AI agent tool reliability // full index

Categories

data 129413 · knowledge 103475 · other 82552 · devops 50464 · search 47967 · finance 46836 · code 38374 · communication 34386 · productivity 33225 · files 31284 · media 31033 · security 29993 · retrieval 23350 · database 21506 · ml 16941 · browser 14715 · web 13743 · email 9731 · payments 4937 · calendar 4261 · analytics 3788 · blockchain 1782 · network 1710 · health 1625 · marketing 1255 · crm 1093 · storage 808 · memory 804 · research 709 · social 650 · ecommerce 601 · design 576 · project 510 · commerce 479 · advertising 439 · news 422 · compliance 403 · seo 391 · api 366 · system 337 · project management 334 · monitoring 287 · education 214 · content 181 · cloud 164 · observability 137 · automation 131 · debug 119 · mobile 119 · workflow 119 · iot 108 · fitness 108 · auth 105 · account 104 · identity 103 · hardware 102 · integration 101 · marketplace 97 · cms 95 · testing 94

Tools

• send_sms Saiswrp7/clevertap-mcp — Send an SMS directly to specific users.
• get_inventory sentania-labs/vcf-ops-mcp — Read VCF Ops inventory data for a registered target.
• list_targets sentania-labs/vcf-ops-mcp — Discover permitted VCF Ops target IDs for the authenticated API key.
• get_metrics sentania-labs/vcf-ops-mcp — Read VCF Ops metrics for a registered target.
• get_alerts sentania-labs/vcf-ops-mcp — Read VCF Ops alerts for a registered target.
• get_report_definitions sentania-labs/vcf-ops-mcp — Read VCF Ops report definitions for a registered target.
• get_targets sentania-labs/vcf-ops-mcp — Read VCF Ops target information for a registered target.
• get_skills sentania-labs/vcf-ops-mcp — Read VCF Ops skills for a registered target.
• get_observations sarathi-aiml/clinical-mcp — Labs and vitals, filterable by FHIR category, name, and date
• search_pubmed sarathi-aiml/clinical-mcp — PubMed search via NCBI E-utilities (supports field tags like [MeSH])
• search_patients sarathi-aiml/clinical-mcp — Filter the roster by name, gender, age range, or diagnosed condition
• get_patient_summary sarathi-aiml/clinical-mcp — Demographics plus conditions, medications, allergies, immunizations
• get_pubmed_abstract sarathi-aiml/clinical-mcp — Full abstract for a PMID, section labels preserved
• deidentify_text sarathi-aiml/clinical-mcp — Safe Harbor redaction: names, dates, SSN/MRN, phone, email, ZIP, ages > 89
• flow_entity wangdong233/flow-mcp — Character entity management: create character card, bind one of 30 preset voices, bind character image. Zero credits.
• flow_generate_image wangdong233/flow-mcp — Generate images (text-to-image, image-to-image with base+reference, 2K upscale) at 0 credits. Models: NARWHAL (default), HARBOR_SEAL, GEM_PI
• flow_generate_video wangdong233/flow-mcp — Submit video generation (t2v, i2v, r2v, first/last frame, extend, edit, upscale). Credit-billed. Submit-only, returns mediaId handle immedia
• flow_status wangdong233/flow-mcp — Zero-credit introspection: credit balance, live model catalog, media list, single media status/download, batch delete, public share link, ca
• budget_forecast dingdawg/dingdawg-finance-agent — Generates budget forecasts with multi-scenario modeling.
• financial_analysis dingdawg/dingdawg-finance-agent — Performs financial ratio analysis (liquidity, profitability, solvency) with industry benchmarks.
• compliance_check dingdawg/dingdawg-finance-agent — Checks SOX/GAAP compliance status and identifies control gaps.
• expense_categorize dingdawg/dingdawg-finance-agent — Categorizes expenses with anomaly detection.
