Leaderboard

Scored on public signals; components with none are listed as Unranked · Formula

Component

All mcp 61,707 skill 1,132 subagent 724 rules 461 hook 134 workflow 62 cli 57 identity 38

4 More

eval 37 memory 36 observability 34 infra 26

Domain

All back-end 23,922 ai-agents 13,106 other 9,354 search 4,535 database 2,789 front-end 2,201 observability 1,987 auth 1,508

5 More

devops 1,377 browser 1,330 comms 1,112 payments 1,089 github-vcs 929

Vertical

All finance 4,779 ai-infra 3,606 security 3,313 productivity 2,190 marketing 1,395 data-analytics 1,204 legal 1,129 devtools 1,006

4 More

education 574 healthcare 489 e-commerce 468 gaming 396

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Score Usage Tested Mentions Stars Name

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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

25 results · 65,239 in the catalog

Rank	Score	Component	Description	Evidence	Last commit	Install
1	74.422	baserunobservability · observability	Baserun captures LLM traces via a lightweight decorator-based SDK and provides a dashboard for debugging prompt chains, testing variants, and…	16 stars · 5 forks	26 Jun 2024Stale	No one-command install · Source
2	75.153	honeycombobservability · observability	Honeycomb's OpenTelemetry-native observability platform — high-cardinality event store ideal for tracing LLM pipelines and debugging slow agent…	16 stars · 6 forks	13 Aug 2025	No one-command install · Source
3	94.644	athina-aiobservability · observability	Athina AI provides developer-focused LLM monitoring and eval framework — real-time inference logging, automated evals, and regression detection in CI.	301 stars · 23 forks	6 Jun 2025	No one-command install · Source
4	95.863	phosphoobservability · observability	Phospho is a text analytics and evaluation platform for LLM apps — logs sessions, runs clustering, detects failures, and surfaces actionable insights.	439 stars · 35 forks	17 Jul 2025	No one-command install · Source
5	95.990	claude-code-statuslineobservability · observability	Enhanced 4-line statusline for Claude Code with themes, cost tracking, and MCP server monitoring	476 stars · 35 forks	1 Aug 2026	No one-command install · Source
6	98.121	openinferenceobservability · observability	OpenInference is an open standard and Python/JS instrumentation library for capturing LLM and agent traces in OpenTelemetry format, built by Arize AI.	1,192 stars · 302 forks	1 Sep 2026	No one-command install · Source
7	98.667	openlitobservability · observability	OpenLIT is an OpenTelemetry-native LLM observability toolkit with GPU monitoring, cost tracking, and a prompt hub — one-line setup for 20+ providers.	2,736 stars · 367 forks	1 Sep 2026	No one-command install · Source
8	98.792	langwatchobservability · observability	LangWatch provides real-time LLM analytics, guardrails, and evaluation pipelines with a visual studio for monitoring multi-step agent conversations.	3,522 stars · 362 forks	2 Sep 2026	No one-command install · Source
9	98.822	pydantic-logfireobservability · observability	Logfire by Pydantic — OpenTelemetry-based structured logging and tracing for Python applications with built-in support for FastAPI, SQLAlchemy, and…	4,450 stars · 283 forks	1 Sep 2026	No one-command install · Source
10	99.046	grafana-tempoobservability · observability	Grafana Tempo is a cost-efficient distributed tracing backend (OpenTelemetry-native) that pairs with Loki for logs and Prometheus for metrics in LLM…	5,461 stars · 746 forks	2 Sep 2026	No one-command install · Source
11	99.089	heliconeobservability · observability	Open-source LLM observability platform — proxy-based logging, cost tracking, caching, and rate limiting for OpenAI-compatible APIs.	6,123 stars · 662 forks	31 Aug 2026	No one-command install · Source
12	99.249	ccstatuslineobservability · observability	A highly customizable status line formatter for Claude Code CLI that displays model info, git branch, token usage, and other metrics in your terminal.	13,035 stars · 579 forks	21 Sep 2026	No one-command install · Source
13	99.334	portkey-ai-gatewayobservability · observability	Open-source AI gateway providing a unified API across 100+ LLM providers with built-in observability, request logging, fallbacks, caching, and load…	12,873 stars · 1,280 forks	25 May 2026	No one-command install · Source
14	99.472	opentelemetry-genaiobservability · observability	OpenTelemetry semantic conventions and instrumentation for GenAI/LLM spans, traces, and metrics via the GenAI semconv working group.	4,897 stars · 3,851 forks	2 Sep 2026	No one-command install · Source
15	99.490	comet-opikobservability · observability	Opik by Comet is an open-source LLM evaluation and tracing platform — log traces, run automated evals, create datasets, and track prompt improvements…	22,249 stars · 1,827 forks · 1 mention	26 Sep 2026	No one-command install · Source
16	99.677	langfuseobservability · observability	Open-source LLM engineering platform with traces, evals, prompt management, and datasets for debugging and improving LLM applications.	34,067 stars · 3,678 forks · 10 mentions	1 Sep 2026	No one-command install · Source
17	99.743	sentry-llm-monitoringobservability · observability	Sentry's error and performance monitoring extended to LLM applications — captures exceptions, latency, and AI token usage with OpenTelemetry…	44,709 stars · 4,832 forks · 15 mentions	2 Sep 2026	No one-command install · Source
18	Unranked	datadog-llm-observabilityobservability · observability	Datadog's managed LLM Observability product — traces LLM calls, monitors prompt/completion quality, detects anomalies, and integrates with existing…	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source
19	Unranked	fiddler-aiobservability · observability	Fiddler AI Observability platform monitors LLM applications for hallucinations, toxicity, bias, and drift, with explainability and alerting for…	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source
20	Unranked	honeyhiveobservability · observability	HoneyHive is an AI evaluation and observability platform for tracing agent pipelines, running evaluations, and debugging regressions in production.	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source
21	Unranked	langtraceobservability · observability	Open-source, OpenTelemetry-compliant LLM observability tool by Scale3Labs — traces calls to all major LLM providers and frameworks with a…	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source
22	Unranked	literal-aiobservability · observability	Literal AI is an observability and evaluation platform for conversational AI — captures multi-step threads, scores responses, and integrates with…	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source
23	Unranked	lunaryobservability · observability	Open-source LLM observability and prompt management platform — tracks conversations, errors, costs, and user feedback for production AI applications.	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source
24	Unranked	maxim-aiobservability · observability	Maxim AI is an evaluation and observability platform for AI agents — supports multi-step trace analysis, prompt testing, and production quality…	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source
25	Unranked	new-relic-ai-monitoringobservability · observability	New Relic AI Monitoring instruments LLM calls end-to-end — traces model invocations, measures token costs, and surfaces anomalies via the New Relic…	No signals yet	No commit datelisted 27 May 2026	No one-command install · Source

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, 2 Sep 2026 or later. A repository may have changed since.