AI agent tool reliability // full index

Categories

data 161919 · knowledge 125757 · other 103374 · search 60115 · devops 55885 · finance 52680 · code 44839 · communication 39502 · productivity 38417 · web 37607 · files 36281 · security 35416 · media 34675 · retrieval 26904 · database 23732 · ml 19346 · browser 16876 · email 10970 · payments 5629 · calendar 4834 · analytics 4393 · blockchain 1966 · network 1851 · health 1739 · marketing 1397 · crm 1243 · memory 932 · storage 901 · research 802 · social 748 · ecommerce 664 · design 605 · advertising 583 · seo 526 · commerce 524 · project 523 · api 423 · news 417 · compliance 389 · system 372 · project management 366 · monitoring 331 · education 219 · content 197 · weather 186 · cloud 165 · automation 156 · observability 150 · mobile 139 · debug 137 · workflow 134 · marketplace 124 · account 124 · iot 121 · fitness 117 · integration 112 · hardware 110 · auth 110 · cms 107 · testing 105

Tools

• literature_search io.github.neptun2000/heor-agent — Search literature across 44 data sources including PubMed, ClinicalTrials.gov, Cochrane, NICE, CADTH, ICER
• irb_review io.github.neptun2000/heor-agent — Generate IRB review documentation for clinical trials
• pv_classify io.github.neptun2000/heor-agent — Classify study into EMA pharmacovigilance regulatory category
• query_database fortuneMog/MCP Autonomous Data Agent — Executes a read-only SQL query against the financial data warehouse and returns the result set.
• explain_query fortuneMog/MCP Autonomous Data Agent — Analyzes the execution plan of a SQL query and returns performance metrics including cost score, full scan detection, Cartesian join warning
• get_database_schema fortuneMog/MCP Autonomous Data Agent — Retrieves the schema of the financial data warehouse, including table names, column names, and types.
• payer_spend_health nexus-mcp-infra/x402-receipt-verifier — Returns spend health information for a given payer on a specific asset.
• verify_payment_receipt nexus-mcp-infra/x402-receipt-verifier — Verifies a claimed payment against NEXUS's own revenue and traffic logs, returning a verdict and signed receipt.
• get_hierarchical_context_stats io.github.nerfels/mind-map — Get hierarchical context stats and most relevant context items.
• detect_cross_language_apis io.github.nerfels/mind-map — Detect API endpoints across 12 programming languages including REST, GraphQL, gRPC, WebSocket, and WebAssembly.
• scan_project io.github.nerfels/mind-map — Scan the current project and show statistics.
• analyze_project_architecture io.github.nerfels/mind-map — Analyze the project architecture and detect design patterns.
• detect_cross_language_dependencies io.github.nerfels/mind-map — Detect cross-language dependencies in a polyglot project.
• run_full_tool_suite io.github.nerfels/mind-map — Run the full tool suite and provide aggregated results.
• recommend_missing_tools io.github.nerfels/mind-map — Recommend missing development tools that would benefit the project.
• update_mind_map io.github.nerfels/mind-map — Update the mind map with information about a task description.
• get_hebbian_learning_statistics io.github.nerfels/mind-map — Show Hebbian learning statistics and top co-activation patterns.
• get_attention_system_statistics io.github.nerfels/mind-map — Show attention system statistics and allocate attention to important nodes.
• get_bi_temporal_statistics io.github.nerfels/mind-map — Get bi-temporal statistics and create a context window for a session.
• get_pattern_predictions io.github.nerfels/mind-map — Get pattern predictions and show emerging patterns.
• generate_multi_language_refactoring_suggestions io.github.nerfels/mind-map — Generate multi-language refactoring suggestions focused on architecture.
• predict_emerging_code_patterns io.github.nerfels/mind-map — Analyze and predict what code patterns are likely to emerge.