• risk_assessment dingdawg/dingdawg-finance-agent — Assesses financial risk with Monte Carlo simulation and risk factors.
• compare-llm-models OptimNow/OptimToken MCP — Browse and filter the catalogue on price, quality (Chatbot Arena ELO), efficiency and capabilities, with a self-hostability read from the li
• recommend-llm-model OptimNow/OptimToken MCP — A ranked top 3 for one workload under your constraints (budget, minimum ELO, required capability, self-hostability), each with a per-constra
• compare-models-side-by-side OptimNow/OptimToken MCP — 2 to 4 named models across all 8 use case profiles at a chosen monthly volume, list and optimized cost for each.
• estimate-llm-cost OptimNow/OptimToken MCP — Per-request and monthly cost for your own volume, token shape, cache hit rate and batch eligibility.
• compare-compute-pricing OptimNow/OptimToken MCP — Compute instance rates across AWS, Azure, GCP, OCI, OVH, DigitalOcean and Alibaba, by region and category.
• generate_network_from_bbox hjlrosales/EPANET MCP Server — Generate a network skeleton from a bounding box using OSM road data.
• load_network hjlrosales/EPANET MCP Server — Load an EPANET network model from a file in the data directory.
• save_network hjlrosales/EPANET MCP Server — Save the current network model to a file in the data directory.
• list_networks hjlrosales/EPANET MCP Server — List available network files in the data directory.
• get_network_summary hjlrosales/EPANET MCP Server — Get a summary of the current network model.
• get_nodes hjlrosales/EPANET MCP Server — Get node properties from the network.
• get_links hjlrosales/EPANET MCP Server — Get link properties from the network.
• get_coordinates hjlrosales/EPANET MCP Server — Get coordinates of network elements.
• run_simulation hjlrosales/EPANET MCP Server — Run a hydraulic/water-quality simulation.
• get_node_results hjlrosales/EPANET MCP Server — Get simulation results for nodes.
• get_link_results hjlrosales/EPANET MCP Server — Get simulation results for links.
• set_pipe_diameter hjlrosales/EPANET MCP Server — Set the diameter of a pipe.
• set_junction_demand hjlrosales/EPANET MCP Server — Set the demand at a junction.
• set_pump_speed hjlrosales/EPANET MCP Server — Set the speed of a pump.
• set_valve_setting hjlrosales/EPANET MCP Server — Set the setting of a valve.
• set_node_elevation hjlrosales/EPANET MCP Server — Set the elevation of a node.
• set_demand_pattern hjlrosales/EPANET MCP Server — Set a demand pattern.
• add_tank hjlrosales/EPANET MCP Server — Add a tank to the network.
• remove_tank hjlrosales/EPANET MCP Server — Remove a tank from the network.
• add_valve hjlrosales/EPANET MCP Server — Add a valve to the network.
• create_network hjlrosales/EPANET MCP Server — Create a new network model.
• assign_demands hjlrosales/EPANET MCP Server — Assign demands to junctions.
• sample_elevations hjlrosales/EPANET MCP Server — Sample ground elevations from DEM.
• fetch_road_network hjlrosales/EPANET MCP Server — Fetch road network data from OpenStreetMap.
• lookup_pipe_diameters hjlrosales/EPANET MCP Server — Look up standard pipe diameters.
• recommend_diameter hjlrosales/EPANET MCP Server — Recommend a pipe diameter based on flow.
• list_fitting_kfactors hjlrosales/EPANET MCP Server — List K-factors for fittings.
• friction_loss hjlrosales/EPANET MCP Server — Calculate friction loss in a pipe.
• calculate_minor_loss hjlrosales/EPANET MCP Server — Calculate minor losses in fittings.
• pipe_sizing_wizard hjlrosales/EPANET MCP Server — Guide pipe sizing for a network.
