Loomal

All MCP servers

The full Loomal directory — 7,516 MCP servers from the official registry, ranked by GitHub stars. Page 5 of 31.

1001mirror-mcpMirror MCP: Introspection for LLMs141002codex-octopusSpawn multiple specialized Codex agents as MCP servers, each independently configured.141003MidjourneyMCP server for Midjourney AI image generation and editing141004mcp-sunoMCP server for Suno AI music generation, lyrics, and covers141005Chart Library — Pattern IntelligenceHistorical chart-pattern intelligence for AI agents. 25M+ embeddings, 19K+ symbols, 10y history.141006Power Automate MCP Server by Flow StudioDebug, build, and manage Power Automate cloud flows with AI agents141007browser-mcpControl your real Chrome from Claude Code. 29 tools with CAPTCHA solving and multi-session.131008simplenote-mcpMCP server for reading Simplenote notes across macOS, Linux, and Windows131009ConnapseSelf-hosted knowledge backend for AI agents with hybrid search and MCP tools131010context-memPersistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 tools131011Funplay Godot MCPstdio bridge for the local Godot Editor MCP server from FunplayAI/funplay-godot-mcp.131012Obsidian Vault MCP ServerAccess Obsidian vaults via Local REST API - read, search, and interact with notes131013forge-mcp-serverTurn PyTorch into fast CUDA/Triton kernels on real datacenter GPUs with up to 14x speedup.131014InfrawiseInfrastructure analysis for AWS (15 tools) — DynamoDB, Lambda, SQS, SNS, S3, PostgreSQL, MongoDB.131015tampermonkey-mcpMCP server to manage your Tampermonkey scripts131016VASTlintVAST XML validator — checks IAB VAST 2.0–4.3 ad tags for spec compliance. 121 rules.131017iMessage MCP25 tools for searching, analyzing, and exploring your iMessage history on macOS.131018AttestorSelf-hosted memory for agent teams. Bi-temporal replay, deterministic retrieval, audit log.131019memwrightEmbedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.131020cashfree-mcpCashfree MCP server for cashfree docs and APIs131021deployhq-mcp-serverModel Context Protocol (MCP) server for DeployHQ API integration131022Weather Data MCP ServerWeather forecasts, alerts, air quality, marine, radar imagery, lightning. NOAA + Open-Meteo.131023boxpdfResource-only MCP server with docs and templates for the boxpdf TypeScript PDF layout library.131024ble-mcp-serverLet AI agents interact with real BLE hardware — scan, connect, read, write, and subscribe.131025viznoirCinema-quality science visualization for AI agents — headless VTK via MCP.131026email-mcpUnified email MCP server for Gmail, Outlook, iCloud, and IMAP with batch operations131027remiApple Reminders CLI and MCP server with section support and iCloud sync131028McpMuxMcpMux — configure MCP servers once, connect every AI client through one local gateway.131029app-publishMCP server for App Store Connect & Google Play Console — iOS/Android app management131030sqlite-mcp-serverSQLite MCP server with 73 tools for JSONB, full-text search, geospatial, and analytics.131031enquire-mcpLong-term memory for AI agents — your Obsidian vault as searchable persistent memory.131032kronan-mcpMCP server for the Krónan grocery store API (Iceland)131033llmkitAI cost tracking: 11 tools for spend, budgets, and Claude Code + Cursor + Cline costs131034replicant-mcpAndroid MCP server for AI-assisted development. Build, test, emulate, and automate.131035thunderbit-mcp-serverAI-powered web scraping MCP. Distill pages to Markdown or extract structured data via JSON Schema.131036EvidraEvidra — Flight recorder for AI infrastructure agents131037claudiaTask management for AI agents with hierarchical tasks, dependencies, sprints, and coordination.131038BLS OEWSBLS Occupational Employment and Wage Statistics market wages. 7 tools.121039eCFRElectronic Code of Federal Regulations including FAR and DFARS. 13 tools.121040Federal RegisterFederal Register proposed/final rules, notices, executive orders, FAR cases. 8 tools.121041GSA CALC+GSA CALC+ awarded labor ceiling rates from 230K+ MAS contracts. 8 tools.121042GSA Per DiemGSA Per Diem federal travel lodging and M&IE rates. 