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Most reliable observability AI agent tools

As of the latest check, Glimind tracks 138 observability AI agent (MCP) tools, of which 7 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
thinkneo_log_event
ai.thinkneo/control-plane
healthyLog an event within an active agent trace. Supports event types: tool_call, model_call, decision, error, pii_access, guardrail_triggered. Realternatives
thinkneo_end_trace
ai.thinkneo/control-plane
healthyEnd an active agent trace and get the session summary. Returns total cost, duration, tool/model call counts, and event count. Triggers post-alternatives
thinkneo_get_trace
ai.thinkneo/control-plane
healthyRetrieve the full trace for an agent session. Returns the complete timeline of events (tool calls, model calls, decisions, errors), session alternatives
thinkneo_get_observability_dashboard
ai.thinkneo/control-plane
healthyGet the agent observability dashboard — aggregated metrics for your AI agents. Includes total sessions, events, cost, error rate, latency, talternatives
thinkneo_log_decision
ai.thinkneo/control-plane
healthyLog a business decision made by an AI agent. Tracks the AI cost and the business value generated. If a baseline exists for the process, valualternatives
thinkneo_a2a_log
ai.thinkneo/control-plane
healthyRetrieve A2A (agent-to-agent) interaction logs from the live gateway. Shows which agents called which, actions performed, costs, and outcomealternatives
thinkneo_a2a_flow
ai.thinkneo/control-plane
healthyVisualize agent-to-agent communication flow. Shows registered agents, their approval status, and interaction patterns from the live gateway.alternatives
log_errors
dbay-sre-mcp
unknownRecent error-level lines with auto-aggregationalternatives
colber_observability_query
io.github.Obi49/colber-mcp
unknownStructured search over logs or trace spans.alternatives
prometheus_range_query
pokgak/LGTM MCP Server
unknownExecute PromQL range query (broken)alternatives
prometheus_range_query_chart
pokgak/LGTM MCP Server
unknownRange query with ASCII chart visualizationalternatives
prometheus_get_metric_names
pokgak/LGTM MCP Server
unknownList metricsalternatives
prometheus_get_label_names
pokgak/LGTM MCP Server
unknownList label namesalternatives
prometheus_get_label_values
pokgak/LGTM MCP Server
unknownGet values for a labelalternatives
prometheus_get_metadata
pokgak/LGTM MCP Server
unknownGet metric metadataalternatives
tempo_trace_summary
pokgak/LGTM MCP Server
unknownGet trace summary with stats (duration p50/p95/p99, error count, span tree)alternatives
tempo_get_trace
pokgak/LGTM MCP Server
unknownRetrieve full trace data (use after summary for details)alternatives
tempo_search_traces
pokgak/LGTM MCP Server
unknownSearch with TraceQLalternatives
get_metrics
hamardikan/Observability Agent MCP
unknownRetrieve metrics from the observability provider within policy bounds.alternatives
get_alerts
hamardikan/Observability Agent MCP
unknownList alerts from the observability provider within policy bounds.alternatives
get_dashboard
hamardikan/Observability Agent MCP
unknownRetrieve a dashboard definition from Grafana.alternatives
loki_get_series
pokgak/LGTM MCP Server
unknownFind matching log streamsalternatives
prometheus_get_series
pokgak/LGTM MCP Server
unknownFind matching seriesalternatives
prometheus_instant_query
pokgak/LGTM MCP Server
unknownExecute PromQL instant queryalternatives
tempo_get_tag_names
pokgak/LGTM MCP Server
unknownList tag namesalternatives
getTrace
langfuse-mcp
unknownFetch a single trace by id including the full observation tree.alternatives
listObservations
langfuse-mcp
unknownList spans, generations, and events with filters.alternatives
listSessions
langfuse-mcp
unknownList sessions within a time range.alternatives
listScores
langfuse-mcp
unknownList scores with filters.alternatives
getScore
langfuse-mcp
unknownFetch a single score by id.alternatives
listScoreConfigs
langfuse-mcp
unknownList score configurations (definitions, ranges, categories).alternatives
listPrompts
langfuse-mcp
