all tools / data

Most reliable data AI agent tools

As of the latest check, Glimind tracks 200 data AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
list_accounts
A1-x-Tech/Google Tag Manager MCP
unknownList all GTM accounts the user can accessalternatives
bim_cite
sophie-nguyenthuthuy/bimq
unknownResolves a GlobalId back to the original source line in the model file.alternatives
bim_elements_missing_material
sophie-nguyenthuthuy/bimq
unknownReturns elements with no material assigned through any of IFC's five ways.alternatives
bim_spaces_by_area
sophie-nguyenthuthuy/bimq
unknownReturns spaces within an area range, always in m².alternatives
bim_property_values
sophie-nguyenthuthuy/bimq
unknownReturns distinct values with counts for a property; run before guessing names.alternatives
bim_model_summary
sophie-nguyenthuthuy/bimq
unknownReturns schema, units, storeys, entity types, and property-set names of the model.alternatives
bim_spatial_tree
sophie-nguyenthuthuy/bimq
unknownReturns the spatial hierarchy: project → site → building → storey → space.alternatives
bim_elements_by_type
sophie-nguyenthuthuy/bimq
unknownReturns elements of a given type, including subtypes.alternatives
bim_elements_by_property
sophie-nguyenthuthuy/bimq
unknownReturns elements matching a property comparison; the fire-door workhorse.alternatives
bim_elements_missing_property
sophie-nguyenthuthuy/bimq
unknownReturns elements that have no value for a specified property.alternatives
bim_element_detail
sophie-nguyenthuthuy/bimq
unknownExpands specific GlobalIds to every pset and quantity.alternatives
bim_quantity_rollup
sophie-nguyenthuthuy/bimq
unknownReturns totals grouped by type, storey, or PredefinedType.alternatives
list_snapshots
io.github.antonio-mello-ai/mcp-proxmox
unknownList all snapshots for a VM/CTalternatives
rollback_snapshot
io.github.antonio-mello-ai/mcp-proxmox
unknownRollback to a snapshot (requires confirmation)alternatives
get_guest_metrics
io.github.antonio-mello-ai/mcp-proxmox
unknownCPU, memory, network, disk I/O over timealternatives
list_backups
io.github.antonio-mello-ai/mcp-proxmox
unknownList backup files (filter by node, storage, or VMID)alternatives
list_my_jobs
io.github.Qiskit/qiskit-ibm-runtime-mcp-server
unknownList recent jobs for the account.alternatives
get_job_status
io.github.Qiskit/qiskit-ibm-runtime-mcp-server
unknownGet the status of a specific job.alternatives
get_job_results
io.github.Qiskit/qiskit-ibm-runtime-mcp-server
unknownGet results of a completed job.alternatives
get_earnings_season_summary
io.github.QuantGist-Technologies/quantgist-mcp
unknownIndex-level summary of the current earnings seasonalternatives
get_markets_overview
io.github.QuantGist-Technologies/quantgist-mcp
unknownEnd-of-day quotes for major indices and instruments (S&P 500, Nasdaq, gold, oil…)alternatives
get_event_detail
io.github.QuantGist-Technologies/quantgist-mcp
unknownFull details for one event by ID (actual, forecast, previous, symbols)alternatives
get_earnings_upcoming
io.github.QuantGist-Technologies/quantgist-mcp
unknownNext upcoming earnings reports across all tickers, with EPS/revenue estimatesalternatives
get_earnings_for_ticker
io.github.QuantGist-Technologies/quantgist-mcp
unknownEarnings history for one ticker (estimate vs actual, beat/miss, EDGAR links)alternatives
get_earnings_summary
io.github.QuantGist-Technologies/quantgist-mcp
unknownBeat / miss / in-line counts and overall beat rate for a tickeralternatives
get_earnings_surprises
io.github.QuantGist-Technologies/quantgist-mcp
unknownLargest EPS surprises across the market in the latest reportsalternatives
cpu_get_game_config