6 tools.121043Regulations.govRegulations.gov rulemaking dockets, documents, public comments. 8 tools.121044SAM.govSAM.gov entity registration, exclusions, opportunities, contract awards. 15 tools.121045USASpending.govUSASpending.gov federal contracts, subawards, recipients, agencies. 55 tools.121046cortexLocal repo context for coding assistants with semantic search and graph relationships.121047genieacs-mcpMCP server bridging GenieACS TR-069 ACS instances to LLMs for CPE device management121048discord-mcpA lightweight, multi-guild Discord MCP server with 95+ tools121049alaya-mcpLocal memory engine for AI agents with knowledge graphs, forgetting, and semantic recall121050deepseekMCP server for DeepSeek AI with chat, reasoning, sessions, function calling, and cost tracking121051agent-skill-loaderDynamically load Claude Code skills into AI agents without copying files.121052memoirPersistent memory for AI coding tools via MCP. Remembers across sessions and machines.121053cronometerMCP server for Cronometer — food logs, macros, fasting, biometrics, and recurring foods121054BoondManager MCP ServerMCP Server for BoondManager API - 174 tools, 11 prompts, 21 resources (ERP/CRM)121055Arduino MCP ServerArduino MCP server for CLI setup, board detection, compile/upload, serial monitoring, and pin refs.121056hashnetUniversal AI Agent Discovery - search 59,000+ agents across MCP, NANDA, A2A, OpenRouter121057Kolada MCP ServerSwedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municipalities.121058aigroup-mdtoword-mcp本地 Markdown 到 Word 文档转换工具，支持最新 MCP 协议特性、完整的页眉页脚页码功能、增强的表格功能、数据导入和数学公式支持，修复本地相对路径图片嵌入问题121059neurodivergent-memoryPersistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.121060ServiceNow MCP Server19 tools + 5 resources for ServiceNow: CMDB, update sets, tables. OAuth 2.1, Tokyo+.121061Power BI Analyst MCPBrowse Power BI workspaces, run DAX queries, and page through large results.121062instagram-mcpInstagram MCP — 23 tools for Instagram Graph API: posts, DMs, stories, reels, analytics.121063logoloomAI logo design → SVG → full brand kit. Text-to-path, optimize, export PNG/ICO/WebP.121064ChromaDB Remote MCP ServerRemote ChromaDB vector database MCP server with streamable HTTP transport121065PEAC Protocol: Signed interaction receiptsPortable signed records for agent, API, MCP, and cross-runtime interactions.121066memiDesign-system memory for coding agents — Figma tokens, shadcn/ui codegen, Tailwind audits.121067MemoireShadcn-native Design CI for Tailwind apps with registry export and MCP UI tools.121068meta-api-mcp-serverYou can connect any API to LLMs. This enables AI to interact directly with APIs121069Federal Compass MCPAI compass from private sector to federal career — USAJobs search, salary, KSA121070SuprSendManage SuprSend entities — workflows, templates, users, objects, tenants — from your AI assistant.121071brainboxHebbian memory for AI agents. Learns file patterns, predicts next tools, saves tokens.121072pindocCode-pinned team memory for AI coding agents — typed artifacts, MCP-native, self-host.121073IT GlueMCP server for IT Glue — organizations, configurations, passwords, flexible assets, and documents.121074XMemoUser-owned memory for AI agents, Copilot, Claude, IDEs, CLIs, and chat apps over remote MCP.121075mupMCP server that turns HTML MUP panels into interactive UI tools for LLMs.111076octen-mcpURL to LLM-ready markdown — plus per-page category, page_structure, and query-driven highlights.111077local-voice-mcpGive your MCP clients the ability to speak by running local voice models using Chatterbox TTS111078JobGPT - Job Search Automation & Auto ApplyJob search automation, auto apply, resume builder, application tracking, and recruiter outreach111079catalog-cli-proAmazon catalog auditing tool. 13 quality checks for your listings.111080synter-adsManage ad campaigns across Google, Meta, LinkedIn, Reddit, TikTok, and more via AI.111081TiaCommanderSiemens TIA Portal MCP server — AI-assisted PLC programming. 