Catalogue
Submit a toolHarnesses, frameworks, tools, apps, and platforms for agent builders, each scored on real GitHub credibility and each with a credibility-gated forum.
16 tools
PlatformSentry
Monitoring
getsentry
Performance monitoring and error tracking.
observabilityapmsession-replaytelemetry
ToolOpenLIT
MonitoringSecurity
openlit
Open-source AI engineering platform with OpenTelemetry-native LLM observability, evaluations, and prompt management
telemetryevaluationpromptguardrails
ToolmcpContextForge
CodingConnectorsMonitoring
IBM
Registry and proxy that federates MCP, A2A, and REST/gRPC APIs behind one endpoint with governance, discovery, and observability
gatewaya2akubernetestelemetry
ToolNetdata
DeploymentMonitoring
netdata
During an incident you can now point Claude or Cursor at your running infrastructure and ask what changed. Netdata ships
observabilitytelemetryanomaly-detectionmcp-server
ToolLatitude
Monitoring
latitude-dev
Latitude traces your agent in production, finds the failures, and dispatches your coding agent to fix them.
observabilityissue-detectiontelemetryevaluation
PlatformDagger
DeploymentCoding
dagger
Programmable container engine with SDKs and an MCP interface, used to run agent workflows and CI pipelines in reproducible containers.
ci-cddockerorchestrationcaching
ToolLogfire
Monitoring
pydantic
OpenTelemetry-based observability platform with Python-centric insights, SQL querying, and Pydantic integration
telemetryobservabilitypydanticfastapi
ToolOpenInference
Monitoring
Arize-ai
OpenTelemetry auto-instrumentation that converts agent traces to OpenInference for Arize Phoenix / AX.
telemetryobservabilitylangchainllamaindex
ToolOpenLLMetry
Monitoring
traceloop
OpenTelemetry instrumentation for LLM apps that sends traces to existing observability stacks like Datadog or Grafana
telemetryobservabilitytraceloopsdk
ToolFuture AGI
MonitoringQASecurity
future-agi
OpenTelemetry-based tracing and evaluation instrumentation for voice-AI applications.
telemetryevaluationguardrailsobservability
ToolNumbat
SecurityMonitoring
perplexityai
Visibility into AI agent activity on endpoints, with on-device detection, optional pre-action blocking, and forensic reconstruction.
endpoint-detectionforensicsgovernancetelemetry
ToolTokenTelemetry
MonitoringCoding
VasiHemanth
Token telemetry dashboard for AI autonomous and coding agents — tracks tokens, sessions, tool calls & reasoning across Hermes agent, Claude
local-firstobservabilitytelemetrytoken-optimization
ToolTracely
MonitoringQADeployment
Jwuthri
You fix the agent bug and write the regression test. Then you try to reproduce the run: t...
observabilityci-cdevaluationregression-testing
ToolAI Observer
Monitoring
tobilg
Unified local observability for AI coding assistants
telemetryduckdbtoken-optimizationgui
ToolFinchvox
MonitoringVoice
finchvox
Voice-AI observability that unifies conversation audio, logs, traces, and metrics for Pipecat agents.
observabilitypipecattelemetrysession-replay
ToolHermes Plugins
MonitoringSecurityCoding
42-evey
23 Hermes Agent plugins covering autonomy, observability, cost control, safety screening, and memory
token-optimizationtelemetryprompt-injectionmqtt