AI agent tool reliability // full index

Categories

data 129413 · knowledge 103475 · other 82552 · devops 50464 · search 47967 · finance 46835 · code 38374 · communication 34384 · 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

• timps_synapse_graph io.github.Sandeeprdy1729/timps — Get synapse graph
• timps_synapse_consolidate io.github.Sandeeprdy1729/timps — Consolidate synapse data
• timps_detect_architecture_drift io.github.Sandeeprdy1729/timps — Detect architecture drift
• timps_check_deployment_risk io.github.Sandeeprdy1729/timps — Check deployment risk
• timps_get_velocity_trend io.github.Sandeeprdy1729/timps — Get velocity trend
• timps_get_context_switches io.github.Sandeeprdy1729/timps — Get context switches
• timps_record_learning io.github.Sandeeprdy1729/timps — Record a learning
• timps_get_shared_decisions io.github.Sandeeprdy1729/timps — Get shared decisions
• timps_record_review_pattern io.github.Sandeeprdy1729/timps — Record a review pattern
• timps_temporal_query io.github.Sandeeprdy1729/timps — Query temporal data
• timps_chrono_foresight io.github.Sandeeprdy1729/timps — Get chronological foresight
• timps_chrono_consolidate io.github.Sandeeprdy1729/timps — Consolidate chronological data
• timps_skill_shadow io.github.Sandeeprdy1729/timps — Shadow a skill
• timps_log_question io.github.Sandeeprdy1729/timps — Log a question
• timps_false_memory_check io.github.Sandeeprdy1729/timps — Check for false memories
• timps_record_bug io.github.Sandeeprdy1729/timps — Record a bug
• timps_record_incident io.github.Sandeeprdy1729/timps — Record an incident
• timps_record_contribution io.github.Sandeeprdy1729/timps — Record a contribution
• timps_mark_contributor_active io.github.Sandeeprdy1729/timps — Mark contributor as active
• get_tool_schemas ai.getvet/vet — Get full input/output schemas for tools (API key required for full schemas).
• ask_vet ai.getvet/vet — Ask natural language questions about MCP tools and get AI-powered answers with cited sources.
• get_install_config ai.getvet/vet — Get ready-to-paste MCP configuration for any tool. Supports Claude Desktop, Cursor, Windsurf, Cline, OpenClaw, and more.
• generate_tool ai.getvet/vet — Generate new MCP server code from a description. Uses few-shot learning from verified working tools.
• discover_tools ai.getvet/vet — Search for verified MCP servers and AI tools by capability.
• get_tool_detail ai.getvet/vet — Get full details: verification timing, security analysis, requirements, tool list.
• get_file_decisions io.github.Sandip124/wisegit — Decision manifest for a file — freeze scores, intent history, recovery levels, override status
• get_freeze_score io.github.Sandip124/wisegit — Score + signal breakdown for a specific function
• get_function_history io.github.Sandip124/wisegit — Full chronological decision timeline for a function
• get_theory_gaps io.github.Sandip124/wisegit — Functions with unrecoverable rationale (inactive authors, timeline gaps)
• get_branch_context io.github.Sandip124/wisegit — Branch merge history — what was migrated and why
• search_decisions io.github.Sandip124/wisegit — Search past decisions by keyword across the entire repo
• create_override io.github.Sandip124/wisegit — Override a frozen function (user approves in Claude Code UI)
• extract_intent io.github.Sandip124/wisegit — Extract intent for NOISE commits using the host LLM — no Ollama needed
• page_to_markdown io.github.igorsaevets/page2ai-mcp — Fetch a web page URL and convert to clean Markdown
• ucm_balance ucmai/UCM MCP Server — Check credit balance
• ucm_history ucmai/UCM MCP Server — View transaction history
• ucm_service_info ucmai/UCM MCP Server — Get service details and endpoints
• ucm_discover ucmai/UCM MCP Server — Search for services by natural language need
• ucm_register ucmai/UCM MCP Server — Self-register as agent (free, $1.00 credits)
• ucm_list_services ucmai/UCM MCP Server — Browse the full service catalog
• ucm_call ucmai/UCM MCP Server — Call a service (buy + execute atomically, auto-refund on failure)
• explore-conclude io.github.aayoawoyemi/ori-memory — Conclude an exploration and return synthesis
• explore-start io.github.aayoawoyemi/ori-memory — Start a recursive graph exploration with sub-question decomposition
• explore-expand io.github.aayoawoyemi/ori-memory — Expand a branch of an ongoing exploration
• kasko_lookup hmtkyn/tsb-kasko-mcp — Finds vehicles from free text and returns the kasko value for each match. This is the main tool.
• kasko_list_model_years hmtkyn/tsb-kasko-mcp — Returns the model years covered by the list. Coverage is 2012 and later.
• kasko_list_brands hmtkyn/tsb-kasko-mcp — Lists brands for a given model year.
• kasko_list_models hmtkyn/tsb-kasko-mcp — Lists types for a brand in a given model year.