16 tools, 166 actions.111082NowAIKit — ServiceNow AI Toolkit400+ ServiceNow MCP tools + 26 AI capabilities + fluent query, batch API, BYOK mode.111083Prism ScannerSecurity scanner for AI Agent skills, plugins, and MCP servers with A-F grading.111084edinet-mcpAccess Japanese financial disclosures (EDINET). Search companies, retrieve BS/PL/CF statements.111085propresenter-mcpProPresenter 7 MCP server111086vulnicheckHTTP MCP Server for comprehensive Python vulnerability scanning and security analysis.111087mcp-proxmoxManage Proxmox VE clusters through AI assistants — VMs, containers, and more111088nakkasMCP server that turns AI into an SVG artist. One rendering engine, AI decides everything.111089app-store-connectApp Store Connect API as MCP: apps, TestFlight, subscriptions, localizations, reports. JWT auth.111090memorydetectiveiOS leak/perf debugging via MCP: memgraph cycles, .trace analysis, SourceKit-LSP bridging.111091memory-mcp情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力111092Banco MCPBrazilian Open Finance MCP — 30+ banks (Itaú, Nubank, etc.) to Claude/Cursor. Read-only.111093aegisCredential isolation for AI agents. Inject secrets at the network boundary.111094multi-gmail-mcpManage multiple Gmail accounts in Claude Desktop — search, send, reply, draft, and organize.111095airmcpApple-native MCP server - 272 tools across 29 modules. HITL, audit log, rate limits. macOS only.111096forageSelf-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically.111097MTG MCP ServerMagic: The Gathering card search, combo lookup, draft analytics, and Commander tools.111098Kylas CRMMCP server for Kylas CRM: create, search, and manage leads. Requires KYLAS_API_KEY.111099devdocs-mcpLocal DevDocs MCP Server (Developer Docs with project specific context awareness)111100MT5-QuantMT5 strategy development with 87 tools. Backtest, optimize, debug MQL5 EAs on macOS/Linux.111101linksee-memoryCatches when your project drifts from its own decisions. Local-first cross-agent memory MCP.111102NEUS MCPIdentity and authority for AI assistants. Trust receipts over MCP. docs.neus.network/mcp/ide-plugin111103pubcrawlPubMed literature search and US/UK drug labelling for AI assistants.111104build123d MCPAI-driven 3D CAD via build123d: execute, render, measure, and export geometry interactively.111105outlookOutlook & OneDrive MCP: personal & enterprise tools for mail, calendar, contacts, tasks, files111106SumUp MCP ServerTools to explore SumUp accounts, payments, customers, and payouts.111107FO Semantic MCPSemantic search over 50,000+ Dynamics 365 F&O artifacts: tables, forms, classes, and more.111108LonghandLocal memory for Claude Code. Semantic recall across session history with zero API calls.101109zen-mcpMCP server for Zen Browser automation via WebDriver BiDi101110SeekLinkLocal read-only semantic search for Markdown vaults through MCP.101111zotero-bridgeMCP Server for Zotero SQLite Database - collection, tagging, PDF reading and more.101112Crawleo-MCPHosted Crawleo MCP (remote streamable HTTP endpoint).101113mcp-server-taiwan-weather用於取得臺灣中央氣象署 API 資料的 Model Context Protocol (MCP) Server101114velociragLightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.101115WebPeelFetch any web page as clean, AI-ready markdown with smart HTTP-to-browser escalation.101116Skolverket MCPMCP server for Skolverket's open APIs - Curriculum, School Units, and Adult Education101117ask-antigravityBridge Claude with Google's Antigravity CLI (agy) for code review and second opinions101118ask-codexBridge Claude with OpenAI Codex CLI for AI-to-AI collaboration, code review, and second opinions101119ask-geminiBridge Claude with Gemini CLI for AI-to-AI collaboration, code review, and second opinions101120ask-llmUnified MCP server — auto-detects Gemini, Codex, Ollama, Antigravity; registers available tools101121ask-ollamaBridge Claude with local Ollama LLMs for private AI-to-AI collaboration — no API keys, fully local101122sshmcpSSH server management with zero-token SFTP file transfer and SOCKS proxy support101123interactive-leetcode-mcpInteractive LeetCode MCP server with authorization and solution submission capabilities101124bigquery-mcpA SnowLeopardAI-managed MCP server that provides access to Google BigQuery data.101125Spacefrontiers MCPFull-text retrieval: papers, books, patents, Wikipedia, Reddit, Telegram, YouTube. With citations.101126mistral-mcpMistral AI MCP server: chat, OCR, Voxtral audio, Codestral FIM, vision, agents, batch.101127Aibtcdev MCPBitcoin-native MCP server for AI agents: BTC/STX wallets, DeFi yield, sBTC peg, NFTs, x402 payments.101128anki-mcpMCP server for integrating with Anki flashcards through conversational AI101129Phantom SecretsStop AI coding agents from leaking API keys. Local proxy swaps real secrets for phm_ tokens.101130myinstantsGive your AI agent a soundboard. Millions of meme sounds from myinstants.com.101131myinstants-mcpGive your AI agent a soundboard. Millions of meme sounds from myinstants.com.101132knowingContent-addressed code graph with 22 MCP tools for AI agents.101133MCP Dataverse73 tools for Microsoft Dataverse: CRUD, FetchXML, metadata, audit, batch, role privileges and more.101134unreal-mcp-ue4UE4.27 MCP server for controlling Unreal Editor sessions over Python Remote Execution.101135DatrisAI Agent-Native Data Platform — ingest, validate, transform, and query data.101136GB Studio MCP ServerCreate and modify GB Studio projects with MCP tools for scenes, actors, assets, and validation.101137serial-mcp-serverLet AI agents interact with serial devices — list ports, connect, send, and read.101138Foxit PDF API MCP ServerMCP server that exposes Foxit PDF API capabilities via stdio.101139GraphPilotStructural memory for coding agents: callers, callees, blast radius and symbols over MCP.101140doom-mcpPlay DOOM via MCP - works with Claude Code, Cursor, and any MCP client101141fanoutMulti-URL comparative content analysis with topical gap detection101142google-knowledge-graphSearch Google's Knowledge Graph for structured information about real-world entities101143mcp-hydrolixAn MCP server to query Hydrolix101144mcp-drawthingsMCP server for Draw Things - local AI image generation on Mac101145quickbooks-mcpMCP server for QuickBooks Online API integration101146openroad-mcpThe OpenROAD MCP server - interactive EDA sessions via Model Context Protocol101147limpsMCP planning server for AI agents — plan management, full-text search, and task lifecycle101148paypal-mcp-serverA command line tool for setting up PayPal MCP server101149smart-terminalMCP PTY server providing AI agents with real interactive terminal access101150DBeast PostgreSQL MCPPostgreSQL MCP server for schema, query, health, security, and performance analysis.101151simplefunctionsCalibrated world model for AI agents. 40 tools: world state, markets, trading. Kalshi + Polymarket.101152Temporal Cortex Calendar MCP18 deterministic calendar tools: contact resolution, temporal context, availability, booking101153trezaManage secure enclaves (TEEs) with attestation, payments, and signing for AI agents.101154pay-mcpUSDC-backed agent payments. Transfer, escrow, x402 paywall, streams, subs. 28 tools.101155mcp-document-converterConvert PDF, DOCX, HTML, Markdown, and Text for AI assistant context injection.101156Aegis — AI Agent GovernancePolicy-based governance for AI agent tool calls. YAML policy, approval gates, audit logging.91157Open BrainGraph-structured MCP memory server. 37.2% LongMemEval. Auto dedup, themes, decay, synthesis.91158agentskbResearched knowledge for AI agents. Canonical answers from official sources.91159source-librarySearch 22,000+ rare pre-modern texts with AI English translations, summaries, and 73K+ images.91160Source LibrarySearch 15K rare pre-modern texts translated to English: philosophy, religion, science, literature.91161comfyui-mcp-serverMCP Server that transforms ComfyUI workflows into AI-callable tools for MCP Host91162octobrainPersistent memory for AI assistants with semantic search and knowledge graph relationships.91163freshcontextFreshness-aware AI retrieval with 21 MCP tools for timestamped, decay-ranked live signals.91164Proxmox VE MCP ServerManage Proxmox VE through AI assistants91165mcp-server-tempmailMCP server for temporary email management using ChatTempMail API91166psyche-aiEmotional intelligence for AI agents: neurotransmitter mood, personality, empathy, trait drift.91167chia-explorerMCP server for the Chia