unknownList prompt definitions, optionally filtered by name, label, or tag.alternatives
getPrompt
langfuse-mcp
unknownFetch a prompt by name, optionally pinned to a specific version or label.alternatives
listDatasets
langfuse-mcp
unknownList datasets configured in Langfuse.alternatives
getDataset
langfuse-mcp
unknownFetch a dataset by name.alternatives
getDatasetItem
langfuse-mcp
unknownFetch a single dataset item by id.alternatives
listDatasetRuns
langfuse-mcp
unknownList evaluation runs for a dataset.alternatives
get_trace_activity
Duranta19/ClickHouse Trace-Activity MCP Server
unknownFull chronological log timeline for one trace ID — the end-to-end story of a request/user across services.alternatives
search_logs
Duranta19/ClickHouse Trace-Activity MCP Server
unknownSearch individual log lines by service, min severity, body text, and time range. Returns their trace IDs to drill into.alternatives
find_traces
Duranta19/ClickHouse Trace-Activity MCP Server
unknownDiscover distinct trace IDs matching filters (e.g. 'traces with errors in service X today'), with per-trace counts.alternatives
list_services
Duranta19/ClickHouse Trace-Activity MCP Server
unknownList distinct ServiceName values with recent log counts.alternatives
search_around
alilxxey/openobserve-community-mcp
unknownSearch logs around a specific timestamp.alternatives
get_span
AgentOps
unknownGet span information by ID.alternatives
observability.incident_context
hamardikan/Observability Agent MCP
unknownBuild a compact evidence bundle for one alert or service.alternatives
observability.render_panel
hamardikan/Observability Agent MCP
unknownReturn one allowlisted Grafana panel as PNG evidence.alternatives
observability.render_dashboard
hmrdkn-labs/Observability Agent MCP
unknownOne allowlisted Grafana dashboard as PNG evidencealternatives
query_loki
mseep-grafana-loki-mcp
unknownQuery Loki logs using LogQLalternatives
list_labels
mseep-grafana-loki-mcp
unknownList available Loki labelsalternatives
search_values
alilxxey/openobserve-community-mcp
unknownSearch for distinct values in a field.alternatives
get_dashboard
alilxxey/openobserve-community-mcp
unknownGet a specific dashboard by ID.alternatives
get_latest_traces
alilxxey/openobserve-community-mcp
unknownGet the latest traces.alternatives
list_dashboards
alilxxey/openobserve-community-mcp
unknownList all dashboards.alternatives
search_errors
021-mcp
unknownFind recent traces that ended in errors.alternatives
colber_observability_log
io.github.Obi49/colber-mcp
unknownIngest one or more log events.alternatives
colber_observability_alert_create
io.github.Obi49/colber-mcp
unknownCreate a declarative alert rule.alternatives
colber_observability_alert_get
io.github.Obi49/colber-mcp
unknownRead a single alert rule by id.alternatives
colber_observability_alert_list
io.github.Obi49/colber-mcp
unknownList alert rules owned by an operator.alternatives
alert_log_context
AIops-tools/observability-aiops
unknownCorrelate firing alert to Loki logsalternatives
observability.incident_context
hmrdkn-labs/Observability Agent MCP
unknownA compact evidence bundle for an alert or servicealternatives
get_complete_trace
AgentOps
unknownGet comprehensive trace information including all spans and their metrics.alternatives
search_logs
sid-s-s/Kibana Log Analysis & API Dashboard MCP Server
unknownSearch logs matching keywords within a time rangealternatives
get_log_details
sid-s-s/Kibana Log Analysis & API Dashboard MCP Server
unknownRetrieve the full, raw JSON of a specific log eventalternatives
analyze_service_health
sid-s-s/Kibana Log Analysis & API Dashboard MCP Server
unknownAggregate error rates, success rates, and HTTP status codes for a given servicealternatives
obs_event_log
AgentIA1984-cmd/agent-observability-mcp
unknownJournalise un span d'agent : operation, trace, statut, duree, modele, tokens, cout, attributs libres.alternatives
obs_trace_get
AgentIA1984-cmd/agent-observability-mcp
unknownReconstitue la chronologie complete d'une trace : spans ordonnes, duree cumulee, erreurs, tokens, cout.alternatives
obs_metrics_summary
AgentIA1984-cmd/agent-observability-mcp
