/servers/parkyucheol-del/alphapipeline) ๐ โ๏ธ ๐ - Pay-per-call ($0.005-$0.03 USDC via x402 on Base) market and on-chain data for AI agents and trading bots: token-unlock dump-risk, Upbit/Binance kimchi-premium arbitrage alerts, GoPlus honeypot & LP-lock contract-health audits, DEX liquidity/slippage estimates, funding-rate APR & carry-trade breakeven, and a URL-to-clean-markdown tool. No signup, no API key. 12 tools; remote at `https://alphapipeline-eu.onrender.com/mcp`.
+- [henfrydls/actual-budget-mcp](https://github.com/henfrydls/actual-budget-mcp) [](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp) ๐ ๐ ๐ ๐ช ๐ง - Talk to a self-hosted [Actual Budget](https://actualbudget.org): spending breakdowns, category trends, projections and budget-vs-actual, not just lookups. Writes are guarded: every delete previews what it will remove and waits for confirmation, and `ACTUAL_READ_ONLY=1` hides the write tools from the model entirely. Multi-currency with split transactions and residual reconciliation. `npx -y actual-budget-mcp` or `ghcr.io/henfrydls/actual-budget-mcp`
### ๐ฎ Gaming
Integration with gaming related data, game engines, and services
@@ -2483,6 +2511,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [](https://glama.ai/mcp/servers/bborota/cairn-mcp) ๐ โ๏ธ - Cairn: a shared base of one-sentence lessons, must-dos and must-nots other agents already learned, by stack and situation. Read before a task, leave one after.
- [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [](https://glama.ai/mcp/servers/fish827-08/rag-kb) ๐ ๐ ๐ช - Local-first agent memory & knowledge service with hybrid retrieval (BGE-M3 dense vectors + BM25 via jieba, fused with RRF), document & webpage ingestion, and optional RAG answering via local Ollama. Single process, embedded ChromaDB, REST + native MCP server; fully functional offline without any LLM. Apache-2.0.
+- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) ๐ ๐ ๐ ๐ช ๐ง - Shared, versioned project brain for coding agents: one `brain.klypix` file committed with the repo holds current decisions, corrections that supersede (archived, never deleted), evidence anchors that flag drift when cited code changes, and open questions. Sessions declare their task and files and are warned about exact-file overlap. Lifecycle hooks for Claude Code; MCP config + rules for Codex, Cursor, Gemini CLI, Cline and Copilot. `npx klypix-mcp install`
- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [](https://glama.ai/mcp/servers/AkashGoenka/coldstart) ๐ ๐ ๐ ๐ช ๐ง - Codebase memory for coding agents, with no embeddings and no API key. A deterministic AST index answers "which files are relevant to this task?" in milliseconds, and agents write durable notes about the repo that are content-hash checked โ a note flags itself stale the moment the code it describes changes. Notes are markdown inside the repo, so they commit and review alongside your code. `npm i -g @cstart/coldstart && coldstart init`
- [forgemeshlabs/library-mcp](https://github.com/forgemeshlabs/library-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/library-mcp) ๐ โ๏ธ - Paid public-domain knowledge base for AI agents: full-text search, book metadata, chapters, quotes, flagship ask-a-book retrieval Q&A, and 100+ curated subject shelves over a growing corpus of public-domain books via x402. `npx -y @forgemeshlabs/library-mcp`
- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) ๐ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude Code, Cursor, and custom agent fleets. `npx -y agenthelm-mcp`
@@ -2511,6 +2540,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [aliasunder/vault-cortex](https://github.com/aliasunder/vault-cortex) [](https://glama.ai/mcp/servers/aliasunder/vault-cortex) ๐ ๐ โ๏ธ - Standalone MCP server for Obsidian vaults โ hybrid search, notes & files, memory, tasks, OAuth 2.1. Run locally, self-host, or one-click deploy for remote access.
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) ๐ โ๏ธ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use
- [AndreLYL/memkin](https://github.com/AndreLYL/memkin) [](https://glama.ai/mcp/servers/AndreLYL/memkin) ๐ ๐ ๐ ๐ช ๐ง - Local-first personal memory for AI agents. Ingests Feishu/Lark chats and Claude Code / Codex sessions, distills them into a private entity knowledge graph (people, projects, decisions, tasks), and serves it to any agent over MCP โ read and write. `npx memkin`
+- [NORTHTEKDevs/genome](https://github.com/NORTHTEKDevs/genome) [](https://glama.ai/mcp/servers/NORTHTEKDevs/genome) ๐ ๐ ๐ ๐ช ๐ง - Fully-local persistent agent memory with zero LLM calls (~10 ms writes, works air-gapped). Semantic recall over local SQLite with bi-temporal fact tracking; benchmarked at accuracy parity with Mem0 at ~1,000x lower ingest cost, nulls published. Tools: `remember`, `recall`, `forget`, `reset_memories`. `pip install "genome-memory[mcp]"` then `genome-mcp`
- [Shweta-Mishra-ai/tokenmizer](https://github.com/Shweta-Mishra-ai/tokenmizer) [](https://glama.ai/mcp/servers/Shweta-Mishra-ai/tokenmizer) ๐ ๐ ๐ ๐ช ๐ง - Graph-structured session memory for LLMs. Local OpenAI-compatible proxy that extracts tasks, decisions, and files into a typed knowledge graph, auto-checkpoints before context overflow, and resumes any session in ~250 tokens. 6 MCP tools including `why_decision` (traces why a decision changed, with reasons and evidence). `pip install tokenmizer`
- [ashlesh-t/cognirepo](https://github.com/ashlesh-t/cognirepo) [](https://glama.ai/mcp/servers/ashlesh-t/cognirepo) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory and codebase context for AI coding agents. FAISS vector store, AST reverse index with O(1) symbol
lookup, NetworkX knowledge graph, episodic journal, user behavior profiling, error tracking, and cross-agent session handoff. 34 MCP tools. Reduces token usage 50โ80% on Python repos โฅ 15K LOC vs. raw
@@ -2630,6 +2660,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [hoornet/agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp) [](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Read, search (full-text + pgvector semantic), create, update, comment on, and share AgentDocs (agentdocs.eu) Markdown docs โ a collaborative docs platform with AI agents as first-class citizens. Local stdio (`npx -y agentdocs-mcp`) or hosted remote with OAuth 2.1 (`https://agentdocs.eu/mcp`), incl. slug-or-UUID addressing and space-scoped sandbox tokens.
- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) ๐ ๐ ๐ ๐ช ๐ง - Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive), metacognitive engine with stuck detection, multi-factor confidence scoring, self-critique, knowledge integration, and thought pruning. `npx deep-thinker`
- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [](https://glama.ai/mcp/servers/hyunjae-labs/lore) ๐ ๐ ๐ ๐ช ๐ง - Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background indexing, project-selective.
+- [DanceNitra/inspeximus](https://github.com/DanceNitra/inspeximus) [](https://glama.ai/mcp/servers/DanceNitra/inspeximus) ๐ ๐ ๐ ๐ช ๐ง - Persistent agent memory with a first-class correction channel: supersede or revert a fact so recall stops returning the stale value, an echo guard that blocks a restated old value from resurrecting it, and receipted erasure (a signed, content-free tombstone that makes a deletion provable). No LLM on the write path, zero dependencies, the core in one file, 73 MCP tools. `uvx --from "inspeximus[mcp]" inspeximus-mcp`
- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) ๐ โ๏ธ - Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key required.
- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) ๐ ๐ - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks.
- [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) ๐ ๐ ๐ ๐ช ๐ง - Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. BM25 + SAG-Lite search, 3 tools (search, get_lesson, submit_usage), 5 resources, 3 guided prompts. Works with Claude Code, Cursor, and any MCP client. `python3 scripts/mcp_server.py`
@@ -2690,6 +2721,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [nicholasglazer/gnosis-mcp](https://github.com/nicholasglazer/gnosis-mcp) ๐ ๐ - Zero-config MCP server for searchable documentation. Loads markdown into SQLite (default) or PostgreSQL with FTS5/tsvector keyword search and optional pgvector hybrid semantic search.
- [nonatofabio/local-faiss-mcp](https://github.com/nonatofabio/local_faiss_mcp) ๐ ๐ ๐ ๐ง - Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
- [novyxlabs/novyx-mcp](https://github.com/novyxlabs/novyx-core/tree/main/packages/novyx-mcp) [](https://glama.ai/mcp/servers/@novyxlabs/novyx-mcp-desktop) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts.
+- [nworks3d/THOR-memory-bible-for-AI](https://github.com/nworks3d/THOR-memory-bible-for-AI) [](https://glama.ai/mcp/servers/nworks3d/THOR-memory-bible-for-AI) ๐ฆ ๐ ๐ช ๐ง - Local memory for coding agents that can refuse, not only recall. A rule carrying a machine-checkable proof blocks the matching command before it runs; prose-only rules can warn but never block. Append-only event log, per-project scoping, and a health report that names the facts whose anchor has rotted. No account, no API key, no cloud.
- [olgasafonova/mediawiki-mcp-server](https://github.com/olgasafonova/mediawiki-mcp-server) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Connect to any MediaWiki wiki (Wikipedia, Fandom, corporate wikis). 33+ tools for search, read, edit, link analysis, revision history, and Markdown conversion. Supports stdio and HTTP transport.
- [omega-memory/omega-memory](https://github.com/omega-memory/omega-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 28 MCP tools, local-first.
- [ontorata/ratary](https://github.com/ontorata/ratary) [](https://glama.ai/mcp/servers/ontorata/ratary) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent coding memory for AI assistants โ hybrid search, knowledge graph, token-efficient context. MCP stdio (28 tools), npm `@ratary/mcp-server`, optional remote Streamable HTTP. Self-host D1, Postgres, MariaDB, or Docker.
@@ -2733,6 +2765,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Schubeler-Consulting/knowmind](https://github.com/Schubeler-Consulting/knowmind) [](https://glama.ai/mcp/servers/Schubeler-Consulting/knowmind) ๐ โ๏ธ - AI agent memory and knowledge graph, hosted in Germany (GDPR-compliant). Hybrid recall (BM25 + vector + Neo4j graph hops with cross-encoder rerank), typed relations, and bi-temporal store across sessions via MCP. Works with Claude, ChatGPT, and Cursor. `npx -y knowmind mcp`
- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [](https://glama.ai/mcp/servers/SecurityRonin/alaya) ๐ฆ ๐ ๐ ๐ช ๐ง - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`.
- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
+- [setheerwagen/mcp-modelmanager](https://github.com/setheerwagen/local-ai-mcp-servers/tree/main/mcp-modelmanager) [](https://glama.ai/mcp/servers/setheerwagen/local-ai-mcp-servers) ๐ ๐ - Manage a local model machine: pull/remove Ollama models, switch the inference service between models, and run LoRA fine-tuning jobs. `pip install mcp-modelmanager`
- [sheawinkler/ContextLattice](https://github.com/sheawinkler/ContextLattice) [](https://glama.ai/mcp/servers/sheawinkler/context-lattice) ๐ ๐ ๐ช ๐ง ๐ฆ ๐๏ธ - Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backends, and long-horizon context continuity.
- [writerslogic/scrivener-mcp](https://github.com/writerslogic/scrivener-mcp) [](https://glama.ai/mcp/servers/writerslogic/scrivener-mcp) ๐ ๐ ๐ ๐ช ๐ง - Connect Scrivener 3 writing projects to Claude and other AI assistants. 47 tools for document management, writing analysis, semantic search, character/plot memory, and content enhancement. Progressive skill loading, relationship engine with HMS triplets, and JS fallback for offline semantic search. `npm i -g scrivener-mcp`
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) ๐ ๐ - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
@@ -2783,6 +2816,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [agentcivics/agentcivics](https://github.com/agentcivics/agentcivics) [](https://glama.ai/mcp/servers/agentcivics/agentcivics) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Decentralized civil registry for AI agents on Sui. Soulbound identities, on-chain memories, reputation, refusal records. Hosted at `agentcivics.ai/mcp` (read-only, no install) or `@agentcivics/mcp-server` on npm (full write surface). Includes a gas-sponsor relay so registration doesn't require a pre-funded wallet.
- [STiFLeR7/memex](https://github.com/STiFLeR7/memex) [](https://glama.ai/mcp/servers/STiFLeR7/memex) ๐ ๐ ๐ ๐ช ๐ง - Developer context continuity system. Watches your git repos and builds a temporal knowledge graph of modules, symbols, decisions, and open problems via Graphiti + Neo4j, then serves it to any AI coding agent over MCP. Every edge carries a validity window and a confidence score that decays over time. 12 tools across read and write. Install via `npx -y stifler-memex-mcp`. MIT licensed.
