Install payload
Install payload is mixed and needs spot-checking.
60% (3/5)
Select entries to compare install and trust signals side by side.
5 results in this view
2 trust signals differ in this sample: Source provenance, Submitter
Signals differ on Source provenance, Submitter — add entries to compare before you install.
Rollout signal scan
Biggest gaps: metadata review, package integrity. 0 entries have 2+ required gaps.
Install payload
Install payload is mixed and needs spot-checking.
60% (3/5)
Adoption queue
2/5 visible results are in hold tier and need mitigation before adoption.
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/arize-phoenix-mcp-server · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/langfuse-docs-mcp-server · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/opik-mcp-server · trust review · confidence 67%
2 blockers: Metadata review, Install payload
36/100
Request metadata review from maintainers or internal owners.
Add install/config payload for reproducible team rollout.
Collect package checksum or signed artifact information.
tools/agenta · trust review · confidence 50%
2 blockers: Metadata review, Install payload
36/100
Request metadata review from maintainers or internal owners.
Add install/config payload for reproducible team rollout.
Collect package checksum or signed artifact information.
tools/mlflow · trust review · confidence 50%
Decision confidence
2/5 results are low-confidence and need review before adoption.
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/arize-phoenix-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/langfuse-docs-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/opik-mcp-server · trust review
Hold adoption until Metadata review, Package integrity are resolved.
36/100
tools/agenta · trust review
Hold adoption until Metadata review, Package integrity are resolved.
36/100
tools/mlflow · trust review
Freshness distribution
Median age 40 days; all 5 scanned entries are within 90 days.
Theme distribution
100% of this view shares the top theme. Leading themes: prompt-management, evals, evaluation.
15 distinct themes across 5 scanned
Inspect LLM traces and spans, manage prompts, explore datasets, and review evaluation experiments from Claude — with the official Arize Phoenix MCP server, built into the open-source Phoenix AI observability platform.
Debug, evaluate, and monitor LLM applications from Claude — read traces and spans, score outputs, save prompts, run evaluation experiments, and query project metrics — with the official Opik MCP server by Comet.
Open-source LLMOps platform for prompt management, prompt versioning, evaluation, and observability across LLM applications.
Open-source AI engineering platform for tracing, evaluating, prompt-managing, and deploying agents, LLM applications, and ML models.
Connect Claude Code, Cursor, Copilot, Windsurf, and other MCP clients to the public Langfuse documentation MCP server for tracing, prompt management, evaluation, and agent observability implementation help.