AI agent tool reliability // full index

Tools

memlab_growth_signals @memlab/mcp-server — Flag likely unbounded growth patterns in a single snapshot.
memlab_sequence_analysis @memlab/mcp-server — Trend analysis across an ordered sequence of 3+ snapshots.
memlab_snapshot_header @memlab/mcp-server — Peek a .heapsnapshot's header (node/edge counts, capture time, file size) without loading it.
memlab_batch @memlab/mcp-server — Run several tools against one snapshot load and return all their outputs together.
memlab_load_snapshot @memlab/mcp-server — Load and parse a .heapsnapshot file, building indexes, dominator tree, and retained sizes.
memlab_snapshots @memlab/mcp-server — Manage the multi-snapshot session and session output controls.
memlab_property_distribution @memlab/mcp-server — Report value cardinality and top-K most frequent values for a property.
geo_nearby glc-rag/GLC MCP Platform — Find geographic entities near a given coordinate.
geo_search glc-rag/GLC MCP Platform — Search geographic entities (countries, cities, POIs) by name or code.
geo_distance glc-rag/GLC MCP Platform — Calculate distance between two geographic coordinates.
pg_test_connection CleanCodeStar/postgresql-mcp-server — 测试当前 database + schema 上下文是否可连接。
pg_get_current_context CleanCodeStar/postgresql-mcp-server — 返回当前 database、schema、允许的 database、当前 database 下允许的 schema。
pg_describe_table CleanCodeStar/postgresql-mcp-server — 返回指定表的字段、数据类型、是否可空、默认值、主键标记。
pg_count_tables CleanCodeStar/postgresql-mcp-server — 统计指定 database/schema 或当前上下文下的普通表数量。
pg_list_databases CleanCodeStar/postgresql-mcp-server — 列出配置允许访问的 database，并标记当前 database。
pg_switch_database CleanCodeStar/postgresql-mcp-server — 切换当前 database，可选同时切换目标 database 下的 schema。
pg_list_schemas CleanCodeStar/postgresql-mcp-server — 列出指定 database 或当前 database 中可见的非系统 schema。
pg_switch_schema CleanCodeStar/postgresql-mcp-server — 在当前 database 内切换当前 schema。
pg_execute_sql CleanCodeStar/postgresql-mcp-server — 在当前上下文执行 SQL。查询返回 data 和 count，写入返回 affected_rows。
pg_list_tables CleanCodeStar/postgresql-mcp-server — 列出指定 database/schema 或当前上下文下的表和视图。
get_note_v1 drmaxbdc/@drmaxbdc/productboard-mcp — Gets a note using Productboard API v1
resolve_note drmaxbdc/@drmaxbdc/productboard-mcp — Resolve numeric ID, web UI URL, or deep link to a v2 note
add_note_comment drmaxbdc/@drmaxbdc/productboard-mcp — Adds a comment to a note (uses Productboard API v1)
list_members drmaxbdc/@drmaxbdc/productboard-mcp — Lists workspace members
search_notes drmaxbdc/@drmaxbdc/productboard-mcp — Hybrid v2/v1 search; v2 by default, falls back to v1 for fulltext term or multi-tag AND filters
list_notes drmaxbdc/@drmaxbdc/productboard-mcp — Lists notes using Productboard API v2
list_all_notes drmaxbdc/@drmaxbdc/productboard-mcp — Bulk fetch notes with auto-pagination via v2 (max 5000)
get_note drmaxbdc/@drmaxbdc/productboard-mcp — Gets a note using Productboard API v2
get_member drmaxbdc/@drmaxbdc/productboard-mcp — Gets a workspace member by ID
mailbox_list @skyphusion/postern-mcp — Browse and filter mailbox messages with pagination.
mailbox_get @skyphusion/postern-mcp — Fetch a single full message by ID.
mailbox_send @skyphusion/postern-mcp — Send a new email message.
mailbox_search @skyphusion/postern-mcp — Search subject and body of mailbox messages, newest-first, with optional filters and modes.
mailbox_get_attachment @skyphusion/postern-mcp — Fetch a single attachment as base64 bytes by message ID and index.
mailbox_thread @skyphusion/postern-mcp — Fetch every message in a thread by thread ID.
mailbox_reply @skyphusion/postern-mcp — Reply to a stored message by ID.
get_network_requests react-native-ai-devtools-sdk — Retrieve captured network requests from the SDK buffer.
get_logs react-native-ai-devtools-sdk — Retrieve captured console logs from the SDK buffer.
get_flowpoints react-native-ai-devtools-sdk — Retrieve flowpoint breadcrumbs grouped by flow.
wait_for_flowpoint react-native-ai-devtools-sdk — Wait for a specific flowpoint to appear.
verify_flow react-native-ai-devtools-sdk — Verify that a flow executed correctly based on flowpoints.
execute_in_app react-native-ai-devtools-sdk — Execute arbitrary JavaScript in the app context via CDP.
commerce-event-subscribe @adobe-commerce/commerce-extensibility-tools — Subscribe to Commerce events (products, customers, orders, etc.)
aio-app-deploy @adobe-commerce/commerce-extensibility-tools — Deploy Adobe I/O App to runtime (entire app or specific actions)
aio-app-dev @adobe-commerce/commerce-extensibility-tools — Start local development server for testing
aio-app-use @adobe-commerce/commerce-extensibility-tools — Configure runtime namespace for current project
aio-dev-invoke @adobe-commerce/commerce-extensibility-tools — Invoke runtime actions locally during development
aio-login @adobe-commerce/commerce-extensibility-tools — Authenticate with Adobe I/O (OAuth2 flow)
aio-where @adobe-commerce/commerce-extensibility-tools — Show current Adobe I/O configuration (org/project/workspace)
aio-configure-global @adobe-commerce/commerce-extensibility-tools — Manage global Adobe I/O configuration
