AI agent tool reliability // full index

Tools

whale_insights whale-igniter — Orphans, coverage gaps, tensions, and drift
whale_register_component whale-igniter — Add a component to the catalog
whale_record_decision whale-igniter — Log an architectural decision
appd_enable_health_rule asafkiv/appdynamics-mcp-server — Enable or disable a health rule
appd_get_health_violations asafkiv/appdynamics-mcp-server — Get health rule violations for one or all apps
appd_get_anomalies asafkiv/appdynamics-mcp-server — Get anomaly events (open-only by default)
appd_get_service_endpoints asafkiv/appdynamics-mcp-server — List service endpoints (API-level granularity), discovered via the metric tree
appd_get_metric_data asafkiv/appdynamics-mcp-server — Query any metric with rollup support
appd_get_business_transactions asafkiv/appdynamics-mcp-server — List BTs for an application
appd_get_bt_performance asafkiv/appdynamics-mcp-server — Get response time, throughput, errors for a BT
appd_get_applications asafkiv/appdynamics-mcp-server — List all monitored applications (with optional name filter)
appd_get_health_rules asafkiv/appdynamics-mcp-server — List health rules or get details of a specific rule
appd_create_health_rule asafkiv/appdynamics-mcp-server — Create a new health rule with warning and/or critical conditions. Supports OVERALL_APPLICATION_PERFORMANCE, BUSINESS_TRANSACTION_PERFORMANCE
appd_update_health_rule asafkiv/appdynamics-mcp-server — Update an existing health rule's name, conditions, thresholds, or scope
appd_delete_health_rule asafkiv/appdynamics-mcp-server — Permanently delete a health rule
appd_get_service_endpoint_performance asafkiv/appdynamics-mcp-server — Get performance metrics for a service endpoint (by name, plus optional tier)
appd_diagnose_issue asafkiv/appdynamics-mcp-server — Automated root cause analysis — fetches violations, anomalies, error events, and snapshots in parallel, then returns ranked candidates, a me
appd_get_tiers_and_nodes asafkiv/appdynamics-mcp-server — Get tiers with their nodes (agents, machines, IPs)
appd_get_backends asafkiv/appdynamics-mcp-server — List backend dependencies (databases, APIs, caches, queues)
appd_get_snapshots asafkiv/appdynamics-mcp-server — Get transaction snapshots (deep diagnostic captures)
appd_get_errors asafkiv/appdynamics-mcp-server — Get error and exception events
kubectl Joelayo/kubectl-go-mcp-server — Execute kubectl commands with comprehensive validation and safety checks.
consult vaaya-cli — Ask Vaaya how it would do something — returns the plan without running it.
use vaaya-cli — Execute a tool call suggested by consult, billed on success.
get_semantic_scholar_dataset_release XWang20/semanticscholar-mcp-server — Get a specific dataset release.
get_semantic_scholar_dataset_download_links XWang20/semanticscholar-mcp-server — Get download links for a dataset.
batch_get_semantic_scholar_authors XWang20/semanticscholar-mcp-server — Batch get authors by IDs.
search_semantic_scholar_authors XWang20/semanticscholar-mcp-server — Search authors by query.
search_semantic_scholar_papers XWang20/semanticscholar-mcp-server — Search papers with filters.
bulk_search_semantic_scholar_papers XWang20/semanticscholar-mcp-server — Bulk search papers with pagination.
get_semantic_scholar_author_details XWang20/semanticscholar-mcp-server — Get author details by ID.
get_semantic_scholar_author_papers XWang20/semanticscholar-mcp-server — Get papers by author ID.
autocomplete_semantic_scholar_papers XWang20/semanticscholar-mcp-server — Autocomplete paper titles.
batch_get_semantic_scholar_papers XWang20/semanticscholar-mcp-server — Batch get papers by IDs.
match_semantic_scholar_paper XWang20/semanticscholar-mcp-server — Match a paper by title.
get_semantic_scholar_paper_details XWang20/semanticscholar-mcp-server — Get paper details by ID.
get_semantic_scholar_paper_authors XWang20/semanticscholar-mcp-server — Get authors of a paper.
get_semantic_scholar_paper_citations XWang20/semanticscholar-mcp-server — Get citations of a paper.
get_semantic_scholar_paper_references XWang20/semanticscholar-mcp-server — Get references of a paper.
search_semantic_scholar_snippets XWang20/semanticscholar-mcp-server — Search full-text snippets.
recommend_semantic_scholar_papers_for_paper XWang20/semanticscholar-mcp-server — Recommend papers for a given paper.
recommend_semantic_scholar_papers XWang20/semanticscholar-mcp-server — Recommend papers based on positive and negative examples.
list_semantic_scholar_dataset_releases XWang20/semanticscholar-mcp-server — List dataset releases.
get_semantic_scholar_dataset_diffs XWang20/semanticscholar-mcp-server — Get diffs between dataset releases.
get_paper_tldr XWang20/semanticscholar-mcp-server — Get TLDR of a paper
get_paper XWang20/semanticscholar-mcp-server — Get details of a paper by ID