- [xChuCx/agent-memory](https://github.com/xChuCx/agent-memory) [](https://glama.ai/mcp/servers/xChuCx/agent-memory) ๐๏ธ ๐ ๐ ๐ช ๐ง - Git-native project memory for coding agents: Markdown source of truth committed to your repo, reviewable staged updates (`review --diff` โ `apply`), secret/PII-safe, branch-aware โ no cloud, no vector DB.
+- [XuebinMa/AIWiki](https://github.com/XuebinMa/AIWiki) [](https://glama.ai/mcp/servers/XuebinMa/AIWiki) ๐ โ๏ธ ๐ ๐ช ๐ง - Search and read AiWiki, an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective. 120+ entries with mechanism analysis and cited evidence (papers / vendor docs / CVEs), bilingual EN/ไธญๆ. Content fetched live from the site index, never stale. `npx -y aiwiki-mcp`
- [zzallirog/weighted-compact](https://github.com/zzallirog/weighted-compact) [](https://glama.ai/mcp/servers/zzallirog/weighted-compact) ๐ ๐ - Inspectable memory substrate for Claude Code. Three read-only MCP tools (search_pairs, compact_session, substrate_info) over a local-first, signal-scored parse of `~/.claude/projects/`. Per-pair scores are numpy columns on disk, not opaque vectors in a service. Zero outbound calls (CI-enforced).
- [tribal-memory/tribal](https://github.com/tribal-memory/tribal) [](https://glama.ai/mcp/servers/tribal-memory/tribal) ๐ฆ ๐ - Self-hosted semantic memory server, served over MCP, for an engineering team's tribal knowledge: the tacit decisions and hard-won reasoning behind the code, captured once and kept queryable for the team and the agents they work with. Postgres-backed (pgvector).
- [SVerITG/Metis](https://github.com/SVerITG/Metis) [](https://glama.ai/mcp/servers/SVerITG/Metis) ๐ ๐ ๐ ๐ช ๐ง - A private, local research "second brain" for Claude: project-aware memory, cited answers from your own library (won't invent what it can't find), linked notes/meetings/ideas via a domain-specific knowledge layer, daily briefs (news + new papers in your field), a live meeting assistant, cross-pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex.
@@ -2802,6 +2836,9 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [yuelinghuashu/story-cli](https://github.com/yuelinghuashu/story-cli) [](https://glama.ai/mcp/servers/yuelinghuashu/story-cli) ๐ ๐ ๐ ๐ช ๐ง - Git-native Markdown content management CLI with built-in MCP Server. Search, read, write, and govern story/paper/note repositories; auto-generate READMEs, validate configs, export EPUB, and prepare SFT/embedding training data. 9 tools, token-efficient. `npm i -g @yuelinghuashu/story-cli`
- [ni-c/wikijs-mcp](https://github.com/ni-c/wikijs-mcp) [](https://glama.ai/mcp/servers/ni-c/wikijs-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search, read and edit a self-hosted [Wiki.js](https://js.wiki) 2.x, plus its assets, comments, users and groups (62 tools). Wiki.js' default search engine indexes only titles and descriptions, so `search_pages` names the active engine and `grep_pages` searches what is actually written in the pages. `update_page` compares against the moment you read a page and refuses to overwrite an edit saved in between; surgical find-and-replace must match exactly once. Read-only mode, a write path scope, and confirmation tokens on everything destructive. `npx -y @ni-c/wikijs-mcp`
+- [dfrancislyondflabc-tech/agentic-recall](https://github.com/dfrancislyondflabc-tech/agentic-recall) [](https://glama.ai/mcp/servers/dfrancislyondflabc-tech/agentic-recall) ๐ ๐ ๐ ๐ช ๐ง - Long-term memory across sessions over a folder of plain markdown files. Hybrid retrieval (BM25F + dense vectors + phrase proximity) with an explicit absence verdict: when the corpus does not hold the answer it returns no results and names the query terms that appear nowhere, instead of ranking a least-bad match as though it were one. Embedding model runs locally, nothing leaves the machine. MIT.
+
+- [vishalbanwari26/mnemos](https://github.com/vishalbanwari26/mnemos) [](https://glama.ai/mcp/servers/vishalbanwari26/mnemos) ๐ ๐ - Persistent memory with three swappable storage backends (Postgres/pgvector, Qdrant, Neo4j) behind one interface, benchmarked head-to-head for latency, not just claimed interchangeable. Retrieval weighting adapts per user via epsilon-greedy over real outcome feedback instead of a fixed formula. Reflection merges near-duplicate facts and decays/archives stale ones, audit-logged, never hard-deleted. Real before/after MCP eval: +60% answer accuracy with memory vs. without. `git clone` + `uv sync` (not yet on PyPI).
### โ๏ธ Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
@@ -2914,6 +2951,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [askads/mcp-vk-ads](https://github.com/askads/mcp-vk-ads) [](https://glama.ai/mcp/servers/askads/mcp-vk-ads) ๐ โ๏ธ - VK Ads (VK ะ ะตะบะปะฐะผะฐ) API โ manage ad plans, ad groups, banners, and pull statistics. Read + write.
- [askads/mcp-yandex-direct](https://github.com/askads/mcp-yandex-direct) [](https://glama.ai/mcp/servers/askads/mcp-yandex-direct) ๐ โ๏ธ - Yandex Direct (ะฏะฝะดะตะบั ะะธัะตะบั) API v5 โ manage PPC campaigns, ad groups, ads, keywords, bid modifiers, sitelinks/callouts/vcards, and pull statistics. Read + write, sandbox and agency-account aware.
- [askads/mcp-yandex-metrica](https://github.com/askads/mcp-yandex-metrica) [](https://glama.ai/mcp/servers/askads/mcp-yandex-metrica) ๐ โ๏ธ - Yandex Metrica (ะฏะฝะดะตะบั ะะตััะธะบะฐ) web analytics โ list counters and goals, and pull traffic/conversion statistics. Read-only.
+- [askads/mcp-yandex-wordstat](https://github.com/askads/mcp-yandex-wordstat) [](https://glama.ai/mcp/servers/askads/mcp-yandex-wordstat) ๐ โ๏ธ - Yandex Wordstat (ะฏะฝะดะตะบั ะะพัะดััะฐั) keyword search-demand โ top & related queries, demand dynamics, and regional distribution. Read-only, dual-flavor (Yandex Cloud Search API v2 / api.wordstat.yandex.net).
- [Bishop81/wpgoldmine-mcp](https://github.com/Bishop81/wpgoldmine-mcp) [](https://glama.ai/mcp/servers/Bishop81/wpgoldmine-mcp) ๐ โ๏ธ - MCP server to find WordPress and WooCommerce plugin opportunities: large, established plugins weakened by abandonment, low ratings, or poor support that you could realistically replace. Powered by wpgoldmine.io.
