Install payload
Install payload is broadly covered in current results.
90% (9/10)
Select entries to compare install and trust signals side by side.
10 results in this view
1 trust signal differs in this sample: Submitter
Signals differ on 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.
90% (9/10)
Adoption queue
1/10 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/arxiv-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/chunkhound-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/contextplus-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/arabold-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/pinecone-developer-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/qdrant-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/semble-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/vectara-mcp-server · trust review · confidence 67%
Decision confidence
1/10 results are low-confidence and need review before adoption.
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/arxiv-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/chunkhound-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/contextplus-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/arabold-docs-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/pinecone-developer-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/qdrant-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/semble-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/vectara-mcp-server · trust review
Freshness distribution
Median age 50 days; all 10 scanned entries are within 90 days.
Theme distribution
100% of this view shares the top theme. Leading themes: semantic-search, developer-tools, embeddings.
28 distinct themes across 10 scanned
Open-source all-in-one AI framework for semantic search, LLM orchestration, and language-model workflows, built around an embeddings database that unions sparse and dense vector indexes, graph networks, and relational databases, with pipelines, workflows, agents, and web and MCP APIs.
Index any documentation — websites, GitHub repos, npm/PyPI packages, local files — and give Claude always-current, version-specific answers with the open-source Grounded Docs MCP server. An offline-first alternative to Context7, Nia, and Ref.Tools.
Query your Vectara RAG corpora from Claude — ask grounded questions with full answer generation, run semantic search to retrieve ranked document chunks, and detect and correct hallucinations using Vectara's Hallucination Correction API — with the official Vectara MCP server.
MCP server for connecting Claude, ChatGPT, Cursor, and other MCP clients to a local or web Zotero research library for paper search, metadata, full text, annotations, notes, collections, semantic search, and citation workflows.
Official Pinecone Developer MCP server that connects Claude and other MCP clients to Pinecone projects and documentation for index management, record upserts, semantic search, cascading multi-index search, reranking, and documentation lookup over integrated-inference indexes.
Local-first codebase intelligence MCP server that indexes repositories with tree-sitter, stores searchable chunks in DuckDB, and gives Claude semantic search, regex search, daemon status, and deep code research tools.
MCP server for searching, downloading, reading, and analyzing arXiv papers through Claude and other MCP clients.
MCP server for semantic codebase intelligence, combining AST structure, embeddings, clustering, feature hubs, restore points, and memory graph tools.
Local code-search MCP server for agents, using CPU-only hybrid retrieval to index repositories and return focused snippets for natural-language queries.
Connect Claude to Qdrant for read-only semantic search or opt-in semantic memory storage through the official MCP server.