project-cpu-mcp
unknownGet static game configuration (resources, costs, contract addresses).alternatives
cpu_get_mining_status
project-cpu-mcp
unknownGet mining status.alternatives
cpu_route_network
project-cpu-mcp
unknownGet the waypoint road map (nodes, hops, gaps).alternatives
cpu_next_hops
project-cpu-mcp
unknownSurvey legal waypoints around a cell.alternatives
cpu_quote_transport
project-cpu-mcp
unknownGet transport quote.alternatives
cpu_list_recipes
project-cpu-mcp
unknownList crafting recipes.alternatives
cpu_get_balance
project-cpu-mcp
unknownGet spendable $CPU and gas balance.alternatives
cpu_get_map
project-cpu-mcp
unknownGet the world map.alternatives
cpu_get_cell
project-cpu-mcp
unknownGet details of a specific cell.alternatives
cpu_get_changes
project-cpu-mcp
unknownGet changes from other players.alternatives
cpu_get_markets
project-cpu-mcp
unknownGet market list.alternatives
cpu_list_lots
project-cpu-mcp
unknownList lots in a market.alternatives
cpu_get_lot
project-cpu-mcp
unknownGet lot details.alternatives
cpu_list_my_lots
project-cpu-mcp
unknownList my lots.alternatives
delete_subject
@cookiecomply/mcp
unknownDelete a subjectalternatives
get_game
io.github.williamcodes/speedrun-mcp
unknownA game's details plus its categories (and optionally levels)alternatives
list_categories
io.github.williamcodes/speedrun-mcp
unknownA game's categories (Any%, 120 Star, …) with rulesalternatives
list_variables
io.github.williamcodes/speedrun-mcp
unknownSubcategory/filter variables and their value idsalternatives
list_regions
io.github.williamcodes/speedrun-mcp
unknownRegion ids for the region leaderboard filteralternatives
get_leaderboard
io.github.williamcodes/speedrun-mcp
unknownA ranked leaderboard (top N; filter by variable / platform / region / timing)alternatives
get_world_record
io.github.williamcodes/speedrun-mcp
unknownThe current #1 run for a game/category, plus any runs tied for firstalternatives
get_user_personal_bests
io.github.williamcodes/speedrun-mcp
unknownA player's PBs across all gamesalternatives
list_runs
io.github.williamcodes/speedrun-mcp
unknownRuns filtered by player / game / category / status / examineralternatives
list_unverified_runs
io.github.williamcodes/speedrun-mcp
unknownA game's runs awaiting verification (the moderation queue)alternatives
list_platforms
io.github.williamcodes/speedrun-mcp
unknownPlatform ids for the platform leaderboard filteralternatives
get_game_records
io.github.williamcodes/speedrun-mcp
unknownEvery category's records for a game in one call (defaults to world records)alternatives
get_series
io.github.williamcodes/speedrun-mcp
unknownA series' details and the games it containsalternatives
get_run
io.github.williamcodes/speedrun-mcp
unknownDetails of a single runalternatives
submit_run
io.github.williamcodes/speedrun-mcp
unknownSubmit a run (only available when writes are enabled)alternatives
verify_run
io.github.williamcodes/speedrun-mcp
unknownVerify a run (only available when writes are enabled)alternatives
delete_run
io.github.williamcodes/speedrun-mcp
unknownDelete a run (only available when writes are enabled)alternatives
rigshare_list_my_bookings
io.github.RPER2001/rigshare
unknownThe authed user's RIGShare bookings — equipment, dates, status, totalsalternatives
rigshare_list_my_sessions
io.github.RPER2001/rigshare
unknownActive + historical remote sessions (GPU alloc, hours, cost)alternatives
list_parquet_files
heapdump-stardiver-mcp
unknownList tables with row counts and schemasalternatives
query_heap
heapdump-stardiver-mcp
unknownRun DuckDB SQL against Parquet (paginated)alternatives
convert_heap_dump
heapdump-stardiver-mcp