- [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) ๐ โ๏ธ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.
- [Brand-System/brandsystem-mcp](https://github.com/Brand-System/brandsystem-mcp) [](https://glama.ai/mcp/servers/Brand-System/brandsystem-mcp) ๐ ๐ ๐ ๐ช ๐ง - Make your brand machine-readable. Extract brand identity (colors, fonts, logo, voice, visual rules) from any website via static CSS + rendered-page extraction, compile into DTCG tokens, brand runtime contracts, and interaction policies. 34 tools across 4 progressive sessions. Subscribable `brand://runtime` and `brand://policy` MCP resources. Content compliance scoring (0-100), pass/fail gate, and HTML/CSS preflight. Brandcode Studio connector for hosted brand sync.
@@ -2974,6 +3012,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server)๐ โ๏ธ - SEO, content generation, PPC, keyword research, site auditing, authority building, and LLM
brand visibility monitoring via 16 specialized tools.
- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) ๐๏ธ โ๏ธ - SEO + GEO MCP server: live Google Search Console & GA4 data, keyword and page analysis, AI-visibility tracking across ChatGPT, Claude, Gemini & Perplexity, site audit and SEO task management โ all from chat.
+- [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive SEO, AEO (Google AI Overviews, Perplexity), GEO, Local SEO, and CRO growth auditor with framework-aware surgical code fixes, multi-page sitemap crawling, HTTP security headers inspection (HSTS, CSP), and universal WebMCP multi-language support.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) ๐ โ๏ธ โ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) ๐ โ๏ธ โ This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
- [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) ๐ โ๏ธ - Cross-platform ad management MCP server with full read and write capabilities across Google, Meta, LinkedIn, Microsoft, Reddit, and TikTok. Create campaigns, adjust budgets, generate creatives, and pull performance data through natural language.
@@ -2994,6 +3033,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [AutomateLab-tech/ai-seo-mcp](https://github.com/AutomateLab-tech/ai-seo-mcp) [](https://glama.ai/mcp/servers/AutomateLab-tech/ai-seo-mcp) ๐ โ๏ธ ๐ - AI-SEO / AEO / GEO audit MCP for any public URL. Scores schema.org coverage, robots.txt and llms.txt health, canonical and OpenGraph setup, and AI-citation likelihood; suggests rewrites tuned for Answer Engine and Generative Engine surfaces. No vendor keys, no crawls of private data. Install: `npx -y @automatelab/ai-seo-mcp`.
- [vruum-gtm/mcp](https://github.com/vruum-gtm/mcp) [](https://glama.ai/mcp/servers/vruum-gtm/mcp) ๐๏ธ ๐ โ๏ธ - AI revenue platform. Operate outbound, deals, pipeline, and CRM automation from your agent: people, deals, outreach, engagement, and research tools over one MCP. Remote server at `https://api.vruum.ai/mcp` (OAuth 2.1, or `Authorization: Bearer vk_live_โฆ`); `npx -y @vruum/mcp` runs the stdio bridge for clients without remote support.
- [zaialamm/citable-mcp](https://github.com/zaialamm/citable-mcp) [](https://glama.ai/mcp/servers/zaialamm/citable-mcp) ๐๏ธ ๐ โ๏ธ - SEO and AI-visibility checks an agent pays for per call, with no account: keyword research, on-page audits, AI-citation checks across ChatGPT, Claude, Gemini and Perplexity, plus rank, SERP, domain and backlink data. 17 endpoints at $0.005โ0.30 each, settled in USDC on Solana over [x402](https://x402.org); a failed call is never charged. Install: `npx -y citable-mcp`.
+- [rampify-dev/rampify-mcp](https://github.com/rampify-dev/rampify-mcp) [](https://glama.ai/mcp/servers/rampify-dev/rampify-mcp) ๐ โ๏ธ - The SEO MCP server that acts on your data, not just reads it: crawl your site, find where you're invisible in AI answers, generate the meta/schema/content fix as a spec, and ship it as a PR from Claude Code or Cursor. Built-in DataForSEO keyword data and Google Search Console.
### ๐ Monitoring
@@ -3001,6 +3041,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [adanb13/cirdan](https://github.com/adanb13/cirdan) [](https://glama.ai/mcp/servers/adanb13/cirdan) ๐ ๐ ๐ ๐ช ๐ง - AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
- [agentkitai/agentlens](https://github.com/agentkitai/agentlens) [](https://glama.ai/mcp/servers/agentkitai/agentlens) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Tamper-evident observability for AI agents: a SHA-256 hash-chained audit log with chain verification and signed export (EU AI Act Art. 12). Instrument any agent with zero code via `npx -y @agentlensai/mcp`; also ingests OpenTelemetry GenAI traces.
+- [AIops-tools/Endpoint-AIops](https://github.com/AIops-tools/Endpoint-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops) ๐ ๐ - Governed managed-endpoint fleet operations (thin-client/VDI) โ login-storm and patch/config-drift analysis, inventory, and guardrailed remediation (13 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback.
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license.
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) ๐ โ๏ธ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) ๐ ๐ - Read-only Redis monitoring โ queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: `uvx mcp-redis-monitor`.
@@ -3128,14 +3169,17 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [KyaniteLabs/kinocut](https://github.com/KyaniteLabs/kinocut) [](https://glama.ai/mcp/servers/KyaniteLabs/kinocut) ๐ ๐ ๐ ๐ช ๐ง - Guardrailed video editing for AI agents with 135 MCP tools for FFmpeg editing, captions, audio, effects, Hyperframes, repurposing, resumable workflows, quality gates, and provenance receipts. Includes a Python client and `kino` CLI; runs locally with no required API keys.
- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - AI 3D model generation and post-processing: text/image/multiview-to-3D via Tripo, plus retopology, format conversion (GLB/FBX/OBJ/STL/USDZ), and stylization. Single Go binary, 10 tools, async generation with polling.
- [mutonby/openshorts](https://github.com/mutonby/openshorts) [](https://glama.ai/mcp/servers/mutonby/openshorts) ๐๏ธ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Turn long videos into viral-ready vertical shorts: AI moment detection, face-tracked 9:16 reframing, word-level captions, 30+ language dubbing, and direct publishing to TikTok/Instagram/YouTube. Self-hostable (MIT) or remote at `https://mcp.openshorts.app/mcp`.
