AI agent tool reliability // full index

Categories

data 174069 · knowledge 133730 · other 109351 · search 66044 · devops 58015 · finance 57632 · code 46914 · communication 42035 · productivity 40637 · web 39169 · files 37998 · security 37498 · media 36528 · retrieval 29394 · database 24704 · ml 20829 · browser 17596 · email 11696 · payments 5911 · calendar 5338 · analytics 4710 · blockchain 2052 · network 1978 · health 1812 · marketing 1440 · crm 1256 · memory 1030 · research 989 · storage 939 · social 765 · ecommerce 697 · design 617 · advertising 600 · seo 589 · commerce 549 · project 526 · news 448 · api 439 · compliance 412 · system 394 · monitoring 375 · project management 371 · education 221 · weather 213 · content 213 · cloud 164 · automation 162 · mobile 139 · debug 138 · observability 137 · workflow 136 · marketplace 130 · account 127 · identity 125 · iot 124 · fitness 123 · integration 118 · hardware 115 · auth 109 · cms 108

Tools

• update_task @swarmboard/mcp-server — Posts a progress message to the task's activity feed — what was just done, what's next, findings, etc.
• create_task @swarmboard/mcp-server — Creates a single task (optionally nested under a parent via parent_id).
• google_search DataLeadsPRO/google-serp — Perform a Google search and return structured organic results as clean JSON.
• google_news DataLeadsPRO/google-serp — Perform a Google News search and return structured news results as clean JSON.
• google_local DataLeadsPRO/google-serp — Perform a Google Local search and return structured local pack results as clean JSON.
• getWeatherDataByCityName Paritosh008/MCP-weather-server — Gets weather information for a specified city.
• google_accounts Limetric/ads — List accessible Google Ads accounts
• bing_accounts Limetric/ads — List accessible Microsoft Advertising accounts
• login Limetric/ads — Authenticate with a platform
• audit Limetric/ads — View audit log of applied writes
• confirm Limetric/ads — Confirm a pending mutation
• mcp Limetric/ads — Start the MCP server
• google_budget_set Limetric/ads — Set a budget for a Google Ads campaign (alias)
• bing_set_campaign_budget Limetric/ads — Set the budget for a Microsoft Advertising campaign
• doctor Limetric/ads — Check platform configuration and credentials
• config Limetric/ads — Manage configuration (set defaults, show config)
• google_set_campaign_budget Limetric/ads — Set the budget for a Google Ads campaign
• bing_search Limetric/ads — Execute a query against Microsoft Advertising
• bing_campaigns Limetric/ads — List campaigns for a Microsoft Advertising account
• google_ads Limetric/ads — List ads for a Google Ads account
• google_keywords Limetric/ads — List keywords for a Google Ads account
• google_report Limetric/ads — Generate a report from Google Ads
• bing_set_budget Limetric/ads — Set a budget in Microsoft Advertising
• google_search Limetric/ads — Execute a GAQL query against Google Ads
• google_campaigns Limetric/ads — List campaigns for a Google Ads account
• mcp cognis-digital/approvewarden — Start the MCP stdio server (requires the [mcp] extra).
• scan cognis-digital/approvewarden — Audit an exported approval set (JSON or CSV) for infinite allowances and score drainer exposure.
• get_active_user io.github.zenml-io/mcp-zenml — User management
• get_stack io.github.zenml-io/mcp-zenml — Stack configurations
• get_pipeline_run io.github.zenml-io/mcp-zenml — Pipeline runs
• list_pipeline_runs io.github.zenml-io/mcp-zenml — Pipeline runs
• get_run_step io.github.zenml-io/mcp-zenml — Step details
• get_snapshot io.github.zenml-io/mcp-zenml — Get a frozen pipeline configuration by name/ID
• list_snapshots io.github.zenml-io/mcp-zenml — List snapshots with filters (runnable, deployable, deployed, tag)
• get_deployment io.github.zenml-io/mcp-zenml — Get a deployment's runtime status and URL
• list_deployments io.github.zenml-io/mcp-zenml — List deployments with filters (status, pipeline, tag)
• get_deployment_logs io.github.zenml-io/mcp-zenml — Get bounded logs from a deployment (tail=100 default, max 1000)
• trigger_pipeline io.github.zenml-io/mcp-zenml — Trigger a pipeline run (prefer snapshot_name_or_id parameter)
• get_active_project io.github.zenml-io/mcp-zenml — Get the currently active project
• get_project io.github.zenml-io/mcp-zenml — Get project details by name/ID
• list_projects io.github.zenml-io/mcp-zenml — List all projects
• get_tag io.github.zenml-io/mcp-zenml — Get tag details (exclusive, colors)
• list_tags io.github.zenml-io/mcp-zenml — List tags with filters (resource_type)
• get_build io.github.zenml-io/mcp-zenml — Get build details (image, code embedding)
• list_builds io.github.zenml-io/mcp-zenml — List builds with filters (is_local, contains_code)
