Install payload
Install payload is broadly covered in current results.
100% (12/12)
Source-backed filter active — add entries to compare trust side by side.
22 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.
100% (12/12)
Adoption queue
1/22 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.
agents/ansible-repository-contributor-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.
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.
tools/deerflow · 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/devdocs-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/dify · 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/docker-mcp-gateway · 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/flowise · 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.
hooks/hadolint-dockerfile-diagnostics-hook · trust review · confidence 67%
Decision confidence
1/22 results are low-confidence and need review before adoption.
Address Metadata review, Package integrity before broader rollout.
54/100
agents/ansible-repository-contributor-agent · 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
tools/deerflow · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/devdocs-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
tools/dify · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/docker-mcp-gateway · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
tools/flowise · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
hooks/hadolint-dockerfile-diagnostics-hook · trust review
Freshness distribution
Median age 47 days; all 12 scanned entries are within 90 days.
Theme distribution
99 distinct themes with no dominant one. Most common: docker, mcp, ai-agents.
99 distinct themes across 22 scanned
Docker's MCP CLI plugin and gateway for running catalog, OCI, registry, or local-file MCP servers in containers and exposing them to Claude, Cursor, VS Code, and other MCP clients through a shared gateway profile.
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.
Self-hostable AI agent workspace formerly known as LobeChat, with agent builder, agent groups, personal memory, model-provider routing, skills, MCP-compatible plugins, Docker deployment, Vercel deployment, and IM gateway workflows.
Apache-2.0 sandbox runtime and SDK suite for AI agents, with Python, Java/Kotlin, JavaScript/TypeScript, C#/.NET, and Go SDKs, Docker and Kubernetes runtimes, OpenSandbox MCP server, CLI, code interpreter, filesystem and command tools, network policy, credential vault, and secure container runtime guidance.
Manage Docker and Kubernetes infrastructure from Claude — list environments, inspect containers, manage GitOps workflows, troubleshoot resources, and proxy Docker/K8s API calls — with the official Portainer MCP server generated from the Portainer OpenAPI spec.
Open-source RAG and agentic retrieval platform with DeepDoc document understanding, visual chunking, grounded citations, heterogeneous data-source ingestion, agent workflows, MCP support, code executor support, and Docker self-hosting.
HAPI MCP exposes OpenAPI specifications as MCP tools dynamically using the la-rebelion hapimcp project and MCP Registry package ai.com.mcp/hapi-mcp.
Self-hosted documentation crawler and Markdown MCP server that lets Claude query crawled technical documentation, list files, read sections, search content, inspect metadata, and keep generated Markdown in sync.
Document intelligence MCP server for extracting text, metadata, OCR output, structured data, embeddings, chunks, cache state, and supported-format information from PDFs, Office files, images, code, and many other formats.
MCP transport bridge that converts between stdio, SSE, and Streamable HTTP so local MCP clients can reach remote servers, or remote clients can reach local stdio servers.
Direct Prometheus MCP server that lets Claude run PromQL instant and range queries, discover metrics, inspect metadata, and review scrape targets.
Dashboard, CLI, and gateway for centrally managing many MCP servers and exposing them as authenticated all-server, group, single-server, or smart routing endpoints.
Read-only Claude Code PostToolUse hook that runs Hadolint diagnostics after Claude writes or edits Dockerfile-like files, surfacing Dockerfile best practice, inline shell, trusted registry, label, and configuration findings without rewriting files.
Self-hosted AI chat and agent platform with LibreChat Agents, MCP support, reusable Skills, Subagents, Code Interpreter, web search, artifacts, multi-provider model routing, secure multi-user auth, and Docker Compose deployment.
Self-hosted AI platform and web UI for Ollama, OpenAI-compatible APIs, RAG, Python function tools, model builder workflows, artifacts, web search, vector databases, enterprise auth, observability, plugins, and MCP-adjacent OpenAPI integrations.
Open-source AI gateway from Portkey for routing to 1600+ LLMs through one OpenAI-compatible API, with automatic retries, fallbacks, load balancing, conditional routing, guardrails, caching, and observability, self-hostable via npx, Docker, or edge deployments.
ByteDance long-horizon super-agent harness for research, coding, creation, subagents, skills, memory, sandboxes, MCP server support, messaging channels, LangGraph workflows, and Docker or local development.
Production-ready LLM app and agentic workflow platform with visual workflows, RAG pipelines, agent capabilities, model management, observability, prompt IDE, APIs, Dify Cloud, and self-hosted Docker Compose deployment.
Visual low-code builder for AI agents, RAG apps, chatbots, agentic workflows, multi-agent systems, LangChain-based components, API-serving flows, and self-hosted deployments through npm, Docker, and cloud platforms.
Open-source Qwen agent framework for building LLM applications with function calling, tools, planning, memory, RAG, MCP support, Docker-based code interpreter, Gradio GUI demos, BrowserQwen, Custom Assistant, and Qwen Chat backend usage.
Docker-deployed MCP gateway that aggregates downstream MCP servers into namespaces, endpoints, SSE, Streamable HTTP, OpenAPI, auth, and rate limits.
Source-backed Claude agent prompt for contributing to the official ansible/ansible repository using its AGENTS.md guidance for licensing, ansible-test workflows, Docker container selection, changelog fragments, CI triage, module documentation, and devel-branch PRs.