+- [SHARProduction/production-metadata-mcp](https://github.com/SHARProduction/production-metadata-mcp) [](https://glama.ai/mcp/servers/SHARProduction/production-metadata-mcp) ๐ ๐ ๐ ๐ช ๐ง - [SHAR Production](https://sharprod.com/) AI-hybrid video-production metadata gate: read-only local stdio MCP that validates rights-aware production manifests and returns a releasability result. One tested tool; no API key, network calls, local-file access, or publishing operations. Install from source: `npm install && node server.js`.
- [stabgan/openrouter-mcp-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal) [](https://glama.ai/mcp/servers/stabgan/openrouter-mcp-multimodal) ๐ โ๏ธ ๐ ๐ช ๐ง - All-in-one multimodal MCP for 300+ OpenRouter models: text chat, image / audio / video analysis, and image / audio / video generation (Veo 3.1, Sora 2 Pro, Seedance, Wan). Structured `_meta.code` error taxonomy, IPv4+IPv6 SSRF guards, path-sandbox for disk writes, retry-after-aware backoff, multi-arch Docker.
- [stass/exif-mcp](https://github.com/stass/exif-mcp) ๐ ๐ ๐ง ๐ ๐ช - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections.
- [strato-space/media-gen-mcp](https://github.com/strato-space/media-gen-mcp) ๐ โ๏ธ ๐ - TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation, editing, and asset downloads.
- [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) ๐ ๐ ๐ง ๐ ๐ช - ComputerVision-based ๐ช sorcery of image recognition and editing tools for AI assistants.
+- [tandryukha/aidemo](https://github.com/tandryukha/aidemo) [](https://glama.ai/mcp/servers/tandryukha/aidemo) ๐ ๐ ๐ ๐ง - Turns an agent-authored storyboard.json into a narrated, captioned product-demo MP4 (TTS voiceover, Whisper-synced captions, auto-zoom) via deterministic Chrome replay and ffmpeg; re-renders itself in CI with no API key, and works on localhost or auth-walled apps. Run with `npx -y github:tandryukha/aidemo#stable mcp`.
- [Tommertom/sonos-ts-mcp](https://github.com/Tommertom/sonos-ts-mcp) ๐ ๐ ๐ ๐ช ๐ง - Comprehensive Sonos audio system control through pure TypeScript implementation. Features complete device discovery, multi-room playback management, queue control, music library browsing, alarm management, real-time event subscriptions, and audio EQ settings. Includes 50+ tools for seamless smart home audio automation via UPnP/SOAP protocols.
- [TranscriptFetch/mcp-server](https://github.com/TranscriptFetch/mcp-server) [](https://glama.ai/mcp/servers/TranscriptFetch/mcp-server) ๐๏ธ ๐ โ๏ธ - Transcripts from YouTube, TikTok, Instagram and podcasts for AI agents, plus YouTube search, channel and playlist listing (official, hosted API behind it).
- [transloadit/node-sdk](https://github.com/transloadit/node-sdk/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/transloadit/node-sdk) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Agent-native media processing via Transloadit's 86+ Robots: video encoding (HLS, H.264, VP9), image manipulation (resize, watermark, smart crop), document conversion, OCR, speech transcription, and more. Hosted or self-hosted via npx.
- [torrentclaw/torrentclaw-mcp](https://github.com/torrentclaw/torrentclaw-mcp) ๐๏ธ ๐ โ๏ธ - Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata.
+- [tro2789/scout-premiere-mcp](https://github.com/tro2789/scout-premiere-mcp) [](https://glama.ai/mcp/servers/tro2789/scout-premiere-mcp) ๐ ๐ ๐ช - Drive Adobe Premiere Pro from an agent through the Scout panel: transcript search with frame-accurate timecodes, markers, cuts, exports, and 266 ExtendScript tools for effects, transitions, export and project management.
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) ๐ฅ ๐ - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
- [video-edit-mcp](https://github.com/Aditya2755/video-edit-mcp) ๐ ๐ ๐ ๐ช - Comprehensive video and audio editing MCP server with advanced operations including trimming, merging, effects, overlays, format conversion, audio processing, YouTube downloads, and smart memory management for chaining operations without intermediate files
- [TopazLabs/topaz-mcp](https://github.com/TopazLabs/topaz-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI image enhancement (upscaling, denoising, sharpening) via Topaz Labs API. Supports 8 models including Standard V2, Wonder 2, Bloom, and Recover 3.
@@ -3165,6 +3209,7 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [ostapondo/Plonk](https://github.com/ostapondo/Plonk) [](https://glama.ai/mcp/servers/ostapondo/Plonk) ๐ ๐ ๐ - A Mac window manager an agent can drive, plus ten more menu bar utilities behind the same icon: see every monitor and window, arrange a layout across displays in one call, snap a window into zones you drew yourself, save workspaces that relaunch apps into their places, keep-awake, measure the screen, screenshot a window by name even when it is buried behind other windows, annotate it, and read text off the screen on-device โ handed back a box per line, so what was read can be pointed at. 20 tools, backed by a native menu bar app over a local-only loopback API; no cloud, no telemetry. `npx -y plonk-mcp`, or open the shipped `.mcpb` bundle in Claude Desktop.
- [emazaheri/ios-agent](https://github.com/emazaheri/ios-agent) [](https://glama.ai/mcp/servers/emazaheri/ios-agent) ๐ ๐ ๐ - Drive a real iPhone or an iOS Simulator through XCUIAutomation and WebDriverAgent. Screens arrive as a compact digest rather than raw accessibility XML (37,000 tokens to 329 on a long list), element resolution runs server-side through six tiers so a retry costs no model tokens, every action returns the screen it produced, and destructive actions are classified before they run and ask first.
- [yunfeng-enrich/usemymac](https://github.com/yunfeng-enrich/usemymac) [](https://glama.ai/mcp/servers/yunfeng-enrich/usemymac) ๐ ๐ ๐ - Turn a Mac into a remote computer-use MCP server with one command. `uvx usemymac up` wraps CUA's computer-server (screenshot, mouse, keyboard, windows, apps, accessibility tree) in a per-run token, hides shell and file tools unless opted in, and opens a Cloudflare quick tunnel so Claude Code, Codex, or any MCP client on another machine can use the Mac. Rides an existing CuaDriver daemon when one is running.