• get_user io.github.zenml-io/mcp-zenml — User management
• list_users io.github.zenml-io/mcp-zenml — User management
• list_stacks io.github.zenml-io/mcp-zenml — Stack configurations
• get_stack_component io.github.zenml-io/mcp-zenml — Stack components
• list_stack_components io.github.zenml-io/mcp-zenml — Stack components
• get_flavor io.github.zenml-io/mcp-zenml — Component flavors
• list_flavors io.github.zenml-io/mcp-zenml — Component flavors
• get_service_connector io.github.zenml-io/mcp-zenml — Cloud connectors
• list_service_connectors io.github.zenml-io/mcp-zenml — Cloud connectors
• list_run_steps io.github.zenml-io/mcp-zenml — Step details
• get_step_logs io.github.zenml-io/mcp-zenml — Step logs and source code
• get_step_code io.github.zenml-io/mcp-zenml — Step logs and source code
• list_pipelines io.github.zenml-io/mcp-zenml — Pipeline definitions
• get_pipeline_details io.github.zenml-io/mcp-zenml — Pipeline definitions
• get_schedule io.github.zenml-io/mcp-zenml — Schedules
• list_schedules io.github.zenml-io/mcp-zenml — Schedules
• list_artifacts io.github.zenml-io/mcp-zenml — Artifact metadata
• list_secrets io.github.zenml-io/mcp-zenml — Secret names (not values)
• get_service io.github.zenml-io/mcp-zenml — Model services
• list_services io.github.zenml-io/mcp-zenml — Model services
• get_model io.github.zenml-io/mcp-zenml — Model registry
• list_models io.github.zenml-io/mcp-zenml — Model registry
• get_model_version io.github.zenml-io/mcp-zenml — Model versions
• list_model_versions io.github.zenml-io/mcp-zenml — Model versions
• open_pipeline_run_dashboard io.github.zenml-io/mcp-zenml — Open interactive pipeline runs dashboard (MCP App)
• open_run_activity_chart io.github.zenml-io/mcp-zenml — Open 30-day run activity bar chart (MCP App)
• stack_components_analysis io.github.zenml-io/mcp-zenml — Analyze stack component usage
• recent_runs_analysis io.github.zenml-io/mcp-zenml — Analyze recent pipeline runs
• most_recent_runs io.github.zenml-io/mcp-zenml — Get N most recent runs
• diagnose_zenml_setup io.github.zenml-io/mcp-zenml — Diagnose server setup (env vars, SDK, connectivity, auth). Works even when misconfigured.
• get_run_template io.github.zenml-io/mcp-zenml — Deprecated: use get_snapshot instead
• list_run_templates io.github.zenml-io/mcp-zenml — Deprecated: use list_snapshots instead
• analyze_sentiment ChandanRocky/Review Analysis MCP Server — Classify each stored review as positive, neutral, or negative.
• get_top_issues ChandanRocky/Review Analysis MCP Server — Cluster complaints into the top recurring issues.
• generate_report ChandanRocky/Review Analysis MCP Server — Render a markdown report from the analysis.
• upload_reviews ChandanRocky/Review Analysis MCP Server — Ingest customer reviews into the shared store from CSV text or a list of dicts.
• recall io.github.dfrancislyondflabc-tech/agentic-recall — Query the long-term memory store and return matching memories with confidence scores
• store io.github.dfrancislyondflabc-tech/agentic-recall — Store a new memory in the long-term memory store
• forget io.github.dfrancislyondflabc-tech/agentic-recall — Remove a specific memory from the store
• list io.github.dfrancislyondflabc-tech/agentic-recall — List all stored memories with their IDs and content
• search io.github.dfrancislyondflabc-tech/agentic-recall — Search the corpus for memories matching a query
• index io.github.dfrancislyondflabc-tech/agentic-recall — Store a memory in the corpus
• suggest docverity — Draft missing documentation for undocumented code surfaces.
• check docverity — Check documentation claims against source code for drift.
• reply_email th-an/yahoo-mail-mcp — Reply to an email, sets In-Reply-To / References, auto-marks original as answered
• read_raw th-an/yahoo-mail-mcp — Raw RFC 822 source for header/inspection
• get_thread th-an/yahoo-mail-mcp — Reconstruct a conversation via In-Reply-To references
• list_folders th-an/yahoo-mail-mcp — List all IMAP folders with special-use type
• list_emails th-an/yahoo-mail-mcp — Paginated listing with UID, flags, attachment metadata
• read_email th-an/yahoo-mail-mcp — Full text/html body, headers, attachment metadata
• flag_emails th-an/yahoo-mail-mcp — Flag emails
• search_emails th-an/yahoo-mail-mcp — Filter by subject/sender/body, recipient, date range, unread/flagged/answered
• get_unsubscribe th-an/yahoo-mail-mcp — List-Unsubscribe header (one-click URL / mailto address)
• extract_contacts th-an/yahoo-mail-mcp — Most frequent senders from recent mail
• extract_calendar th-an/yahoo-mail-mcp — Parse ICS calendar attachments

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