unknownConvert HPROF → Parquet and open analysis sessionalternatives
open_session
heapdump-stardiver-mcp
unknownOpen session from existing Parquet filesalternatives
close_session
heapdump-stardiver-mcp
unknownClose DuckDB connection, keep filesalternatives
cleanup_session
heapdump-stardiver-mcp
unknownClose connection and delete Parquet filesalternatives
analyze_heap
heapdump-stardiver-mcp
unknownAutomated waste detection and heap profilingalternatives
get_variable
lumiastream/@lumiastream/mcp
unknownRead a Lumia variable.alternatives
ga4_list_accounts
heroseo-mcp
unknownLiệt kê tất cả GA4 accountsalternatives
ga4_list_properties
heroseo-mcp
unknownLiệt kê GA4 properties (websites/apps)alternatives
ga4_run_report
heroseo-mcp
unknownReport tuỳ chỉnh — dimensions, metrics, date range, sortalternatives
ga4_run_realtime_report
heroseo-mcp
unknownUsers đang active trong 30 phút gần nhấtalternatives
mandu_list_islands
@mandujs/mcp
unknownList routes with hydrationalternatives
listVaults
@vultisig/mcp
unknownList all stored vaults.alternatives
create_lakehouse
iflow-mcp_aci-labs_ms-fabric-mcp
unknownCreate a new lakehouse.alternatives
set_lakehouse
iflow-mcp_aci-labs_ms-fabric-mcp
unknownSet current lakehouse context.alternatives
list_warehouses
iflow-mcp_aci-labs_ms-fabric-mcp
unknownList all warehouses in a workspace.alternatives
create_warehouse
iflow-mcp_aci-labs_ms-fabric-mcp
unknownCreate a new warehouse.alternatives
set_warehouse
iflow-mcp_aci-labs_ms-fabric-mcp
unknownSet current warehouse context.alternatives
list_tables
iflow-mcp_aci-labs_ms-fabric-mcp
unknownList all tables in a lakehouse.alternatives
list_workspaces
iflow-mcp_aci-labs_ms-fabric-mcp
unknownList all available Fabric workspaces.alternatives
set_workspace
iflow-mcp_aci-labs_ms-fabric-mcp
unknownSet the current workspace context for the session.alternatives
list_lakehouses
iflow-mcp_aci-labs_ms-fabric-mcp
unknownList all lakehouses in a workspace.alternatives
geocode
@geocoding-ai/mcp
unknownConvert an address or place name into geographic coordinates (latitude/longitude).alternatives
freelo_get_task_states
sesonet/freelo-mcp-server
unknownList task statesalternatives
freelo_get_project_workers
sesonet/freelo-mcp-server
unknownGet project workersalternatives
freelo_get_tasks
sesonet/freelo-mcp-server
unknownList tasksalternatives
freelo_get_task_details
sesonet/freelo-mcp-server
unknownGet task detailsalternatives
freelo_create_task
sesonet/freelo-mcp-server
unknownCreate a taskalternatives
get_teams
io.github.withinfocus/statbotics
unknownAccess team profiles and EPA ratings for multiple teams.alternatives
get_team_years
io.github.withinfocus/statbotics
unknownGet team statistics for multiple seasons.alternatives
get_events
io.github.withinfocus/statbotics
unknownQuery multiple events.alternatives
get_team_event
io.github.withinfocus/statbotics
unknownGet team performance at a specific event.alternatives
get_match
io.github.withinfocus/statbotics
unknownRetrieve match data and predictions.alternatives
get_matches
io.github.withinfocus/statbotics
unknownRetrieve multiple matches.alternatives
get_year
io.github.withinfocus/statbotics
unknownQuery season-level statistical data for a specific year.alternatives
get_event
io.github.withinfocus/statbotics
unknownQuery event details and predictions.alternatives
get_team_events
io.github.withinfocus/statbotics
unknownGet team performance at multiple events.alternatives
get_team_match
io.github.withinfocus/statbotics
unknownGet team-level match statistics.alternatives
get_team_matches
io.github.withinfocus/statbotics
unknownGet team-level match statistics for multiple matches.alternatives
