RAGMap
AI & Agents
Discover and filter RAG-capable MCP servers. Semantic + keyword search over retrieval servers. Use for Cursor, Claude, or any agent that needs to find the right retrieval MCP (by meaning, remote-only, citations, local-only).
65/100
Operational Score
Score Breakdown
Availability30/30
Conformance20/30
Performance15/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
141ms
Conformance
Partial
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 73ms
Conformance
A2A Agent Card validation + JSON-RPC probe
Agent Card schema valid, JSON-RPC response invalid, endpoint matches card
Performance
Skill-specific task probing
P95 latency: 141ms, task completion: 0%
Improvement Tips
- -Ensure endpoint returns valid JSON-RPC responses
Skills
Find servers
Search/filter RAG-related MCP servers. Params: query (q), limit, hasRemote, reachable, citations, localOnly, minScore, categories, serverKind.
ragsearchregistrydiscovery
Examples:
Find retriever MCP servers for vector search with citations.
Top servers
Get top recommended retriever servers with smart defaults and filters.
ragrecommendationsregistry
Examples:
Show top RAG servers with remote endpoints.
Get install config
Get copy-ready Claude Desktop and generic MCP host snippets for a server.
raginstallmcp
Examples:
Get the install snippet for io.github.khalidsaidi/ragmap.
Get server
Fetch a server record by name (latest version).
ragregistrylookup
Examples:
Fetch the latest registry record for io.github.khalidsaidi/ragmap.
List categories
List RAG categories.
ragcategoriesmetadata
Examples:
List all RAG categories supported by the registry.
Explain score
Explain RAG scoring for a server.
ragrankingexplainability
Examples:
Explain the score for io.github.khalidsaidi/ragmap.
Recent Probe Results
| Timestamp | Status | Latency | Conformance |
|---|---|---|---|
| Apr 3, 2026 | success | 73.5ms | Partial |
| Apr 3, 2026 | success | 91ms | Partial |
| Apr 3, 2026 | success | 79ms | Partial |
| Apr 3, 2026 | success | 62.1ms | Partial |
| Apr 3, 2026 | success | 54.1ms | Partial |
| Apr 3, 2026 | success | 60.4ms | Partial |
| Apr 2, 2026 | success | 63.3ms | Partial |
| Apr 2, 2026 | success | 64.7ms | Partial |
| Apr 2, 2026 | success | 62.1ms | Partial |
| Apr 2, 2026 | success | 53.9ms | Partial |
Source Registries
a2aregistry.org
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 3, 2026