blockchain. Read-only Q&A via the public coinset.org API.91168awx-mcp-serverControl AWX/Ansible Tower through natural language - 49 tools for automation91169Synapse Layer — Continuous Consciousness InfrastructurePersistent zero-knowledge memory for AI agents. AES-256-GCM encryption, PII redaction.91170Synapse Layer — Zero-Knowledge MemoryZero-Knowledge Context™ & Neural Handover™ for AI Agents. The Trust Layer for AI Memory.91171mcp-victoriatracesMCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and documentation91172caddy-mcpMCP server for managing Caddy web servers via the admin API91173companies-houseMCP server and CLI for the UK Companies House API. Search, filings, officers, due diligence.91174FreeCAD MCPControl FreeCAD from Claude — 3D modeling, PartDesign, CAM toolpaths, and more via 30+ tools.91175kicad-mcp-serverMCP server for AI-assisted PCB design with KiCad 9.x91176WinBridgeAgentOpen-source Windows MCP server for AI assistants. File, clipboard, screenshot, process & power mgmt.91177oss-autopilotOpen source contribution manager with PR tracking, issue discovery, and CI diagnosis91178crabeye-mcp-bridgeOne MCP connection for all your tools — with discovery, namespacing, and execution policies.91179pubchem-mcp-serverSearch PubChem compounds, properties, safety data, bioactivity, and cross-references.91180gitlab-mcp-serverGitLab MCP (Model Context Protocol) server for AI agents91181DecomposeDecompose text into classified semantic units. Authority, risk, attention. No LLM.91182icon-composer-mcpCLI and MCP server for creating Apple .icon bundles with Liquid Glass effects (iOS 26+)91183nuxt-i18n-mcpMCP server for managing i18n translations in Nuxt projects.91184FinStack MCPIndia-first MCP server for NSE/BSE, fundamentals, analytics, and market research workflows.91185deepadbFull-featured ADB MCP server — 204 tools across 45 modules, from UI to baseband.91186CodeWiki MCP — AI-generated docs for GitHub reposMCP server for codewiki.google: search repos, fetch wiki docs, ask questions91187JFrog Remote MCP ServerMCP Server for JFrog, providing tools for development and artifact management.91188MementoPersistent memory for AI tools. Local-first knowledge graph with hybrid search.91189seatableMCP server for SeaTable — read, write, search, link, and query data in your bases91190Spanlens MCPQuery Spanlens LLM observability from Cursor, Claude Desktop, or Continue via MCP.91191MCP Skills ServerMCP server that loads and serves skills from a mounted directory with hot reload.91192GitLab MCP ServerManage GitLab projects, issues, merge requests, pipelines, repositories, and admin workflows.91193loreLightweight MCP for infinite agent memory. Any agent, any session, anytime.91194Kontent-ai MCPConnect to Kontent.ai to manage content, types, taxonomies, and workflows via natural language91195xcatcherHigh-throughput X/Twitter crawl via tasks; download XLSX; x402 USDC Base/Solana top-ups.91196CodeixFast semantic code search for AI agents — find symbols, references, and callers across any codebase91197vulcan-file-opsMCP server for AI assistants: read, write, edit, and manage files securely on local filesystem.91198Better Telegram MCPTelegram MCP server — dual-mode Bot API + MTProto, 6 composite tools.91199wet-mcpMCP server for web search, content extraction, academic research, and library docs.91200db-mcp (SQLite MCP Server)SQLite MCP server with OAuth 2.1, HTTP/SSE, 122 tools, and smart tool filtering91201kgLocal knowledge graph memory MCP server for AI assistants.91202occasioTamper-evident, Sigstore-signed audit trail for Claude Code agents.91203PapersFlowAcademic research MCP server for paper search, citation checks, graphs, and deep research.91204UK Property DataUK property data — Land Registry comps, EPC, Rightmove, rental yields, stamp duty, Companies House91205UK Legal ResearchUK legal research — case law, legislation, Hansard, bills, votes, committees, HMRC, citations91206pty-mcpInteractive PTY sessions over MCP: local shells, SSH, serial ports, and persistent remote sessions.91207sauce-api-mcpAn open-source MCP server that provides LLM access to the Sauce Labs