get_years
io.github.withinfocus/statbotics
unknownQuery season-level statistical data for multiple years.alternatives
get_team
io.github.withinfocus/statbotics
unknownAccess team profiles and EPA ratings.alternatives
get_team_year
io.github.withinfocus/statbotics
unknownGet team statistics for a specific season.alternatives
get_event_rankings
io.github.withinfocus/tba
unknownGet rankingsalternatives
get_event_teams
io.github.withinfocus/tba
unknownGet participating teamsalternatives
get_teams_by_year
io.github.withinfocus/tba
unknownGet teams by yearalternatives
get_teams
io.github.withinfocus/tba
unknownGet paginated team listingsalternatives
get_event_matches
io.github.withinfocus/tba
unknownGet matchesalternatives
get_event_oprs
io.github.withinfocus/tba
unknownGet OPRsalternatives
get_event_alliances
io.github.withinfocus/tba
unknownGet elimination alliancesalternatives
get_match
io.github.withinfocus/tba
unknownGet detailed match informationalternatives
get_match_simple
io.github.withinfocus/tba
unknownGet simple match informationalternatives
get_match_zebra
io.github.withinfocus/tba
unknownGet robot tracking dataalternatives
get_team
io.github.withinfocus/tba
unknownGet detailed team profilealternatives
get_team_events
io.github.withinfocus/tba
unknownGet team's events in a yearalternatives
get_team_matches
io.github.withinfocus/tba
unknownGet team's matchesalternatives
get_team_awards
io.github.withinfocus/tba
unknownGet team's awardsalternatives
get_team_media
io.github.withinfocus/tba
unknownGet team's mediaalternatives
get_event
io.github.withinfocus/tba
unknownGet event detailsalternatives
get_districts
io.github.withinfocus/tba
unknownGet districtsalternatives
get_district_rankings
io.github.withinfocus/tba
unknownGet district rankingsalternatives
get_district_events
io.github.withinfocus/tba
unknownGet district eventsalternatives
get_district_teams
io.github.withinfocus/tba
unknownGet district teamsalternatives
query_traces
VictoriaMetrics/VictoriaTraces MCP Server
unknownQuery traces from VictoriaTracesalternatives
get_trace
VictoriaMetrics/VictoriaTraces MCP Server
unknownGet a specific trace by IDalternatives
get_services
VictoriaMetrics/VictoriaTraces MCP Server
unknownGet list of services from VictoriaTracesalternatives
get_operations
VictoriaMetrics/VictoriaTraces MCP Server
unknownGet list of operations (span names) for a servicealternatives
delete_trace
io.github.iris-eval/mcp-server
unknownRemove a single stored trace by ID (destructive, tenant-scoped)alternatives
get_traces
io.github.iris-eval/mcp-server
unknownQuery stored traces with filteringalternatives
oscal_emit
evidentia-mcp
unknownEmit OSCAL output using evidentia_core.oscal.exporter.alternatives
gap_diff
evidentia-mcp
unknownCompute gap diff using evidentia_core.gap_analyzer.diff.alternatives
collect_aws
evidentia-mcp
unknownCollect AWS data using evidentia_collectors.aws.alternatives
collect_github
evidentia-mcp
unknownCollect GitHub data using evidentia_collectors.github.alternatives
gap_analyze
evidentia-mcp
unknownPerform gap analysis using evidentia_core.gap_analyzer.alternatives
risk_generate
evidentia-mcp
unknownGenerate risk statements using evidentia_ai.risk_statements.alternatives
collect_jira
evidentia-mcp
unknownCollect Jira data using evidentia_collectors.jira.alternatives
verify_items
io.github.RaulSimpetru/zotero-library-mcp
unknownRe-check recent items against CrossRef to catch bad DOIs or title mismatchesalternatives
export_ifc_data
iflow-mcp_bonsai-mcp
unknownExports IFC data to a structured JSON or CSV file, with options to filter by entity type or building level.alternatives
