Install payload
Install payload is broadly covered in current results.
83% (10/12)
Source-backed filter active — add entries to compare trust side by side.
25 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 broadly covered in current results.
83% (10/12)
Adoption queue
7/25 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/aws-ecs-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.
tools/anythingllm · 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.
skills/claude-code-desktop-scheduled-maintenance-capability-pack · 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.
agents/context-compaction-recovery-agent · 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/coolify-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/google-workspace-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/inference-sh-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.
agents/inspect-ai-benchmark-rubric-agent · trust review · confidence 67%
Decision confidence
7/25 results are low-confidence and need review before adoption.
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/aws-ecs-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
tools/anythingllm · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
skills/claude-code-desktop-scheduled-maintenance-capability-pack · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
agents/context-compaction-recovery-agent · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/coolify-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/google-workspace-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/inference-sh-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
agents/inspect-ai-benchmark-rubric-agent · trust review
Freshness distribution
Median age 46 days; all 12 scanned entries are within 90 days.
Theme distribution
101 distinct themes with no dominant one. Most common: ai-agents, project-management, automation.
101 distinct themes across 24 scanned
Open-source Python framework from Prefect for structured outputs and agentic AI workflows, with tasks, specialized agents, threads, and extract/cast/classify/generate utilities.
Hosted LLM Pulse MCP server for AI visibility analytics, brand mentions, citations, sentiment, share of voice, recommendations, GEO Writer, and AI traffic workflows.
Official AWS Labs MCP server for Amazon ECS that helps AI assistants containerize applications, deploy them to ECS, troubleshoot deployments, and explore ECS and ECR resources across the container application lifecycle.
Local-first AI application for private chat, document RAG, workspace agents, MCP-compatible tools, model routing, memories, scheduled tasks, multimodal workflows, multi-user Docker deployments, and self-hosted agent automation.
Connect Claude to Taskade — manage workspaces, projects, tasks, and AI agents — with the official Taskade MCP server, covering 57 tools for the full Taskade platform including projects, tasks, AI agent conversations, media, and templates.
Initialize projects, trigger task runs, deploy to environments, and monitor execution from Claude — with the official Trigger.dev MCP server for background job and AI agent workflow orchestration.
Microsoft 365 Graph API MCP server for personal and organization accounts, with OAuth, read-only mode, scope allowlists, presets, multi-account support, and Streamable HTTP deployment.
Source-backed agent for designing Inspect AI benchmark tasks, datasets, solver plans, scorer rubrics, model matrices, eval logs, and release-quality prompt evaluation decisions.
MCP server for AI-assisted development task planning, decomposition, dependency tracking, execution workflow state, reflection, and research mode.
MCP server for spec-driven development workflows, requirements, design docs, task breakdowns, approvals, implementation logs, and a real-time dashboard.
Windows computer-use MCP server that lets AI agents interact with the Windows operating system through UI state, keyboard and mouse actions, application control, file navigation, QA testing, and browser DOM mode.
Apache-2.0 Python workflow orchestration framework for resilient data pipelines with flows, tasks, deployments, schedules, retries, caching, workers, work pools, and observability.
Apache-2.0 model-definition framework for pretrained text, vision, audio, video, and multimodal models across inference, training, pipelines, generation, and fine-tuning.
Expert desktop scheduled maintenance capability pack applying documented Desktop scheduled task setup, triggers, environment scoping, and safety review from official desktop scheduled tasks documentation.
Hosted streamable-HTTP MCP server that exposes inference.sh platform tools for running apps, managing tasks, proxying external MCP connectors, and calling hundreds of hosted AI models from Claude Code, Cursor, and other MCP clients.
Connect Claude to Meilisearch — manage indexes, add and search documents, tune settings, and monitor tasks — with Meilisearch's official Model Context Protocol server.
Community reusable agent prompt for recovering Claude Code sessions after auto-compaction or context thrashing using official context-window docs: rebuild goals from git, validate tasks, and block destructive edits after memory loss.
Expert subagent MCP scoping review capability pack for auditing which MCP servers and tools subagents inherit, restricting high-risk tools in delegated tasks, and preventing unintended production changes from background agents.
MCP server for Coolify infrastructure management, diagnostics, deployments, logs, projects, environments, applications, databases, services, env vars, storage, scheduled tasks, private keys, cloud tokens, teams, and docs search.
MCP server for Todoist task and project management, with tools for tasks, subtasks, projects, sections, labels, comments, reminders, filters, activity, backups, collaboration, bulk operations, and dry-run testing.
Comprehensive Google Workspace MCP server and CLI for Gmail, Drive, Calendar, Docs, Sheets, Slides, Forms, Chat, Apps Script, Tasks, Contacts, and Custom Search workflows.
Open-source platform that runs Claude agents in isolated per-session containers, connects them to messaging channels, keeps per-agent memory and scheduled tasks, and routes credentials through a vault so keys never enter containers.
Open-source framework for building internal coding agents that accept tasks via Slack, Linear, or GitHub, execute code changes in isolated cloud sandboxes, and open draft pull requests automatically.
MIT-licensed command-line software-engineering agent for local coding tasks, GitHub issue fixing, trajectory inspection, and SWE-bench style evaluation.
Background job and workflow platform for TypeScript applications, long-running tasks, schedules, and durable automation.