RAGMap

RAGMap|v0.1.0
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
2,785.8ms
Conformance
Partial
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 2785ms
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: 2785ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 2785ms, target <1000ms)
  • -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
TimestampStatusLatencyConformance
Jul 3, 2026success2785.8msPartial
Jun 30, 2026success2517.3msPartial
Jun 27, 2026success2435.4msPartial
Jun 25, 2026success2109.7msPartial
Jun 24, 2026success1215.6msPartial
Jun 17, 2026success2671.7msPartial
Jun 16, 2026success3365msPartial
Jun 16, 2026success2906.2msPartial
Jun 15, 2026success3302.4msPartial
Jun 12, 2026success2766msPartial
Source Registries
a2aregistry.org
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026