+- [dockndevai/mcp-macos](https://github.com/dockndevai/mcp-macos) [](https://glama.ai/mcp/servers/dockndevai/mcp-macos) ๐ ๐ ๐ - Safe-by-default control of a Mac: read files, list processes & apps, take screenshots, read the clipboard; and behind explicit opt-ins, run shell commands (allowlisted), AppleScript, move files to Trash, and inject GUI input. Read-only by default with layered access modes, per-path/command allowlists, and human confirmation (MCP elicitation) on the dangerous calls. `npx -y @dockndevai/mcp-macos`
### ๐๏ธ Podcasts
@@ -3274,8 +3319,10 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) ๐ ๐ โ๏ธ - An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) ๐ โ๏ธ - Decisions the model doesn't make: a Rete rule engine returns the verdict, retrieval over your own policy documents explains it โ so an explanation can't invent a threshold your rulebook doesn't have. Turn a written policy into draft rules that cite the sentence each encodes, save them as YAML, then decide; every verdict names the rule that fired, and you can ask why any rule didn't.
### ๐ Search & Data Extraction
+- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) ๐๏ธ ๐ โ๏ธ - Web page data for agents: scrape to Markdown, extract metadata, links and JSON-LD schema, audit on-page SEO, detect tech stacks, and validate XML sitemaps. Free tier, no card. Install via `npx -y @tooltrace/mcp-server`, or use the hosted endpoint at `https://mcp.tooltrace.io/mcp`.
- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) ๐ โ๏ธ ๐ - Agent-native web search for AI agents: one provider-neutral `web_search` tool aggregating model-native grounding (ARK, Gemini, Grok, DeepSeek, Zhipu) and agent search APIs (Exa, Parallel, Brave, Perplexity, Tavily, You.com). Keyless free defaults, stdio + stateless Streamable-HTTP MCP, CLI, Python API, and Hermes plugin. Install via `pipx install agent-web-search-mcp`.
- [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) ๐๏ธ ๐ โ๏ธ - YouTube transcripts in five formats (text, JSON, SRT, VTT, srv3), video and channel search, playlists, and 4,000-video batch jobs over a hosted endpoint. 14 tools, free tier, no card.
+- [jlucasmcrell/apify-scrapers](https://github.com/jlucasmcrell/apify-scrapers) [](https://glama.ai/mcp/servers/jlucasmcrell/apify-scrapers) ๐ ๐ - Model Context Protocol server exposing verified public data scrapers and lead extractors for Google Maps, Glassdoor, SEC EDGAR, and state contractor registries. Run locally via Python stdio.
- [Newscatcher/catchall-mcp](https://github.com/Newscatcher/catchall-mcp) [](https://glama.ai/mcp/servers/Newscatcher/catchall-mcp) ๐ โ๏ธ - Recall-first web search: finds every relevant event across the open web, not just the top results.
- [igorsaevets/page2ai-mcp](https://github.com/igorsaevets/page2ai-mcp) [](https://glama.ai/mcp/servers/igorsaevets/page2ai-mcp) ๐ ๐ - Convert any web page URL into clean Markdown for LLM context. Runs entirely on your machine with no external API calls and no API key. Preserves tables, code blocks and heading structure. Install via `npx -y @page2ai/mcp`.
- [pgalyen1987/gate402-mcp](https://github.com/pgalyen1987/gate402-mcp) [](https://glama.ai/mcp/servers/pgalyen1987/gate402-mcp) ๐ โ๏ธ - Pay-per-call agent APIs over x402 (USDC on Base): per-token LLM inference (Llama 3.1/Qwen/Mistral), per-second GPU/CPU compute, on-chain/DeFi + SEC-EDGAR + news data, and clean-Markdown/Cloudflare-stealth web scraping. Signed receipts, no signup โ auto-claims a free-tier key. Install via `npx -y gate402-mcp`.
@@ -3323,6 +3370,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [comparedge/mcp-server-comparedge](https://github.com/comparedge/mcp-server-comparedge) [](https://glama.ai/mcp/servers/comparedge/mcp-server-comparedge) ๐ โ๏ธ ๐ - Verified SaaS, AI, and LLM pricing for 490+ tools: plans, hidden costs, alternatives, and comparisons. Free, no API key.
- [CKBrennan/overtone-news-mcp](https://github.com/CKBrennan/overtone-news-mcp) [](https://glama.ai/mcp/servers/CKBrennan/overtone-news-mcp) ๐ - Real-time news with tone analysis, brand safety, and narrative shift signals for AI agents.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) ๐ ๐ โ๏ธ - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.
+- [eliottreich/crawdar-mcp](https://github.com/eliottreich/crawdar-mcp) [](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp) ๐๏ธ ๐ โ๏ธ - Official hosted MCP server with an open-source stdio bridge for evidence-backed business discovery and lead-list research. Search by plain-language brief or structured criteria, inspect qualification evidence and exclusions, and use resumable jobs with cursor paging and export support.
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) โ๏ธ ๐ โ Crawleo Search & Crawl API
- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) โ๏ธ - Hosted MCP for structured public web data โ 319 tools across search, maps, commerce, social, and finance, each returning clean JSON. Free 2,000 credits/mo.
- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) ๐ โ๏ธ - Work with Kagi *without* API access (you'll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication.
@@ -3503,9 +3551,9 @@ Tools for conducting research, surveys, interviews, and data collection.
- [smeet666/mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef) [](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef) ๐ โ๏ธ ๐ ๐ช ๐ง - Search Ptitchef, browse its tree of ingredient categories, read a recipe with its ingredients, method, cost and nutrition, and ask what can be cooked from what is in the fridge. Rescales to any number of servings, and lists the other languages a recipe was published in. No API key. `npx -y mcp-ptitchef`
- [smeet666/mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood) [](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood) ๐ โ๏ธ ๐ ๐ช ๐ง - Search BBC Good Food and read a recipe in either of the two renditions the site writes, its own and the one restated for readers in the United States. Publishes the vocabulary each search facet accepts, since the site answers a value it does not know with a total of zero. Rescales to any number of people. No API key. `npx -y mcp-bbc-goodfood`
- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) ๐ โ๏ธ ๐ ๐ช ๐ง - Read Supertoinette's French recipes: ingredients with the quantity separated from the line, steps, difficulty, cost level, resting time, and the five wines the site ranks for a dish. Rescales any recipe to a number of people, saying on each line whether the arithmetic landed exactly. No API key. `npx -y mcp-supertoinette`
-
### ๐ Security
+- [AIops-tools/Compliance-AIops](https://github.com/AIops-tools/Compliance-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops) ๐ ๐ - A meta-tool that reads other AIops tools' audit trails and seals framework-mapped (HIPAA/PCI-DSS/SOC 2/GDPR) hash-chained evidence bundles โ deterministic, offline, and tamper-evident (19 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards.