• optimize_network hjlrosales/EPANET MCP Server — Optimize network design.
• run_candidate hjlrosales/EPANET MCP Server — Run a candidate network configuration.
• pump_selection hjlrosales/EPANET MCP Server — Select a pump for given conditions.
• get_daily_panel testproghub/Adanos MCP — Flat CSV, up to 30 tickers x 365 days. For backtesting.
• get_stock_sentiment testproghub/Adanos MCP — Full detail on one ticker
• get_trending testproghub/Adanos MCP — Buzz leaderboard: tickers, sectors, countries
• get_market_sentiment testproghub/Adanos MCP — Market-wide snapshot + drivers
• compare_tickers testproghub/Adanos MCP — 2-10 tickers side by side
• cross_source_sentiment testproghub/Adanos MCP — One ticker across Reddit / X / news / Polymarket
• explain_mcp_skill tobytoy/cf-mcp-playground — 詳細介紹什麼是 MCP 與 MCP Skill，以及與 Tool/Resource/Prompt 的差別與範例。
• get_mcp_quickstart tobytoy/cf-mcp-playground — 取得 MCP 在 Claude Desktop, Cursor, Docker, Cloudflare 的快速安裝指南。
• list_mcp_concepts tobytoy/cf-mcp-playground — 列出知識庫中所有核心概念清單。
• ask_mcp_assistant tobytoy/cf-mcp-playground — 智能問答工具，內建 Redis 快取，重複問題直接從快取極速回答。
• get_cache_stats tobytoy/cf-mcp-playground — 檢視 Redis 快取的命中次數 (Hits)、未命中次數 (Misses) 與總項目數。
• clear_mcp_cache tobytoy/cf-mcp-playground — 清空快取記錄。
• create_directory io.github.nogoo9/mcp-server-cloud-fs — Create a directory
• list_directory io.github.nogoo9/mcp-server-cloud-fs — List contents of a directory
• directory_tree io.github.nogoo9/mcp-server-cloud-fs — Get directory tree
• move_file io.github.nogoo9/mcp-server-cloud-fs — Move a file or directory
• search_files io.github.nogoo9/mcp-server-cloud-fs — Search for files matching a pattern
• get_file_info io.github.nogoo9/mcp-server-cloud-fs — Get file metadata
• delete_file io.github.nogoo9/mcp-server-cloud-fs — Delete a file
• delete_directory io.github.nogoo9/mcp-server-cloud-fs — Delete a directory
• read_file_chunk io.github.nogoo9/mcp-server-cloud-fs — Read a byte-range chunk of a file
• read_file_lines io.github.nogoo9/mcp-server-cloud-fs — Read a line-range of a file
• search_regex io.github.nogoo9/mcp-server-cloud-fs — Search files using regex
• copy_file io.github.nogoo9/mcp-server-cloud-fs — Copy a file server-side
• get_presigned_url io.github.nogoo9/mcp-server-cloud-fs — Generate a presigned URL for an object
• get_object_metadata io.github.nogoo9/mcp-server-cloud-fs — Get object metadata and tags
• search_by_tags io.github.nogoo9/mcp-server-cloud-fs — Search objects by tags
• list_versions io.github.nogoo9/mcp-server-cloud-fs — List version history of an object
• restore_version io.github.nogoo9/mcp-server-cloud-fs — Restore a previous version of an object
• get_file_schema io.github.nogoo9/mcp-server-cloud-fs — Extract schema from CSV or JSON file
• summarize_file io.github.nogoo9/mcp-server-cloud-fs — Return compact head/tail preview of a file
• patch_file io.github.nogoo9/mcp-server-cloud-fs — Apply a unified diff to a file atomically
• shell io.github.nogoo9/mcp-server-cloud-fs — Run POSIX-like commands against cloud storage
• list_allowed_directories io.github.nogoo9/mcp-server-cloud-fs — List allowed directories
• read_file io.github.nogoo9/mcp-server-cloud-fs — Read a file from cloud storage
• read_multiple_files io.github.nogoo9/mcp-server-cloud-fs — Read multiple files from cloud storage
• write_file io.github.nogoo9/mcp-server-cloud-fs — Write a file to cloud storage
• edit_file io.github.nogoo9/mcp-server-cloud-fs — Edit a file with replacements
• get_minute CNQQC/xueqiu — 当日或近 5 日分时（自动抽样约 40 点）

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