unknownAgrege volume, taux d'erreur, latences p50 / p95 / p99, tokens, cout et top 5 des operations.alternatives
obs_anomaly_scan
AgentIA1984-cmd/agent-observability-mcp
unknownSignale taux d'erreur anormaux, latences aberrantes, concentration de cout et boucles de retry.alternatives
observability.render_dashboard
hamardikan/Observability Agent MCP
unknownReturn one allowlisted Grafana dashboard as PNG evidence.alternatives
signoz_update_alert
io.github.SigNoz/signoz-mcp-server
unknownUpdate an existing alert rule.alternatives
signoz_delete_alert
io.github.SigNoz/signoz-mcp-server
unknownDelete an alert rule.alternatives
signoz_get_dashboard
io.github.SigNoz/signoz-mcp-server
unknownGet a specific dashboard.alternatives
record_metric
jaegis-raverse-mcp-server
unknownTrack performance metrics.alternatives
assess_observability_resiliency
aws-resiliency-mcp
unknownEvaluate CloudWatch, CloudTrail, X-Ray — alarm coverage, log retentionalternatives
cb_logs
@lp-extend/mcp-server
unknownView bot logsalternatives
get_token_usage
traceloop/opentelemetry-mcp-server
unknownGet token usage statistics for LLM callsalternatives
get_trace_stats
traceloop/opentelemetry-mcp-server
unknownGet statistics about traces, such as error rates and latency percentilesalternatives
get_errors
traceloop/opentelemetry-mcp-server
unknownGet traces that contain errorsalternatives
get_recent_traces
@slack/radar-mcp
unknownPerformance trace/span summaries: trace name, span name, duration. Filterable by name substring.alternatives
get_trace_detail
@slack/radar-mcp
unknownFull trace/span detail for a specific trace, including tags.alternatives
log_tool_call
mdfifty50-boop/agentic-observability-mcp
unknownLog MCP tool calls with latency, success/failure, and error detailsalternatives
signoz_get_dashboards
io.github.SigNoz/signoz-mcp-server
unknownList dashboards.alternatives
observability.trace
Obi49/Colber MCP Server
unknownCreate or append to a distributed tracealternatives
find_exceptions
iflow-mcp_avivsinai-langfuse-mcp
unknownFind exceptions across traces.alternatives
get_newrelic_apm_metrics
iflow-mcp_neoai-agent-newrelic-mcp
unknownGet APM metrics for an applicationalternatives
get_application_slow_transactions_details
iflow-mcp_neoai-agent-newrelic-mcp
unknownGet slow transaction detailsalternatives
fetch_trace
Log-LogN/langfuse-mcp-java
unknownFull detail of a single trace including nested observations, input/output, metadata, latency, and token usage.alternatives
find_exceptions
Log-LogN/langfuse-mcp-java
unknownTraces whose level equals ERROR. Supports time range and pagination.alternatives
find_exceptions_in_file
Log-LogN/langfuse-mcp-java
unknownError-level traces whose metadata contains a given file name substring.alternatives
get_exception_details
Log-LogN/langfuse-mcp-java
unknownFull detail of a single error trace.alternatives
get_error_count
Log-LogN/langfuse-mcp-java
unknownCount of ERROR-level traces in a time range (scans up to 500 traces).alternatives
query_logs
Oluwatunmise-olat/mcp-server-logs-sieve
unknownQuery logs from the configured observability backend based on filters and time range.alternatives
summarize_logs
Oluwatunmise-olat/mcp-server-logs-sieve
unknownSummarize logs from the configured observability backend over a time range.alternatives
trace_request
Oluwatunmise-olat/mcp-server-logs-sieve
unknownTrace a request across services using a trace ID.alternatives
list_log_sources
Oluwatunmise-olat/mcp-server-logs-sieve
unknownList available log sources for the configured provider.alternatives
list_label_values
mseep-grafana-loki-mcp
unknownList values for a specific Loki labelalternatives
tempo_search_traces
talkops-tempo-mcp-server
unknownSearch traces using TraceQL or K8s-friendly filtersalternatives
tempo_get_trace
talkops-tempo-mcp-server
unknownRetrieve a single trace by its trace IDalternatives
tempo_summarize_trace
talkops-tempo-mcp-server
unknownAnalyze a trace: extract critical path, detect errors, identify root cause, and recommend next queriesalternatives
tempo_correlate_traces
talkops-tempo-mcp-server
unknownFind related traces using strategies: same-service errors, same-endpoint, or temporal neighborsalternatives