- [felixpg13-glitch/spendshield](https://github.com/felixpg13-glitch/spendshield) [](https://glama.ai/mcp/servers/felixpg13-glitch/spendshield) ๐ ๐ - Payment guardrails for AI agents: spend-capped digital identity (KYA), dry-run / budget / amount-limit / approval gates, prompt-injection defense (new recipients & large amounts require human sign-off), AES-encrypted secret vault with audited access, full audit trail. Python library + stdio MCP server. `pip install spendshield`
- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) ๐ ๐ - Self-hosted security and policy layer for AI agents interacting with blockchain wallets. Agents submit a proposed transaction/action and Guardian evaluates wallet, token, contract, threat-intelligence, simulation, policy and reputation signals before returning an explainable ALLOW / WARN / BLOCK decision. Includes an MCP stdio server, real RPC/Blockscout/DexScreener/GoPlus providers, transaction simulation, local threat lists and policy controls.
@@ -3638,6 +3686,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [mrz1880/mcp-keycloak-admin](https://github.com/mrz1880/mcp-keycloak-admin) [](https://glama.ai/mcp/servers/mrz1880/mcp-keycloak-admin) ๐ ๐ - Administer Keycloak through its Admin REST API โ users, roles, clients, groups, identity providers, federation and events. Safe by default: read-only mode, realm allow-list, and confirmation for destructive actions. `npx -y mcp-keycloak-admin`
- [muhannad-hash/mcp-shield](https://github.com/muhannad-hash/mcp-shield) [](https://glama.ai/mcp/servers/muhannad-hash/mcp-shield) ๐ ๐ ๐ ๐ช ๐ง - Security scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain risks before you install. Four tools: scan npm packages, scan local directories, check prompt injection, and audit supply chain trust score. `npx @muhannad-hash/mcp-shield`
- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [](https://glama.ai/mcp/servers/rob925/mcp-shield) ๐ ๐ ๐ ๐ช ๐ง - Static security scanner and MCP server for MCP servers and AI agent tools. Detects secrets, shell execution, risky tool descriptions, environment access, and prompt-injection phrases. `mcp-shield-server`
+- [nickgeorgeseo/mcp-gatehouse](https://github.com/nickgeorgeseo/mcp-gatehouse) [](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse) ๐ ๐ - Permission tiers, approval gates, and secret-redacting audit logging enforced inside the server at the tool boundary; includes a demo order-desk server. `uvx mcp-gatehouse`
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) ๐๏ธ ๐ - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [](https://glama.ai/mcp/servers/operantlabs/operant-mcp) ๐ โ๏ธ ๐ - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.
- [OrygnsCode/opa-mcp-server](https://github.com/OrygnsCode/opa-mcp-server) [](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Open Policy Agent (OPA) and Rego policy toolkit. 32 tools spanning authoring (format, lint, check, deps), evaluation (eval, test, bench, coverage), and OPA REST control (policies, data, decisions, compile). Wraps the OPA CLI and the [Regal](https://github.com/StyraInc/regal) linter, with AI-assisted helpers for explaining decisions, generating test skeletons, and suggesting fixes.
@@ -3727,6 +3776,9 @@ Tools for conducting research, surveys, interviews, and data collection.
- [timescale/rsigma](https://github.com/timescale/rsigma) [](https://glama.ai/mcp/servers/timescale/rsigma) ๐๏ธ ๐ฆ ๐ ๐ ๐ช ๐ง - Exposes the RSigma Sigma detection-engineering toolkit to AI agents over stdio or Streamable HTTP with `rsigma mcp serve`. Tools to author, lint, validate, and convert Sigma detection rules, evaluate and explain detections against log events, and inspect correlation state, all backed by a native Rust engine.
- [dengyier/OpenWorkProof](https://github.com/dengyier/OpenWorkProof) [](https://glama.ai/mcp/servers/dengyier/OpenWorkProof) ๐ ๐ โ๏ธ - Verifiable execution protocol for AI agent tool calls. Ed25519-signed PolicyDecisions, causal evidence chains (RFC 8785 JCS), and offline verification from SQLite ledger. 2,281 tests, 2 real-world bugs demonstrated end-to-end. `pip install openworkproof`
- [aurumflux20/seal](https://github.com/aurumflux20/seal) [](https://glama.ai/mcp/servers/aurumflux20/seal) ๐ ๐ - Exactly-once execution for agents that move money: the same payment can't settle twice across processes or retries. World-confirmation asks the provider ("did this charge actually land?") and returns CONFIRMED_ONE / MULTIPLE / ABSENT / UNKNOWN; out-of-band reconcile catches spend that bypassed the gateway; earned-autonomy licensing (L0โL5) only raises an agent's unattended spend ceiling on proven-clean history. In the official MCP Registry as `io.github.aurumflux20/seal`. `pip install seal-kernel`
+- [Jiangw2718i/frisk](https://github.com/Jiangw2718i/frisk) [](https://glama.ai/mcp/servers/Jiangw2718i/frisk) ๐ ๐ โ๏ธ - Screen the counterparty of an x402 payment before an agent pays it. One tool, `screen_payment`, runs deterministic checks โ address sanity, dynamic-`payTo` swap detection, transport safety and your own spend policy โ and returns `allow`/`review`/`block` with the reasons for the verdict. Advisory: it never holds funds, and your code decides. Runs entirely on your machine by default with no key, no account and no network call (MIT, 5 packages installed); set `FRISK_API_KEY` to answer the same tool from the hosted reputation graph instead. `npx frisk-mcp`
+
+- [epistemedeus/skillguard](https://github.com/epistemedeus/skillguard) [](https://glama.ai/mcp/servers/epistemedeus/skillguard) ๐ ๐ - Static security scanner for Claude Code skills, plugins, and MCP servers โ vet a dependency for malware (secret/env exfiltration, install-time hooks, prompt injection, committed binaries) **before** you install it. Static-only: it clones and reads files, never executes the scanned code. `npx -y github:epistemedeus/skillguard mcp`
### ๐ Social Media
@@ -3846,6 +3898,7 @@ Tools for accessing sports-related data, results, and statistics.
