AI agent tool reliability // full index

Categories

data 165119 · knowledge 128455 · other 105100 · search 61152 · devops 56513 · finance 54306 · code 45482 · communication 40206 · productivity 39054 · web 37938 · files 36791 · security 36075 · media 35195 · retrieval 27516 · database 23975 · ml 19847 · browser 17118 · email 11201 · payments 5694 · calendar 4969 · analytics 4516 · blockchain 1978 · network 1897 · health 1747 · marketing 1423 · crm 1243 · memory 992 · research 923 · storage 915 · social 752 · ecommerce 664 · design 614 · advertising 580 · seo 544 · commerce 529 · project 521 · news 424 · api 424 · compliance 396 · system 389 · project management 366 · monitoring 351 · education 221 · content 208 · weather 195 · cloud 166 · automation 156 · observability 150 · debug 139 · mobile 139 · workflow 134 · marketplace 127 · account 124 · iot 121 · fitness 117 · hardware 115 · integration 112 · identity 111 · auth 108 · accessibility 107

Tools

• book_payment janvrsinsky/Ledger — Book a payment against an invoice, subject to the deterministic policy gate.
• create_draft_invoice janvrsinsky/Ledger — Create a new invoice in draft status (cannot be booked against).
• flag_refund janvrsinsky/Ledger — Propose a refund for a payment (never executed, only recorded).
• escalate_payment janvrsinsky/Ledger — Escalate a payment to the human queue with a reason.
• list_windows io.github.JeenyJAI/mcp-test-utils — List windows with id, title, app, position, size, minimized, focused
• mouse_move io.github.JeenyJAI/mcp-test-utils — Move cursor to a point
• mouse_drag io.github.JeenyJAI/mcp-test-utils — Drag from point A to point B
• take_screenshot io.github.JeenyJAI/mcp-test-utils — Screenshot of the entire desktop with configurable quality
• take_window_screenshot io.github.JeenyJAI/mcp-test-utils — Screenshot of a specific window (screen or window capture mode)
• read_screen_text io.github.JeenyJAI/mcp-test-utils — OCR the entire screen (Windows.Media.Ocr)
• focus_window io.github.JeenyJAI/mcp-test-utils — Bring a window to front, restore if minimized
• mouse_click io.github.JeenyJAI/mcp-test-utils — Click (left / right / middle) at screen or window-relative coordinates
• mouse_scroll io.github.JeenyJAI/mcp-test-utils — Scroll the mouse wheel
• keyboard_press io.github.JeenyJAI/mcp-test-utils — Press a key (Enter, Tab, F1–F12, arrows, etc.)
• keyboard_shortcut io.github.JeenyJAI/mcp-test-utils — Key combinations (Ctrl+S, Alt+F4, Ctrl+Shift+P, etc.)
• list_ui_elements io.github.JeenyJAI/mcp-test-utils — UI Automation tree — buttons, fields, menus with exact coordinates
• search_in_files io.github.JeenyJAI/mcp-test-utils — Search text or regex in files within allowed directories (like VS Code Find in Files)
• get_usage_guide io.github.JeenyJAI/mcp-test-utils — Compact workflow guide for LLM agents — precision clicking, coordinate metadata, quality tips
• enable_logging io.github.JeenyJAI/mcp-test-utils — Start recording tool calls to JSONL + screenshots (opt-in)
• disable_logging io.github.JeenyJAI/mcp-test-utils — Stop recording, get session stats
• read_region_text io.github.JeenyJAI/mcp-test-utils — OCR a screen region with precise word coordinates
• keyboard_type io.github.JeenyJAI/mcp-test-utils — Type text (full Unicode — Latin, Cyrillic, CJK, emoji)
• find_files io.github.JeenyJAI/mcp-test-utils — Find files and directories by name pattern (glob), like 'Go to File'
• get_insight io.github.Jegoba90/cryptocapi — Análisis de un activo cripto con sello verificable. Por defecto usa el motor Radar (vista pulse o alpha). Si se pasa engine='quant_plus' usa
• batch_signals io.github.Jegoba90/cryptocapi — Señales de varios activos en una sola llamada usando el motor Quant Plus.
• get_signal io.github.Jegoba90/cryptocapi — Señal cuantitativa de un par de trading usando el motor Quant Pro.
