AI agent tool reliability // full index
Categories
knowledge 23668 · data 23254 · other 15636 · finance 13594 · search 10720 · devops 7437 · communication 7251 · productivity 6531 · code 6395 · security 5840 · files 4896 · ml 4874 · media 4412 · web 3556 · database 3483 · retrieval 2946 · browser 2009 · payments 1353 · email 1226 · analytics 744 · calendar 728 · blockchain 542 · marketing 390 · research 375 · health 231 · crm 214 · memory 197 · ecommerce 189 · advertising 152 · network 127 · compliance 123 · news 99 · seo 95 · storage 92 · design 84 · project management 84 · social 77 · monitoring 76 · api 59 · cms 54 · identity 42 · system 34 · sales 32 · defi 31 · healthcare 29 · content 29 · education 29 · marketplace 24 · commerce 24 · observability 22 · project 22 · automation 21 · hardware 20 · accessibility 19 · debug 17 · notes 16 · cloud 15 · social media 15 · weather 15 · hr 14
Tools
- glama/pipeworx-io/mcp-imf-portwatch/chokepoints_list List the 8 major maritime chokepoints PortWatch tracks (Suez, Panama, Bosphorus, Gibraltar, Dover, Malacca, Hormuz, Bab-el-Mandeb) with annu
- glama/pipeworx-io/mcp-imf-portwatch/chokepoint_daily_traffic Daily vessel count per chokepoint — the signal for 'Suez transits dropped from 70/day to 30/day post-Houthi attacks'.
- glama/pipeworx-io/mcp-imf-portwatch/port_search Search 1500+ named ports with country and trade share.
- glama/pipeworx-io/mcp-imf-portwatch/recent_disruptions Port-affecting events (cyclones, floods, conflicts) with alert level and impact area.
- glama/flemx/agent-creator-mcp/get_agent_requirements Guides the user through a series of questions to gather requirements for creating an AI agent
- glama/flemx/agent-creator-mcp/generate_agent_metadata Generates the agent metadata based on gathered requirements
- glama/flemx/agent-creator-mcp/deploy_agent Deploys the generated agent metadata to a Salesforce organization
- mcp-registry/io.github.strangeadvancedmarketing/adam-framework/memory_get Retrieve the full contents of a specific vault file by name
- mcp-registry/io.github.strangeadvancedmarketing/adam-framework/memory_list List all memory files available in the vault
- mcp-registry/io.github.strangeadvancedmarketing/adam-framework/memory_search Search vault markdown files by keyword — returns excerpts with file names and line numbers
- npm/-rushstack/mcp-server/rush_docs Retrieves relevant documentation sections based on your queries
- npm/-rushstack/mcp-server/rush_workspace_details Retrieve detailed workspace information
- npm/-rushstack/mcp-server/rush_command_validator Validate whether commands are compliant and follow best practices
- npm/-rushstack/mcp-server/rush_pnpm_lock_file_conflict_resolver Resolve pnpm-lock.yaml conflicts
- npm/-rushstack/mcp-server/rush_project_details Get detailed information about a specific project
- npm/-rushstack/mcp-server/rush_migrate_project Migrate a project from one directory to another or into a different subspace
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/salary_net_pay 연봉 → 월 실수령액 (4대보험·간이세액, 2026 기준)
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/retirement_pay 퇴직금 (평균임금 × 30일 × 재직연수)
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/annual_leave_days 연차 일수 (근로기준법, 입사일 기준)
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/monthly_rent_to_jeonse 월세 → 전세 전환 (전월세전환율)
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/vat_split 부가세 10% 분리
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/square_meters_to_pyeong ㎡ → 평
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/count_characters 글자수 (공백 포함/제외·바이트·줄수)
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/jeonse_to_monthly_rent 전세 → 월세 전환 (전월세전환율)
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/vat_add 부가세 10% 가산
- mcp-registry/io.github.qkrehgk1-wq/mcp-korea-worklife/pyeong_to_square_meters 평 → ㎡
- glama/jmgilman/crawl4ai-rag-mcp-server/smart_crawl_url Intelligently crawl a full website based on the type of URL provided (sitemap, llms-full.txt, or a regular webpage that needs to be crawled
- glama/jmgilman/crawl4ai-rag-mcp-server/get_available_sources Get a list of all available sources (domains) in the database
- glama/jmgilman/crawl4ai-rag-mcp-server/perform_rag_query Search for relevant content using semantic search with optional source filtering
- glama/jmgilman/crawl4ai-rag-mcp-server/crawl_single_page Quickly crawl a single web page and store its content in the vector database
- glama/jmgilman/crawl4ai-rag-mcp-server/search_code_examples Search specifically for code examples and their summaries from crawled documentation
- glama/jmgilman/crawl4ai-rag-mcp-server/parse_github_repository Parse a GitHub repository into a Neo4j knowledge graph, extracting classes, methods, functions, and their relationships for hallucination de
- glama/jmgilman/crawl4ai-rag-mcp-server/check_ai_script_hallucinations Analyze Python scripts for AI hallucinations by validating imports, method calls, and class usage against the knowledge graph
- glama/jmgilman/crawl4ai-rag-mcp-server/query_knowledge_graph Explore and query the Neo4j knowledge graph with commands like repos, classes, methods, and custom Cypher queries
- mcp-registry/io.github.qinisolabs/veridigit/validate_vin Validate a VIN using ISO 3779 alphabet and position-9 transliteration check digit.
- mcp-registry/io.github.qinisolabs/veridigit/validate_iban Validate an IBAN using ISO 7064 mod-97 checksum and country-specific length rules.
- mcp-registry/io.github.qinisolabs/veridigit/validate_isbn Validate an ISBN-13 using prefix and mod-10 weighted check digit.