onboard @adobe-commerce/commerce-extensibility-tools — Configure Adobe I/O event providers and Commerce Events module
search-commerce-docs @adobe-commerce/commerce-extensibility-tools — Search Commerce and App Builder documentation using AI-powered RAG
upload-chat-history @adobe-commerce/commerce-extensibility-tools — Uploads chat history and user feedback to the feedback service. Requires IMS authentication via aio auth login.
list_installed_servers @mcpmarket/mcp-auto-install — Lists all currently installed MCP servers.
remove_mcp_server @mcpmarket/mcp-auto-install — Removes an installed MCP server by name.
install_mcp_server @mcpmarket/mcp-auto-install — Installs an MCP server from a given package name or source URL.
mai_readme @mcpmarket/mcp-auto-install — Fetch the full README from GitHub. Use when you need usage examples or a tool list (mai_details is summary-only).
mai_details @mcpmarket/mcp-auto-install — Structured metadata for a server: env vars, arguments, transport, install command.
mai_install @mcpmarket/mcp-auto-install — Build the install plan (launch command, or URL for remotes) and write it to all detected client config files. Accepts env and arguments; dry
mai_remove @mcpmarket/mcp-auto-install — Remove a server from all client config files.
mai_search @mcpmarket/mcp-auto-install — Search the registry by keyword. Returns name, description, version, supported package types.
brain_write klyiro/Engram — Create or update a note.
brain_backlinks klyiro/Engram — Get backlinks for a given note.
brain_edit klyiro/Engram — Edit an existing note (replace content).
brain_schema klyiro/Engram — Get the schema (frontmatter fields) used in the vault.
brain_append klyiro/Engram — Append content to an existing note.
brain_search klyiro/Engram — Search the vault with full-text and wikilink graph ranking, withholding superseded/expired notes and explaining why.
brain_tree klyiro/Engram — Show the file tree of the active vault.
brain_graph klyiro/Engram — Get the knowledge graph data (nodes and edges).
brain_move klyiro/Engram — Move or rename a note.
brain_create_folder klyiro/Engram — Create a new folder.
brain_list klyiro/Engram — List notes in the vault.
brain_read klyiro/Engram — Read a note by path or ID.
brain_supersede klyiro/Engram — Atomically retire a note and replace it with a new one.
brain_delete klyiro/Engram — Delete a note.
observe_report crapthings/Loomscope — Report a milestone or event during a session.
observe_finish crapthings/Loomscope — Finish an observation session.
observe_start crapthings/Loomscope — Start a new observation session for a task.
interaction mcpslim/chrome-devtools-slim — Interact with page elements
take mcpslim/chrome-devtools-slim — Take a screenshot or snapshot
control mcpslim/chrome-devtools-slim — Control browser behavior
get mcpslim/chrome-devtools-slim — Get browser information or data
list mcpslim/chrome-devtools-slim — List browser elements or data
performance mcpslim/chrome-devtools-slim — Get performance metrics or data
page mcpslim/chrome-devtools-slim — Page-level operations
search_code MidhunaMohanraj/github-analyzer-mcp — Find code patterns across a repo
analyze_repo MidhunaMohanraj/github-analyzer-mcp — Full repo overview — stars, forks, metadata, activity
get_contributors MidhunaMohanraj/github-analyzer-mcp — Top contributors with commit counts
find_issues MidhunaMohanraj/github-analyzer-mcp — Open/closed issues with label filtering
get_languages MidhunaMohanraj/github-analyzer-mcp — Language breakdown with percentages
analyze_commits MidhunaMohanraj/github-analyzer-mcp — Recent commit history and author patterns
get_pull_requests MidhunaMohanraj/github-analyzer-mcp — Open/merged PRs with review metadata
repo_health_score MidhunaMohanraj/github-analyzer-mcp — 0-100 health score with improvement suggestions
agency-hosting_deployNodeStaticWebsite @hostinger/mcp — Deploy a node-static Agency Plan (h5g)
aphis_inspection_filter_options pipeworx-io/mcp-aphis-animal-care — Get the list of animal categories and AWA citation section codes available for filtering inspection reports.
aphis_licensee_search pipeworx-io/mcp-aphis-animal-care — Search for USDA Animal Welfare Act licensees and registrants by state, license type, name, city, ZIP, certificate number, customer number, k
aphis_inspection_reports pipeworx-io/mcp-aphis-animal-care — Search APHIS Animal Care inspection reports with filters for state, license type, name, city, ZIP, certificate number, customer number, anim
dilisense_check_entity pipeworx-io/mcp-dilisense — Screen a company against sanctions and watchlists (AML/KYC). Returns matching records with source type, jurisdiction and sanction details.
dilisense_check_name pipeworx-io/mcp-dilisense — Broad watchlist name check across all entity types — individuals, entities, vessels, aircraft. Returns all matching sanctions/PEP/criminal r
dilisense_check_individual pipeworx-io/mcp-dilisense — Screen a person against sanctions/PEP/criminal watchlists (AML/KYC). Returns matching watchlist records with source type, PEP level, citizen

AI agent tool reliability // full index

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