place_ifc_object
iflow-mcp_bonsai-mcp
unknownCreates and positions an IFC element in the model at specified coordinates with optional rotation.alternatives
get_ifc_quantities
iflow-mcp_bonsai-mcp
unknownCalculate and get quantities (m2, m3, etc.) for IFC elements, with options to filter by entity type or selected ones.alternatives
get_ifc_total_structure
iflow-mcp_bonsai-mcp
unknownRetrieves the complete hierarchical structure of the IFC model including spatial elements and all building elements within each spatial contalternatives
get_ifc_properties
iflow-mcp_bonsai-mcp
unknownRetrieves all properties of a specific IFC entity by its GlobalId or from currently selected objects.alternatives
get_ifc_spatial_structure
iflow-mcp_bonsai-mcp
unknownGets the spatial hierarchy of the IFC model (site, building, storeys, spaces).alternatives
get_ifc_relationships
iflow-mcp_bonsai-mcp
unknownRetrieves all relationships for a specific IFC entity.alternatives
get_selected_ifc_entities
iflow-mcp_bonsai-mcp
unknownGets information about IFC entities corresponding to objects currently selected in the Blender UI.alternatives
pivot_data
excel-mcp-polars
unknownPivot: unique values of one column become new column headersalternatives
select_columns
excel-mcp-polars
unknownKeep and optionally rename a subset of columnsalternatives
drop_columns
excel-mcp-polars
unknownRemove specific columnsalternatives
fill_nulls
excel-mcp-polars
unknownFill null values using a strategy (forward, mean, median, …) or a literal valuealternatives
add_column
excel-mcp-polars
unknownAdd a computed column using a SQL expression (e.g. 'Revenue * 0.1')alternatives
group_by_aggregate
excel-mcp-polars
unknownGroup by columns and compute sum, mean, count, min, max, median, std, first, last, n_uniquealternatives
compute_percentiles
excel-mcp-polars
unknownCompute arbitrary percentiles (e.g. p50, p90, p95, p99) for a column, optionally groupedalternatives
concat_sheets
excel-mcp-polars
unknownStack or side-by-side multiple sheets/files (vertical, horizontal, diagonal)alternatives
sort_data
excel-mcp-polars
unknownSort by one or more columns, with per-column direction controlalternatives
drop_duplicates
excel-mcp-polars
unknownRemove duplicate rows, optionally scoped to a column subsetalternatives
cast_columns
excel-mcp-polars
unknownChange column data types (e.g. String → Int64, String → Date)alternatives
reset_sheet
excel-mcp-polars
unknownReload the original file from disk, discarding all in-session transformationsalternatives
sample_rows
excel-mcp-polars
unknownRandom sample by row count or fractionalternatives
join_sheets
excel-mcp-polars
unknownJoin two sheets/files on key columns (inner, left, right, full, cross)alternatives
window_function
excel-mcp-polars
unknownApply a window/analytic function: rank, cumsum, diff, pct_change, rolling_mean, rolling_sum, …alternatives
unpivot_data
excel-mcp-polars
unknownMelt wide-format data into long formatalternatives
get_schema
excel-mcp-polars
unknownColumn names, data types, null counts, and a sample value per columnalternatives
describe
excel-mcp-polars
unknownDescriptive statistics (min, max, mean, std, percentiles) for numeric columnsalternatives
preview
excel-mcp-polars
unknownFirst N rows as a markdown table, with optional column filter and row offsetalternatives
value_counts
excel-mcp-polars
unknownFrequency table for a column, with optional normalization and top-N filteralternatives
list_sheets
excel-mcp-polars
unknownList all sheets in a workbook with row/column countsalternatives
load_sheet
excel-mcp-polars
unknownLoad a sheet into session cache with optional skip_rows for title rows above headersalternatives