tempo_discover_attributes
talkops-tempo-mcp-server
unknownDiscover attribute names across scopesalternatives
tempo_discover_attribute_values
talkops-tempo-mcp-server
unknownEnumerate attribute values with optional filteringalternatives
tempo_metrics_range
talkops-tempo-mcp-server
unknownExecute a TraceQL metrics range query returning time seriesalternatives
observability_log
@replaceables/core
unknownLogs an event for observabilityalternatives
signoz_get_traces
io.github.SigNoz/signoz-mcp-server
unknownQuery traces with filters.alternatives
signoz_get_logs
io.github.SigNoz/signoz-mcp-server
unknownQuery logs with filters.alternatives
signoz_get_alerts
io.github.SigNoz/signoz-mcp-server
unknownList alert rules.alternatives
signoz_get_alert
io.github.SigNoz/signoz-mcp-server
unknownGet details of a specific alert rule.alternatives
signoz_create_alert
io.github.SigNoz/signoz-mcp-server
unknownCreate a new alert rule.alternatives
get_loki_labels
grafana-loki-mcp
unknownGet all label names from Loki.alternatives
log_trace
dbay-sre-mcp
unknownFollow a request_id chain across componentsalternatives
obs_events_search
AgentIA1984-cmd/agent-observability-mcp
unknownRecherche des evenements par projet, operation, type, statut, modele, fenetre temporelle, duree minimale ou texte libre.alternatives
loki_query
elad12390-loki-mcp
unknownQuery Grafana Loki log data using LogQLalternatives
sentry_update_monitor
clr-sentry-mcp
unknownUpdate a cron monitoralternatives
sentry_delete_monitor
clr-sentry-mcp
unknownDelete a cron monitoralternatives
sentry_list_issue_alerts
clr-sentry-mcp
unknownList issue alerts for a projectalternatives
sentry_get_issue_alert
clr-sentry-mcp
unknownGet issue alert detailsalternatives
sentry_create_issue_alert
clr-sentry-mcp
unknownCreate an issue alert rulealternatives
sentry_update_issue_alert
clr-sentry-mcp
unknownUpdate an issue alert rulealternatives
sentry_delete_issue_alert
clr-sentry-mcp
unknownDelete an issue alert rulealternatives
cls_get_log_histogram
cls-mcp-server
unknown获取日志数量直方图,观察日志量随时间的分布alternatives
cls_get_log_count
cls-mcp-server
unknown快速获取日志数量,比 search_log 更快alternatives
cls_query_metric
cls-mcp-server
unknown查询指标数据(单时间点),支持 PromQL 语法alternatives
search_logs
log_analyzer_mcp
unknownSearch logs for records matching criteriaalternatives
list_log_files
log-inspector-mcp
unknownLists all log files found in configured directories.alternatives
get_log_content
log-inspector-mcp
unknownReads and returns the complete content of a specific log file.alternatives
read_log_paginated
log-inspector-mcp
unknownReads a specific portion of a log file with token-based pagination and change detection.alternatives
loki_query
MrGibbage/local-mcp-server
unknownQuery logs with LogQLalternatives
sentry_queue_performance
clr-sentry-mcp
unknownQueue/task worker performancealternatives
sentry_discover_query
clr-sentry-mcp
unknownCustom Discover query (any fields/dataset)alternatives
sentry_events_timeseries
clr-sentry-mcp
unknownEvents over time for trend visualizationalternatives
sentry_get_monitor
clr-sentry-mcp
unknownGet monitor detailsalternatives
sentry_create_monitor
clr-sentry-mcp
unknownCreate a cron monitoralternatives
get_stream_info
clr-graylog-mcp
unknownGet detailed information about a specific streamalternatives
get_log_statistics
clr-graylog-mcp
unknownGet log statistics and aggregationsalternatives
get_traces
@2kw/ai-mcp-server
unknownRetrieve observability tracesalternatives
sentry_top_transactions
clr-sentry-mcp
unknownSlowest endpoints by p95 response timealternatives
sentry_slow_db_queries
clr-sentry-mcp
unknownSlowest database queriesalternatives
sentry_slow_http_requests
clr-sentry-mcp
unknownSlowest outbound HTTP requestsalternatives

FAQ

What are the most reliable observability MCP tools right now?

As of the latest check, Glimind tracks 138 observability AI agent (MCP) tools, of which 7 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 observability 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 observability 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.