• kasko_get_value hmtkyn/tsb-kasko-mcp — Reads the value of a single vehicle with known model ID.
• kasko_archive_file hmtkyn/tsb-kasko-mcp — Parses the published Excel file for a specific month.
• kasko_search_archive hmtkyn/tsb-kasko-mcp — Searches within the list of a past month.
• kasko_download_archive hmtkyn/tsb-kasko-mcp — Downloads the Excel file for a specific month to disk.
• tavily-crawl io.github.Seey215/tavily-mcp — Web crawler that systematically explores websites
• tavily-extract io.github.Seey215/tavily-mcp — Intelligent data extraction from web pages via the tavily-extract tool
• tavily-search io.github.Seey215/tavily-mcp — Real-time web search capabilities through the tavily-search tool
• tavily-map io.github.Seey215/tavily-mcp — Powerful web mapping tool that creates a structured map of website
• get_cdn_url io.github.img-src-io/mcp — Generate a CDN URL with optional image transformations.
• search_images io.github.img-src-io/mcp — Search for images by filename or path.
• get_image io.github.img-src-io/mcp — Get detailed metadata for a specific image.
• delete_image io.github.img-src-io/mcp — Permanently delete an image.
• get_usage io.github.img-src-io/mcp — View your current usage statistics.
• get_settings io.github.img-src-io/mcp — Get your account settings and configuration.
• upload_image io.github.img-src-io/mcp — Upload an image from a local file, URL, or base64 data to your img-src.io account.
• list_images io.github.img-src-io/mcp — List images in your account, optionally within a specific folder.
• list_apps io.github.imperalcloud/imperal-mcp — List your developer apps.
• smoke_ir io.github.imperalcloud/imperal-mcp — Run one function in an isolated store and report {ok, result, trace}.
• run_read_tool io.github.imperalcloud/imperal-mcp — Run one of a deployed app's read tools to fetch its data.
• deploy_ir io.github.imperalcloud/imperal-mcp — Deploy an app into your account (creates the app record if needed) — live instantly.
• get_app io.github.imperalcloud/imperal-mcp — Get one app's manifest + tools.
• validate_ir io.github.imperalcloud/imperal-mcp — Validate an app.ir.json — envelope + every declarative step. Returns {valid, issues}.
• competition_download_files io.github.Seif-Sameh/Kaggle-mcp — Download all competition files
• competition_submit io.github.Seif-Sameh/Kaggle-mcp — Submit predictions to a competition
• dataset_download_file io.github.Seif-Sameh/Kaggle-mcp — Download a specific dataset file
• kernels_list io.github.Seif-Sameh/Kaggle-mcp — Search and filter kernels
• kernel_list_files io.github.Seif-Sameh/Kaggle-mcp — List files in a kernel
• models_list io.github.Seif-Sameh/Kaggle-mcp — Search and filter models
• model_initialize io.github.Seif-Sameh/Kaggle-mcp — Initialize model metadata
• model_update io.github.Seif-Sameh/Kaggle-mcp — Update model information
• model_delete io.github.Seif-Sameh/Kaggle-mcp — Delete a model
• model_instance_update io.github.Seif-Sameh/Kaggle-mcp — Update a model instance
• model_instance_version_create io.github.Seif-Sameh/Kaggle-mcp — Create a new model version
• dataset_metadata io.github.Seif-Sameh/Kaggle-mcp — Get dataset metadata
• dataset_status io.github.Seif-Sameh/Kaggle-mcp — Check dataset processing status
• kernel_output io.github.Seif-Sameh/Kaggle-mcp — Download kernel output files
• competitions_list io.github.Seif-Sameh/Kaggle-mcp — List and search available competitions
• competition_list_files io.github.Seif-Sameh/Kaggle-mcp — List all files in a competition
• competition_download_file io.github.Seif-Sameh/Kaggle-mcp — Download a specific competition file
• competition_leaderboard_view io.github.Seif-Sameh/Kaggle-mcp — View the competition leaderboard
• competition_leaderboard_download io.github.Seif-Sameh/Kaggle-mcp — Download leaderboard data
• datasets_list io.github.Seif-Sameh/Kaggle-mcp — Search and filter datasets
• dataset_list_files io.github.Seif-Sameh/Kaggle-mcp — List files in a dataset
• dataset_download_files io.github.Seif-Sameh/Kaggle-mcp — Download all dataset files
• dataset_create io.github.Seif-Sameh/Kaggle-mcp — Create a new dataset
• dataset_initialize io.github.Seif-Sameh/Kaggle-mcp — Initialize dataset metadata
• dataset_create_version io.github.Seif-Sameh/Kaggle-mcp — Create a new dataset version
• kernel_initialize io.github.Seif-Sameh/Kaggle-mcp — Initialize kernel metadata
• kernel_push io.github.Seif-Sameh/Kaggle-mcp — Push a kernel to Kaggle
• kernel_pull io.github.Seif-Sameh/Kaggle-mcp — Download a kernel
• kernel_status io.github.Seif-Sameh/Kaggle-mcp — Check kernel execution status
• model_create io.github.Seif-Sameh/Kaggle-mcp — Create a new model

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