• scan_market io.github.Jegoba90/cryptocapi — Ranking del mercado según una estrategia usando el motor Market Scan.
• agent_web_search io.github.JerryLiu369/agent-web-search — Perform a web search using multiple provider backends (model-native, agent search, or traditional) and return normalized results with option
• frontiermath_finite_fields MikeyBeez/mcp-frontiermath — Finite field analysis - field structure analysis
• frontiermath_list_problems MikeyBeez/mcp-frontiermath — List all available problems
• frontiermath_algebraic_geometry MikeyBeez/mcp-frontiermath — Algebraic geometry computations - point counting on curves over finite fields
• frontiermath_number_theory MikeyBeez/mcp-frontiermath — Number theory computations - multiplicative order density calculations
• frontiermath_solve_problem MikeyBeez/mcp-frontiermath — Solve specific FrontierMath problems by ID
• frontiermath_representation_theory MikeyBeez/mcp-frontiermath — Perform representation theory computations for Coxeter groups, Braid groups, finite groups
• lethe_recall io.github.JesusGarcia9009/lethe — Recall a previously archived block by key
• lethe_status io.github.JesusGarcia9009/lethe — Get current status of the context store (e.g., number of archived blocks, token usage)
• lethe_archive io.github.JesusGarcia9009/lethe — Offload a block of context to external store to free tokens
• get_course io.github.JhostinAleck/brightspace — Get details for a specific course.
• get_assignment io.github.JhostinAleck/brightspace — Get details for a specific assignment.
• list_grades io.github.JhostinAleck/brightspace — List grades for a course.
• get_grade io.github.JhostinAleck/brightspace — Get a specific grade item.
• list_content io.github.JhostinAleck/brightspace — List content modules/topics for a course.
• get_content_topic io.github.JhostinAleck/brightspace — Get a specific content topic.
• get_user_profile io.github.JhostinAleck/brightspace — Get the authenticated user's profile.
• mark_discussion_read io.github.JhostinAleck/brightspace — Mark a discussion topic as read (write operation).
• list_assignments io.github.JhostinAleck/brightspace — List assignments for a course.
• submit_assignment io.github.JhostinAleck/brightspace — Submit an assignment (write operation).
• list_courses io.github.JhostinAleck/brightspace — List all courses for the authenticated user.
• list_calendar_events io.github.JhostinAleck/brightspace — List calendar events for a date range.
• post_announcement io.github.JhostinAleck/brightspace — Post an announcement to a course (write operation).
• search_confluence pack-mcp-confluence — Search Confluence content using CQL query
• get_space pack-mcp-confluence — Get details of a specific Confluence space
• get_page pack-mcp-confluence — Get a Confluence page by ID
• get_page_content pack-mcp-confluence — Get the content of a Confluence page by ID
• list_spaces pack-mcp-confluence — List all Confluence spaces
• diagnose_proxy io.github.Jiansen/proxy-doctor — Run full 5-layer proxy diagnosis for a given editor.
• list_fixes io.github.Jiansen/proxy-doctor — List recommended fixes with executable commands for a given editor.
• supported_editors io.github.Jiansen/proxy-doctor — List available editors that proxy-doctor supports.
• list_connections io.github.John0King/adomcp — List configured database connections
• add_connection io.github.John0King/adomcp — Add (or replace) a database connection at runtime
• remove_connection io.github.John0King/adomcp — Remove a dynamically-added connection
• list_objects io.github.John0King/adomcp — List database objects (table/view/procedure/function/trigger/sequence/synonym, etc.)
• get_table_schema io.github.John0King/adomcp — Get table schema details (columns/types/nullability/PK/default/comments)
• get_table_indexes io.github.John0King/adomcp — Get table indexes