API91208schemacrawler-aiEnables natural language schema queries — explore tables, keys, procedures, and get SQL help fast91209CAPI GatewayApache Camel API Gateway with REST-to-MCP bridging for LLM agents.91210CloakBrowser MCPPlaywright MCP-compatible browser automation bridge for CloakBrowser Chromium.91211mkdocs-mcpAn MCP server that provides serves MkDocs as resources.91212SearXNG HTTP MCPSelf-contained SearXNG metasearch MCP server. One Docker image, 200+ engines, privacy-first.91213YADE MCP ServerMCP server for YADE — open-source DEM engine. Browse API docs, run simulations, manage tasks.91214ui-ticket-mcpHuman-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.81215Cathedral — Persistent Memory for AI AgentsPersistent memory and drift detection for AI agents across session restarts.81216spaceship-mcpManage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API81217claude-findPull Deep Memory from across your Claude Code Sessions — when you need it.81218jupyter-mcp-serverA powerful MCP server for AI-driven Jupyter Notebook management and execution81219greenlake-audit-logs-mcpHPE GreenLake audit-logs MCP Server81220greenlake-devices-mcpHPE GreenLake devices MCP Server81221greenlake-reporting-mcpHPE GreenLake reporting MCP Server81222greenlake-service-catalog-mcpHPE GreenLake service-catalog MCP Server81223greenlake-subscriptions-mcpHPE GreenLake subscriptions MCP Server81224greenlake-users-mcpHPE GreenLake users MCP Server81225greenlake-workspaces-mcpHPE GreenLake workspaces MCP Server81226web-fetch-mcpMCP server for web content fetching, summarizing, comparing, and extracting information81227TapBrowser MCP for logged-in tasks. Uses your Chrome — credentials stay local. Zero-token replay.81228Komodo MCP ServerMCP server for Komodo - manage Docker containers, servers, stacks, and deployments via AI81229MidOS - MCP Community LibraryCurated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP81230prompt-to-assetGenerate app icons, favicons, OG images, and logos by routing across 30+ image models.81231sportiq-mcpMCP tools for FIFA World Cup 2026 football, Formula 1, and IPL cricket — sims, strategy, fantasy.81232orderly-mcpMCP Server for Orderly Network - Documentation and SDK patterns81233cli2mcpWrap any CLI as a Model Context Protocol server - schema auto-inferred from --help.81234SHAFT MCPWeb automation and testing server using SHAFT Engine (Selenium-based)81235glassbox-frameworkRuntime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.81236mcp-vmanomalyMCP Server for vmanomaly - VictoriaMetrics anomaly detection81237oraclawDecision intelligence MCP — 17 tools (optimize, simulate, predict, score, graph). Sub-25ms.81238Scholar Feed600,000+ CS/AI/ML papers in your AI assistant: search, novelty scores, citations, daily watches.81239AxintApple-native AI agent execution: 36 MCP tools, 5 prompts, compile, validate, repair, and prove.81240mcp-context-serverAn MCP server that provides persistent multimodal context storage for LLM agents.81241amcharts5On-demand access to amCharts 5 docs, code examples, and API reference81242mcp-eu-ai-actEU AI Act + GDPR compliance scanner. One call, no arguments, 10 seconds. 22 AI frameworks detected.81243ControlKeelGoverned MCP workflows with policy validation, findings tracking, and review gates.81244Grasp — Code Architecture & Dependency AnalysisMCP server for codebase analysis — dependency graphs, security scanning, refactor plans, and more.81245token-compressorCompress prompts 40-60% using local LLM + embedding validation. Preserves all conditionals.81246CodeMapRoslyn-powered MCP server for C#/VB.NET. Query symbols, call graphs, and facts. 90%+ token savings.81247FixThisLocal-first MCP handoff for Jetpack Compose UI feedback and source candidates.81248codeledgerDeterministic context selection for AI coding agents. Local memory that compounds across sessions.81249claude-code-bridgeMCP relay so Claude Code agents on different machines can exchange messages via named channels.81250calc-mcp21 MCP tools for math, randomness, dates, encoding, hashing, and more — deterministic and accurate.8

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