- [Zsadigzade/trainbud](https://github.com/Zsadigzade/trainbud) [](https://glama.ai/mcp/servers/Zsadigzade/trainbud) ๐ ๐ ๐ ๐ช ๐ง - Talk to your Garmin Connect training data โ activities, sleep, heart rate, recovery, body composition, stress, VO2 max, and a memory layer for goals and races. Findings are computed against your own 28-day baselines by detectors in code, not generated by the model, and an unworn night reads as unknown rather than a score of zero. Runs entirely on your machine: credentials in a local `.env`, SQLite cache, no account and no hosted service. Includes an optional Connect IQ watch app that asks from your wrist. Install: `npx trainbud setup`.
### ๐ง Support & Service Management
Tools for managing customer support, IT service management, and helpdesk operations.
+- [webmilmind1/deskcrew-mcp](https://github.com/webmilmind1/deskcrew-mcp) [](https://glama.ai/mcp/servers/webmilmind1/deskcrew-mcp) โ๏ธ - Hosted multi-tenant support-desk MCP; AI agents run tickets over MCP and pay per action in USDC (x402) across six chains, or create and run their own bounty board (the paying wallet owns it); remote streamable-HTTP, no account.
- [aikts/yandex-tracker-mcp](https://github.com/aikts/yandex-tracker-mcp) ๐ โ๏ธ ๐ - MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users.
- [Berckan/bugherd-mcp](https://github.com/Berckan/bugherd-mcp) ๐ โ๏ธ - MCP server for BugHerd bug tracking. List projects, view tasks with filtering by status/priority/tags, get task details, and read comments.
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) ๐ โ๏ธ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
@@ -3949,6 +4002,7 @@ Access to travel and transportation information. Enables querying schedules, rou
Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.
+- [dockndevai/mcp-azure-devops](https://github.com/dockndevai/mcp-azure-devops) [](https://glama.ai/mcp/servers/dockndevai/mcp-azure-devops) ๐ ๐ ๐ ๐ช ๐ง - Azure DevOps boards/work items, repos/pull requests, pipelines & projects โ governed with access modes, project allowlists, protected projects, delete gating, and typed confirmation. `npx -y @dockndevai/mcp-azure-devops`
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) ๐ ๐ - Read and analyze GitHub repositories with your LLM
- [costajohnt/oss-autopilot](https://github.com/costajohnt/oss-autopilot) [](https://glama.ai/mcp/servers/costajohnt/oss-autopilot) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Open source contribution manager with PR tracking across repos, issue discovery, CI failure diagnosis, and maintainer response drafting. Available as CLI, MCP server, and Claude Code plugin.
- [daniloneto/bitbucket-mcp](https://github.com/daniloneto/bitbucket-mcp) [](https://glama.ai/mcp/servers/daniloneto/bitbucket-mcp) ๐ โ๏ธ - MCP server for Bitbucket Cloud focused on pull-request review โ read PRs, diffs, comments, commits, files and the repo tree; post inline/general comments, approve, or request changes. Uses Atlassian API tokens (stdio).
@@ -3966,6 +4020,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) ๐ ๐ ๐ ๐ช ๐ง - Local safety layer for vibe coding and AI agents. MCP tools expose deterministic risk checks, sessions, checkpoints, policy inspection, and fix prompts; the companion CLI can restore project files, including uncommitted work, to their pre-session state. No LLM judges risk.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) ๐ ๐ - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) ๐ โ๏ธ ๐ - GitLab platform integration for project management and CI/CD operations
+- [MongLong0214/commitlore](https://github.com/MongLong0214/commitlore) [](https://glama.ai/mcp/servers/MongLong0214/commitlore) ๐ ๐ ๐ ๐ช ๐ง - Returns the decision records still in force for the path an agent is about to edit: constraints, already-ruled-out alternatives, and warnings, stored as ordinary git trailers and notes, with superseded and expired records filtered out.
- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) ๐ โ๏ธ ๐ - GitLab CI/CD โ pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry.
- [nikolay-e/diffctx](https://github.com/nikolay-e/diffctx) [](https://glama.ai/mcp/servers/@nikolay-e/diffctx) ๐ ๐ ๐ ๐ช ๐ง - Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic, 30+ languages. Published on PyPI and in the MCP Registry.
- [noordeen123/culprit](https://github.com/noordeen123/culprit) [](https://glama.ai/mcp/servers/noordeen123/culprit) ๐ ๐ ๐ ๐ช ๐ง - Deterministic, offline root-cause analysis for coding agents: ranks the commit that introduced a regression (git blame/log), maps a feature's blast radius, and verifies a proposed fix is complete before committing (verify_fix). Read-only; also a CLI and a Claude Code plugin.
@@ -4166,6 +4221,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [hushvert/mcp](https://github.com/hushvert/mcp) [](https://glama.ai/mcp/servers/hushvert/mcp) ๐ โ๏ธ - File-conversion tools for AI agents: convert documents, images, audio, video, archives and PDFs across formats (convert_file, convert_poll, list_formats, check_usage). Runs local-doable conversions in the browser and refuses to bill for them. Backed by hushvert.com.
- [hypescale/storyblok-mcp-server](https://github.com/hypescale/storyblok-mcp-server) [](https://glama.ai/mcp/servers/martinkogut/storyblok-mcp-server) ๐ โ๏ธ - MCP server for the Storyblok headless CMS with 160 tools across 30 modules. Manage stories, components, assets, workflows, releases, and more via AI assistants.
- [imnoo-team/drawing-converter-mcp](https://github.com/imnoo-team/drawing-converter-mcp) [](https://glama.ai/mcp/servers/imnoo-team/drawing-converter-mcp) ๐ ๐ ๐ ๐ช ๐ง - Convert technical-drawing PDFs and engineering callouts between metric and imperial โ dimensions, ยฑ tolerances, ISO fit classes, MโUNC threads, surface roughness โ with converted values stamped in place on the PDF. Install via NPM: `npx -y drawing-converter-mcp`
+- [imnoo-team/quality-control-plan-mcp](https://github.com/imnoo-team/quality-control-plan-mcp) [](https://glama.ai/mcp/servers/imnoo-team/quality-control-plan-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Generate quality control plans and inspection reports from technical-drawing PDFs โ tolerances, fits, threads, GD&T and surface finishes extracted automatically, balloon numbering with acceptance limits, ballooned drawing PDF and Excel measurement report. Install via NPM: `npx -y quality-control-plan-mcp`
- [imprvhub/mcp-claude-spotify](https://github.com/imprvhub/mcp-claude-spotify) ๐ โ๏ธ ๐ - An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
- [inkbytefo/screenmonitormcp](https://github.com/inkbytefo/screenmonitormcp) ๐ ๐ ๐ ๐ช ๐ง - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and multimodal agent workflows.
- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) ๐๏ธ ๐ ๐ - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.