search_papers XWang20/semanticscholar-mcp-server — Search for papers by query
get_paper_citations XWang20/semanticscholar-mcp-server — Get citations of a paper
get_paper_references XWang20/semanticscholar-mcp-server — Get references of a paper
get_paper_recommendations XWang20/semanticscholar-mcp-server — Get recommendations for a paper
get_author XWang20/semanticscholar-mcp-server — Get details of an author by ID
get_author_papers XWang20/semanticscholar-mcp-server — Get papers by an author
get_author_citations XWang20/semanticscholar-mcp-server — Get citations of an author's papers
get_author_references XWang20/semanticscholar-mcp-server — Get references of an author's papers
get_author_recommendations XWang20/semanticscholar-mcp-server — Get recommendations for an author's papers
get_dataset_references XWang20/semanticscholar-mcp-server — Get references of papers in a dataset
get_paper_full_text XWang20/semanticscholar-mcp-server — Get full text snippets of a paper
get_dataset XWang20/semanticscholar-mcp-server — Get details of a dataset by ID
get_dataset_papers XWang20/semanticscholar-mcp-server — Get papers in a dataset
get_dataset_citations XWang20/semanticscholar-mcp-server — Get citations of papers in a dataset
get_dataset_recommendations XWang20/semanticscholar-mcp-server — Get recommendations for papers in a dataset
search_authors XWang20/semanticscholar-mcp-server — Search for authors by query
search_datasets XWang20/semanticscholar-mcp-server — Search for datasets by query
get_paper_abstract XWang20/semanticscholar-mcp-server — Get abstract of a paper
harness_recipes_list @codragraph/harness — List versioned recipes stored in memory keyed on graph snapshots.
harness_recipes_get @codragraph/harness — Get a specific recipe by ID or snapshot key.
harness_recipes_put @codragraph/harness — Store a new recipe with associated harness configuration.
harness_swarm_run @codragraph/harness — Run multi-role swarm search with Explorer, Exploiter, and Critic roles.
harness_run @codragraph/harness — Run a single harness search iteration with a proposer.
understand_diagram me9rez/llm-vision-mcp — 解读流程图/架构图
analyze_chart me9rez/llm-vision-mcp — 分析数据图表
code_from_screenshot me9rez/llm-vision-mcp — 从磁盘图片提取代码
analyze_image me9rez/llm-vision-mcp — 分析磁盘图片文件（可传自定义 prompt）
extract_text me9rez/llm-vision-mcp — 磁盘图片 OCR 提取文字
describe_ui me9rez/llm-vision-mcp — 分析磁盘 UI 图片
diagnose_error me9rez/llm-vision-mcp — 诊断磁盘错误图片
search_drive jskutner/gdrive-mcp — Search Google Drive for files matching a query. Searches both file names and file contents.
get_file_metadata jskutner/gdrive-mcp — Get detailed file information.
list_folder_contents jskutner/gdrive-mcp — Browse folder contents.
list_shared_with_me jskutner/gdrive-mcp — Files others have shared with you.
list_starred_files jskutner/gdrive-mcp — Your starred/important files.
list_recent_files jskutner/gdrive-mcp — Show recently modified files.
get_file_content jskutner/gdrive-mcp — Download and return file content as text.
get_file_comments jskutner/gdrive-mcp — Read comments and discussions on a file.
btp_execute_command kallolchakraborty/SAP BTP MCP Server — Run any generic BTP CLI command.
btp_delete_subaccount kallolchakraborty/SAP BTP MCP Server — Permanent deletion of a subaccount.
btp_list_subaccounts kallolchakraborty/SAP BTP MCP Server — List all accessible subaccounts.
btp_list_regions kallolchakraborty/SAP BTP MCP Server — List available technical regions (us10, eu10, etc).
btp_create_subaccount kallolchakraborty/SAP BTP MCP Server — Provision a new subaccount with validation.
btp_list_directories kallolchakraborty/SAP BTP MCP Server — List directories in the global account.
btp_list_users kallolchakraborty/SAP BTP MCP Server — List global account users.
btp_assign_role_collection kallolchakraborty/SAP BTP MCP Server — Grant roles (e.g., Admin) to a user.
btp_list_entitlements kallolchakraborty/SAP BTP MCP Server — Check available service plans/quotas.
btp_remove_entitlement kallolchakraborty/SAP BTP MCP Server — Remove an assigned entitlement from a subaccount.
btp_list_service_instances kallolchakraborty/SAP BTP MCP Server — List active services in a subaccount.
btp_list_environment_instances kallolchakraborty/SAP BTP MCP Server — List environments like Cloud Foundry or Kyma.
btp_list_subscriptions kallolchakraborty/SAP BTP MCP Server — List SaaS application subscriptions.
btp_ping kallolchakraborty/SAP BTP MCP Server — Checks CLI health and login status.
echo heptafox/mcp-sandbox — Echoes the provided message wrapped in a fixed canary string, repeated a specified number of times.
identity heptafox/mcp-sandbox — Connectivity check; returns a fixed canary ID string with no parameters.

AI agent tool reliability // full index

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