• detect_development_tools io.github.nerfels/mind-map — Detect all development tools available in the project.
• search_products Mudavath-Giri-Naik/Parley — Search the merchant's catalog for products matching a query
• check_stock Mudavath-Giri-Naik/Parley — Check live stock for a specific product
• create_order_and_pay Mudavath-Giri-Naik/Parley — Create an order and initiate payment, with discount clamping and mandate enforcement
• create_content_brief shashank-sn/positioning-bridge — Returns required, approved, prohibited, and disclosure policy for content creation.
• check_content shashank-sn/positioning-bridge — Returns the decision, coverage, capabilities, and typed findings for a draft.
• explain_positioning_item shashank-sn/positioning-bridge — Accepts a policy or emitted finding ID plus context and returns an explanation.
• get_positioning_context shashank-sn/positioning-bridge — Returns applicable policy plus structured reasons for the current positioning context.
• search io.github.netixc/stremio-mcp — Searches TMDB for movies and TV shows and returns IMDb IDs
• play io.github.netixc/stremio-mcp — Opens a movie or a specific series episode in Stremio on Android TV
• library io.github.netixc/stremio-mcp — List, continue, search, check, add, or remove Stremio library items
• playback_status io.github.netixc/stremio-mcp — Read current Stremio playback diagnostics from Android TV
• tv_control io.github.netixc/stremio-mcp — Send volume, playback, navigation, and power commands to Android TV via ADB
• navigate io.github.netixc/stremio-mcp — Sends navigation commands through ADB
• playback io.github.netixc/stremio-mcp — Controls playback through ADB
• volume io.github.netixc/stremio-mcp — Controls volume through ADB
• power io.github.netixc/stremio-mcp — Controls power through ADB
• get_playback_state io.github.netixc/stremio-mcp — Reads device-dependent playback title, state, position, and duration data
• list_library io.github.netixc/stremio-mcp — Lists Stremio library items
• search_library io.github.netixc/stremio-mcp — Searches Stremio library items
• add_to_library io.github.netixc/stremio-mcp — Adds an item to Stremio library
• remove_from_library io.github.netixc/stremio-mcp — Removes an item from Stremio library
• get_diagram evgeny-tc/@relbase/mcp — Get diagram by hash (including DBML)
• create_diagram evgeny-tc/@relbase/mcp — Create a diagram
• update_diagram evgeny-tc/@relbase/mcp — Update a diagram
• delete_diagram evgeny-tc/@relbase/mcp — Delete a diagram
• list_projects evgeny-tc/@relbase/mcp — List projects
• list_diagrams evgeny-tc/@relbase/mcp — List diagrams
• search GuionAI/Guion Web MCP server — Search the web using Exa or Brave provider.
• fetch GuionAI/Guion Web MCP server — Fetch a page and convert to Markdown. Supports direct fetch or agent-browser rendering.
• docs_resolve GuionAI/Guion Web MCP server — Resolve a library documentation identifier to a repository path.
• docs_fetch GuionAI/Guion Web MCP server — Fetch documentation content for a resolved library.
• source_search GuionAI/Guion Web MCP server — Search public code on Sourcegraph.
• nagios_schedule_check crunchtools/mcp-nagios-crunchtools — Force an immediate re-check
• nagios_notification_history crunchtools/mcp-nagios-crunchtools — Recent notifications
• nagios_add_comment crunchtools/mcp-nagios-crunchtools — Add a comment to a host or service
• nagios_host_status crunchtools/mcp-nagios-crunchtools — Query a single host's status
• nagios_service_status crunchtools/mcp-nagios-crunchtools — Query a single service's status
• nagios_current_problems crunchtools/mcp-nagios-crunchtools — All hosts/services not in OK state
• nagios_acknowledge crunchtools/mcp-nagios-crunchtools — Acknowledge a host or service problem
• list_research_questions maevelynz/zipline-supply-chain — List what the governed dataset can answer.
• supplier_scorecard maevelynz/zipline-supply-chain — Identify suppliers underperforming on OTD and quality.