- mcp-registry/io.github.qinisolabs/veridigit/validate_card Validate a payment card number using Luhn checksum, brand detection, and length rules.
- glama/solidlime/memorymcp/memory_search ハイブリッド検索(semantic + keyword + smart)
- glama/solidlime/memorymcp/sandbox コード実行(Docker サンドボックス)
- glama/solidlime/memorymcp/get_context ペルソナの状態・最近の記憶・感情・装備を一括取得(セッション開始時に呼ぶ)
- glama/solidlime/memorymcp/memory_read 記憶を読み取る
- glama/solidlime/memorymcp/memory_update 記憶を更新
- glama/solidlime/memorymcp/memory_delete 記憶を削除
- glama/solidlime/memorymcp/memory_stats 記憶の統計情報
- glama/solidlime/memorymcp/update_context 感情・身体状態・ユーザー情報を更新
- glama/solidlime/memorymcp/goal_manage 目標の作成・達成・取消
- glama/solidlime/memorymcp/item_add アイテムを追加
- glama/solidlime/memorymcp/item_remove アイテムを削除
- glama/solidlime/memorymcp/item_equip アイテムを装備
- glama/solidlime/memorymcp/item_unequip アイテムの装備を外す
- glama/solidlime/memorymcp/sandbox_files サンドボックス内のファイル操作
- glama/solidlime/memorymcp/invoke_skill スキルを呼び出して LLM の能力を拡張
- glama/solidlime/memorymcp/memory_create 新しい記憶を作成
- pulsemcp/quash/run_test Run a natural-language test task on a connected device
- pulsemcp/quash/generate_test_cases Generate test cases from a prompt, document, or repository
- pulsemcp/quash/list_devices List connected devices available for automation
- pulsemcp/quash/list_apps List apps and builds in the Quash account
- pulsemcp/quash/get_run Get details and results of a specific test run
- pulsemcp/quash/setup_simulator Set up an iOS simulator for automation (macOS only)
- pulsemcp/quash/setup_device Set up a physical iOS device for automation (macOS only)
- npm/-aauth/proxy/identify Return the agent's AAuth identity and signing key metadata.
- npm/-aauth/proxy/discover Discover AAuth resources and identities available to the agent.
- npm/-aauth/proxy/sign Sign a payload with the agent's AAuth signing key.
- npm/-aauth/proxy/resolve Resolve a resource or identity URL to its current state.
- npm/-aauth/proxy/bootstrap Trigger the bootstrap flow if no identity is present.
- npm/-aauth/proxy/interact Send an interaction to a resource or identity via the AAuth protocol.
- npm/-aauth/proxy/register Register a new resource or identity with the AAuth registry.
- npm/-aauth/proxy/verify Verify a signature against a payload and a public key.
- npm/-tekmidian/pai/memory_search Semantic search across all past sessions and notes
- npm/-tekmidian/pai/sessions_cleanup Auto-name unnamed sessions and organize by date
- npm/-tekmidian/pai/review_week Synthesize session notes, git commits, and completed tasks into a themed narrative
- npm/-tekmidian/pai/review_today Daily review across all projects
- npm/-tekmidian/pai/journal Capture freeform reflections with timestamps
- npm/-tekmidian/pai/plan_week Forward-looking priorities based on open TODOs and recent activity
- npm/-tekmidian/pai/review_themes Spot patterns across sessions and projects
- npm/-tekmidian/pai/share_bluesky Generate a conversational technical post for Bluesky
- npm/-tekmidian/pai/observations_get Show all decisions or changes from a session
- npm/-tekmidian/pai/projects_list List all tracked projects with stats
- npm/-tekmidian/pai/memory_get_context Retrieve full context for a project or session
- npm/-tekmidian/pai/projects_current Detect current project from working directory
- npm/-tekmidian/pai/projects_status Get full project details, sessions, last activity
- npm/-tekmidian/pai/sessions_list List recent sessions across all projects
- npm/-tekmidian/pai/sessions_get Retrieve a specific session by number
- npm/-tekmidian/pai/share_linkedin Generate a professional LinkedIn post about what you shipped
- npm/-tekmidian/pai/share_twitter Generate a punchy X/Twitter post or thread
- npm/-buhuo/product-doc-mcp/search_docs 搜索策划文档,根据关键词返回匹配文件列表
- npm/-buhuo/product-doc-mcp/read_doc 读取指定路径的策划文档内容
- npm/-buhuo/product-doc-mcp/search_and_read 搜索策划文档并直接读取第一个匹配结果
- npm/-buhuo/product-doc-mcp/list_docs 列出所有配置的文档目录中的策划文件
- npm/-buhuo/product-doc-mcp/get_config 查看当前文档来源配置
- npm/-buhuo/product-doc-mcp/update_config 添加或移除文档来源
- pulsemcp/btcpayserver/get_service_info Discover methods available for a service
- pulsemcp/btcpayserver/get_method_info Get detailed parameter requirements for a method
- pulsemcp/btcpayserver/btcpay_request Execute API calls to BTCPayServer
- mcp-registry/io.github.csoai-org/real-estate-listing-mcp/estimate_valuation Estimate property valuation based on address and features.
- mcp-registry/io.github.csoai-org/real-estate-listing-mcp/find_comparable_sales Find comparable recent sales for a property.
- mcp-registry/io.github.csoai-org/real-estate-listing-mcp/generate_listing Generate a real estate listing description from property details.
- npm/zenarc-mcp/zenarc_scan Discover projects and add them to the registry
- npm/zenarc-mcp/zenarc_list_projects List all registered projects (name, path, ticket config)
more →