• query_sql io.github.John0King/adomcp — Execute read-only SQL and return CSV
• execute_sql io.github.John0King/adomcp — Execute write SQL (requires --allow-any-sql)
• describe_mcp_capability io.github.John0King/mcphub — Query the full invocation details (parameter schema, etc.) of a specific capability using its qualified name.
• list_mcp_capabilities io.github.John0King/mcphub — List all available capabilities (tools/prompts/resources) from upstream MCP servers, optionally filtered by kind.
• call_mcp_capability io.github.John0King/mcphub — Actually invoke a capability by passing its qualified name and arguments.
• list_study_sets io.github.JohnBilousov/vocabit-mcp — Recent sets, newest first, each with a progress summary.
• get_study_set io.github.JohnBilousov/vocabit-mcp — Full contents of one set, plus the topic and notes the assistant attached.
• get_set_results io.github.JohnBilousov/vocabit-mcp — The feedback half. Per-card status, weakCards, untouchedCards, due cards.
• update_study_set io.github.JohnBilousov/vocabit-mcp — Retitle, retag, or append cards — typically the follow-up after reading results.
• vocabit_health io.github.JohnBilousov/vocabit-mcp — Check the connection and which mode the server is in.
• create_study_set io.github.JohnBilousov/vocabit-mcp — Publish a set to the learner's app. Returns a deep link that opens it on the device.
• notify_learner io.github.JohnBilousov/vocabit-mcp — Telegram ping that a set is waiting.
• delete_study_set io.github.JohnBilousov/vocabit-mcp — Remove a set from the app. Study history is kept.
• fusion_research io.github.Jolymmiles/fusion-mcp — Runs a panel→judge→synthesis pipeline using local Claude CLI calls.
• get_popular_services ariburaco/@ariburaco/free-for-dev-mcp — Get the most comprehensive and popular free services.
• semantic_search ariburaco/@ariburaco/free-for-dev-mcp — Advanced natural language search with fuzzy matching and relevance scoring.
• search_services ariburaco/@ariburaco/free-for-dev-mcp — Traditional keyword-based search.
• get_similar_services ariburaco/@ariburaco/free-for-dev-mcp — Find services similar to a given service based on tags and category.
• list_categories ariburaco/@ariburaco/free-for-dev-mcp — List all available service categories.
• list_tags ariburaco/@ariburaco/free-for-dev-mcp — List all available tags across all services.
• get_stats ariburaco/@ariburaco/free-for-dev-mcp — Get statistics about the service database and cache.
• refresh_data ariburaco/@ariburaco/free-for-dev-mcp — Refresh the data from the GitHub repository.
• get_service ariburaco/@ariburaco/free-for-dev-mcp — Get detailed information about a specific service.
• get_forecast io.github.JonJam/accuweather-mcp — Get daily forecast for a location
• get_current_weather io.github.JonJam/accuweather-mcp — Get current weather conditions for a location
• list_calendars jnss95/iCal MCP Server — List all loaded calendars
• get_calendar_info jnss95/iCal MCP Server — Get metadata about a loaded calendar
• get_event jnss95/iCal MCP Server — Get details of a specific event
• delete_event jnss95/iCal MCP Server — Delete an event
• list_events jnss95/iCal MCP Server — List all events in a calendar
• search_events jnss95/iCal MCP Server — Search events with filters
• create_event jnss95/iCal MCP Server — Create a new event
• update_event jnss95/iCal MCP Server — Update an existing event
• findTransactionById anmolratna/FinOps AI Copilot MCP Server — Search transaction details by transaction ID.
• findTransactions anmolratna/FinOps AI Copilot MCP Server — Search for transactions using filters like status, vendor, merchant, amount range, and dates.
• walletHistory anmolratna/FinOps AI Copilot MCP Server — Log of credit/debit adjustments and balance history.

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