docs/getting-started/advanced-demo.md

@@ -989,7 +989,7 @@ export CERTCTL_API_KEY="test-key-123"
 
 ## Part 15: MCP Server for AI Integration (M18a)
 
-certctl exposes the full REST API via the Model Context Protocol (MCP), enabling seamless integration with Claude, Cursor, and other AI assistants:
+certctl exposes the full REST API via the Model Context Protocol (MCP), enabling seamless integration with any MCP-compatible AI client:
 
 ```bash
 # Build the MCP server
@@ -1010,19 +1010,19 @@ export CERTCTL_API_KEY="test-key-123"
 - **Binary support** — handles DER-encoded CRL and OCSP responses without mangling
 - **Error translation** — converts HTTP errors to user-readable messages
 
-**Example usage from Claude:**
+**Example usage:**
 
 ```
 User: What certificates are expiring in the next 30 days?
 
-Claude uses the MCP tools to:
+The AI client uses the MCP tools to:
   1. Call tools.listCertificates with filters: {status: "Expiring"}
   2. Parse the response
   3. Display: "mc-api-prod expires in 12 days. mc-cdn-prod expires in 8 days..."
 
 User: Revoke mc-payments due to key compromise
 
-Claude uses the MCP tools to:
+The AI client uses the MCP tools to:
   1. Call tools.revokeCertificate with id="mc-payments" reason="keyCompromise"
   2. Return the audit trail entry showing revocation recorded
 ```

docs/getting-started/concepts.md

@@ -258,7 +258,7 @@ The CLI supports both table and JSON output formats (`--format table` or `--form
 
 ### MCP Server (AI Integration)
 
-certctl includes an MCP (Model Context Protocol) server that exposes the entire REST API as MCP tools. This enables AI assistants like Claude, Cursor, and other MCP-compatible tools to interact with your certificate infrastructure using natural language — "show me all expiring certificates," "revoke the VPN cert," or "what agents are offline?"
+certctl includes an MCP (Model Context Protocol) server that exposes the entire REST API as MCP tools. This enables AI assistants and other MCP-compatible tools to interact with your certificate infrastructure using natural language — "show me all expiring certificates," "revoke the VPN cert," or "what agents are offline?"
 
 The MCP server is a separate binary (`cmd/mcp-server/`) that communicates via stdio transport and acts as a stateless HTTP proxy to the certctl REST API. It requires no additional infrastructure — just point it at your certctl server URL and API key.
 

docs/getting-started/quickstart.md

@@ -438,7 +438,7 @@ export CERTCTL_SERVER_CA_BUNDLE_PATH="$CA"   # MCP is env-vars-only; no CLI flag
 ./mcp-server
 ```
 
-Exposes the full REST API via MCP over stdio transport. Ask Claude: "What certificates are expiring in the next 30 days?", "Revoke the payments cert due to key compromise", "Show me the audit trail."
+Exposes the full REST API via MCP over stdio transport. Ask your MCP client: "What certificates are expiring in the next 30 days?", "Revoke the payments cert due to key compromise", "Show me the audit trail."
 
 ## Demo Data Reference
 

docs/getting-started/why-certctl.md

@@ -75,7 +75,7 @@ The three differentiators above get the headlines, but the feature surface is wi
 
 **Prometheus metrics** — `/api/v1/metrics/prometheus` in standard exposition format. Works with Prometheus, Grafana Agent, Datadog Agent, Victoria Metrics.
 
-**MCP server** — the entire REST API is exposed via MCP for AI-assisted certificate management via Claude, Cursor, or any MCP-compatible client. No other certificate platform offers this.
+**MCP server** — the entire REST API is exposed via MCP for AI-assisted certificate management via any MCP-compatible client. No other certificate platform offers this.
 
 **Full REST API** — OpenAPI 3.1-documented operations covering the entire platform. CLI tool with 10 subcommands. Helm chart for Kubernetes deployment. Scheduled certificate digest emails. Certificate export in PEM and PKCS#12. S/MIME support with EKU-aware issuance.