• forecast_accuracy maevelynz/zipline-supply-chain — Assess if the ramp forecast is inaccurate, biased, or improving.
• parts_at_risk maevelynz/zipline-supply-chain — Identify parts that can stop the line inside lead time.
• dual_source_risk maevelynz/zipline-supply-chain — Identify where single-source exposure is concentrated.
• compare_landed_costs maevelynz/zipline-supply-chain — Compare landed costs considering tariffs, freight, and transit carrying cost.
• dock_capacity maevelynz/zipline-supply-chain — Determine number of aircraft needed to avoid queueing wall.
• stockout_reduction maevelynz/zipline-supply-chain — Analyze how shorter replenishment changes synthetic stockout exposure.
• capacity_ramp maevelynz/zipline-supply-chain — Evaluate cheapest-first vs 60/40 resilience cost and capacity wall.
• projected_shortage_risk maevelynz/zipline-supply-chain — Identify parts crossing zero inventory within next eight weeks after open POs and expected yield.
• quality_gate_risk maevelynz/zipline-supply-chain — Identify APQP/PPAP gates that threaten the ramp.
• quality_trend maevelynz/zipline-supply-chain — Assess if quality is deteriorating over a true trailing seven-day date window.
• quality_rush_signal maevelynz/zipline-supply-chain — Check if late or rushed supply shows worse defect PPM.
• oura_trends rollecode/Oura MCP server — Sleep, readiness, activity and stress scores over a range of days
• oura_workouts rollecode/Oura MCP server — Workouts with heart rate, calories, duration and intensity
• oura_activity rollecode/Oura MCP server — Score, steps, calories, distance and the activity time breakdown
• oura_daily_summary rollecode/Oura MCP server — Sleep score, readiness score, sleep periods and activity for a day, in one call
• oura_sleep rollecode/Oura MCP server — The daily score with its contributors, plus the raw periods: duration, stages, heart rate, HRV
• oura_sleep_time rollecode/Oura MCP server — Oura's recommended bedtime window, and how the actual bedtime compared
• oura_readiness rollecode/Oura MCP server — Readiness score and its contributors
• oura_cardiovascular_age rollecode/Oura MCP server — Estimated vascular age and pulse wave velocity
• oura_heart_rate rollecode/Oura MCP server — Continuous heart rate samples for a time window
• oura_stress rollecode/Oura MCP server — Daily stress and recovery time
• oura_ring rollecode/Oura MCP server — Every ring ever paired, plus battery readings
• oura_resilience rollecode/Oura MCP server — Long-term resilience level, with sleep and daytime recovery contributors
• oura_vo2_max rollecode/Oura MCP server — Estimated VO2 max
• oura_spo2 rollecode/Oura MCP server — Average nightly blood oxygen
• oura_sessions rollecode/Oura MCP server — Meditation, breathing and relaxation sessions
• oura_tags rollecode/Oura MCP server — Tags logged for a day, both the legacy and the enhanced kind
• oura_rest_mode rollecode/Oura MCP server — Rest mode periods covering a day
• oura_personal_info rollecode/Oura MCP server — Age, weight, height, biological sex, email
• fleet_info Kiet1308/blender_fleet — Returns information about the fleet, such as number of workers and current load.
• get_job_status Kiet1308/blender_fleet — Gets the status of a submitted job.
• submit_model_job Kiet1308/blender_fleet — Submits a model generation job to the Blender fleet worker pool.
• wait_for_job Kiet1308/blender_fleet — Waits for a job to complete and returns the result.
• list_model_jobs Kiet1308/blender_fleet — Lists all submitted model jobs and their statuses.
• extract_newsletter_products teamsincetoday/Newsletter Commerce Intelligence MCP — Extract products, affiliate links, and sponsor mentions from a newsletter issue
• analyze_newsletter_sponsors teamsincetoday/Newsletter Commerce Intelligence MCP — Score sponsor sections by CPM, read-through rate, and audience fit

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