peek
excel-mcp-polars
unknownRead the first N raw rows directly from disk (bypasses cache) — use before load_sheet to inspect header layoutalternatives
find_dirty_rows
excel-mcp-polars
unknownIdentify rows with nulls, type mismatches, or other data quality issuesalternatives
filter_rows
excel-mcp-polars
unknownFilter rows using a SQL WHERE expressionalternatives
run_query
excel-mcp-polars
unknownRun a full SQL SELECT statement via Polars SQLContext (data is the primary table)alternatives
stock
io.github.RayNCooper/grocery-delivery-mcp
unknownGet availability and price by SKU.alternatives
get-regions-tree
yandex-wordstat-mcp
unknownGet top 3 levels of region hierarchy (configurable depth)alternatives
dynamics
yandex-wordstat-mcp
unknownSearch volume trends over time (daily / weekly / monthly)alternatives
regions
yandex-wordstat-mcp
unknownRegional distribution with region names and affinity insightsalternatives
get-region-children
yandex-wordstat-mcp
unknownDrill down into a specific region to see its childrenalternatives
top-requests
yandex-wordstat-mcp
unknownPopular queries containing a keyword (last 30 days) + related queriesalternatives
push_metric
dashwall-mcp
unknownPush a reading via the tile's webhook token; the display updates livealternatives
get_metrics
myagentmail-mcp
unknownSent / received / bounced counts and resource totalsalternatives
get_performance_stats
MingHuiLiu/godot4-runtime-mcp
unknown获取性能统计alternatives
set_property
MingHuiLiu/godot4-runtime-mcp
unknown设置节点属性值alternatives
get_signal_events
MingHuiLiu/godot4-runtime-mcp
unknown获取信号事件历史alternatives
clear_signal_events
MingHuiLiu/godot4-runtime-mcp
unknown清空信号事件alternatives
get_logs
MingHuiLiu/godot4-runtime-mcp
unknown获取最近日志alternatives
get_logs_filtered
MingHuiLiu/godot4-runtime-mcp
unknown过滤查询日志 (级别、关键字、时间)alternatives
get_log_stats
MingHuiLiu/godot4-runtime-mcp
unknown获取日志统计alternatives
clear_logs
MingHuiLiu/godot4-runtime-mcp
unknown清空日志alternatives
add_custom_log
MingHuiLiu/godot4-runtime-mcp
unknown添加自定义日志标记alternatives
get_property
MingHuiLiu/godot4-runtime-mcp
unknown获取节点属性值alternatives
get_project_config
lootvm-ui
unknownRead and validate components.jsonalternatives
graph_query_batch
chain-insights
unknownRun related read-only graph queries as one MCP callalternatives
get_player_achievements
yava-code/SteamMCP
unknownПолучение достижений игрока в конкретной игреalternatives
get_user_stats
yava-code/SteamMCP
unknownПолучение статистики игрока в конкретной игреalternatives
get_owned_games
yava-code/SteamMCP
unknownПолучение списка игр, принадлежащих пользователюalternatives
get_user_level
yava-code/SteamMCP
unknownПолучение уровня пользователя Steamalternatives
get_popular_market_items
yava-code/SteamMCP
unknownПолучение популярных предметов с торговой площадкиalternatives
get_item_price_overview
yava-code/SteamMCP
unknownПолучение обзора текущих цен для конкретного предметаalternatives
get_recently_played_games
yava-code/SteamMCP
unknownПолучение списка недавно сыгранных игрalternatives
resolve_vanity_url_name
yava-code/SteamMCP
unknownПреобразование имени vanity URL в Steam IDalternatives
get_recent_market_activity
yava-code/SteamMCP
unknownПолучение недавней активности на торговой площадкеalternatives
get_item_price_history
yava-code/SteamMCP
unknownПолучение истории цен для конкретного предметаalternatives

FAQ

What are the most reliable data MCP tools right now?

As of the latest check, Glimind tracks 200 data AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank data tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a data tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.