diff --git a/crates/buzz-agent/src/agent.rs b/crates/buzz-agent/src/agent.rs
index ff87a33a1a..b3dfdd3aa6 100644
--- a/crates/buzz-agent/src/agent.rs
+++ b/crates/buzz-agent/src/agent.rs
@@ -21,6 +21,34 @@ use crate::wire::{self, WireSender};
 const ERROR_REFLECTION_SUFFIX: &str =
     "\n\n[Reflect] Before retrying, identify the cause and change your approach.";
 
+const UNSUPPORTED_IMAGE_TOOL_MESSAGE: &str = "The current model does not support image input. The image was removed from conversation history so this turn can continue. Use a text-based inspection tool or ask the user for a textual description instead.";
+
+/// Remove image blocks that the provider has explicitly rejected while keeping
+/// their surrounding tool result (and therefore the tool-call/result pairing)
+/// intact. Returns the number of images removed; zero means the provider error
+/// cannot be safely recovered by mutating history.
+fn replace_unsupported_images(history: &mut [HistoryItem]) -> usize {
+    let mut replaced = 0;
+    for item in history {
+        let HistoryItem::ToolResult(result) = item else {
+            continue;
+        };
+        let before = result.content.len();
+        result
+            .content
+            .retain(|content| !matches!(content, ToolResultContent::Image { .. }));
+        let removed = before - result.content.len();
+        if removed > 0 {
+            replaced += removed;
+            result.is_error = true;
+            result.content.push(ToolResultContent::Text(
+                UNSUPPORTED_IMAGE_TOOL_MESSAGE.to_string(),
+            ));
+        }
+    }
+    replaced
+}
+
 /// Maximum reply reminders emitted per prompt when `require_reply` is on.
 ///
 /// After this many, the turn is allowed to end whether or not anything was
@@ -249,10 +277,10 @@ impl RunCtx<'_> {
                 tools.push(builtin::load_skill_def());
             }
             round = round.saturating_add(1);
-            let response = tokio::select! {
+            let response_result = tokio::select! {
                 biased;
                 _ = self.cancel.changed() => return Ok(StopReason::Cancelled),
-                r = self.llm.complete(self.cfg, self.system_prompt, self.history, &tools, self.effective_model) => r?,
+                r = self.llm.complete(self.cfg, self.system_prompt, self.history, &tools, self.effective_model) => r,
                 _ = async {
                     // Keepalive ticker: emit a lightweight session update every 30s
                     // while waiting on the LLM provider. This resets the ACP harness
@@ -275,6 +303,22 @@ impl RunCtx<'_> {
                     }
                 } => unreachable!(),
             };
+            let response = match response_result {
+                Ok(response) => response,
+                Err(AgentError::UnsupportedImageInput(detail)) => {
+                    let removed = replace_unsupported_images(self.history);
+                    if removed == 0 {
+                        return Err(AgentError::UnsupportedImageInput(detail));
+                    }
+                    tracing::warn!(
+                        model = self.effective_model,
+                        removed_images = removed,
+                        "provider rejected image input; removed images from history and continuing turn"
+                    );
+                    continue;
+                }
+                Err(error) => return Err(error),
+            };
 
             // Record provider-reported input usage so the next loop iteration's
             // handoff gate can compare it against the token budget. We capture
@@ -1075,6 +1119,47 @@ mod tests {
         assert!(total_after <= max_bytes);
     }
 
+    #[test]
+    fn unsupported_images_become_recoverable_tool_errors() {
+        let mut history = vec![
+            HistoryItem::Assistant {
+                text: String::new(),
+                tool_calls: vec![ToolCall {
+                    provider_id: "call-image".into(),
+                    name: "dev__view_image".into(),
+                    arguments: json!({ "source": "spec.png" }),
+                    provider_extra: Default::default(),
+                }],
+                reasoning_details: None,
+            },
+            HistoryItem::ToolResult(ToolResult {
+                provider_id: "call-image".into(),
+                content: vec![
+                    ToolResultContent::Text("10x10 image from spec.png".into()),
+                    ToolResultContent::Image {
+                        data: "aW1n".into(),
+                        mime_type: "image/png".into(),
+                    },
+                ],
+                is_error: false,
+            }),
+        ];
+
+        assert_eq!(replace_unsupported_images(&mut history), 1);
+        let HistoryItem::ToolResult(result) = &history[1] else {
+            panic!("tool result must stay paired with the assistant tool call");
+        };
+        assert_eq!(result.provider_id, "call-image");
+        assert!(result.is_error);
+        assert!(result
+            .content
+            .iter()
+            .all(|content| !matches!(content, ToolResultContent::Image { .. })));
+        assert!(result.text().contains("does not support image input"));
+        assert!(result.text().contains("10x10 image from spec.png"));
+        assert_eq!(replace_unsupported_images(&mut history), 0);
+    }
+
     #[test]
     fn truncate_history_noop_when_under_budget() {
         let mut history = vec![
diff --git a/crates/buzz-agent/src/llm.rs b/crates/buzz-agent/src/llm.rs
index 220d99f9a4..99e74c6d67 100644
--- a/crates/buzz-agent/src/llm.rs
+++ b/crates/buzz-agent/src/llm.rs
@@ -1706,6 +1706,11 @@ fn is_retryable_transport_error(e: &reqwest::Error) -> bool {
     e.is_timeout() || e.is_connect() || e.is_request()
 }
 
+fn is_unsupported_image_input_error(body: &str) -> bool {
+    body.to_ascii_lowercase()
+        .contains("no endpoints found that support image input")
+}
+
 /// Build the terminal `AgentError::Llm` for a `post()` exit that has given up
 /// retrying — persistent retryable status, transport failure, or a body-read
 /// break. `detail` carries the specific cause (status/body, or the transport
@@ -1864,9 +1869,14 @@ where
         // upstream capacity — no retry was attempted, so cumulative duration
         // would be misleading.
         if status == 404 {
+            let error_body = read_error_body(resp).await;
+            if is_unsupported_image_input_error(&error_body) {
+                return Err(PostError::Agent(AgentError::UnsupportedImageInput(
+                    error_body,
+                )));
+            }
             return Err(PostError::Agent(AgentError::LlmModelNotFound(format!(
-                "{status}: {}",
-                read_error_body(resp).await
+                "{status}: {error_body}"
             ))));
         }
         if !status.is_success() {
@@ -2117,6 +2127,9 @@ async fn openrouter_post(
             // about the model, and reporting a parameter problem as
             // `LlmModelNotFound` (or vice versa) sends the user to the wrong fix.
             let error_body = read_error_body(resp).await;
+            if is_unsupported_image_input_error(&error_body) {
+                return Err(AgentError::UnsupportedImageInput(error_body));
+            }
             if error_body.contains("No endpoints found that can handle the requested parameters") {
                 return Err(openrouter_parameter_routing_error(&error_body));
             }
@@ -6217,6 +6230,34 @@ mod tests {
         );
     }
 
+    /// A provider's explicit image-capability rejection is a recoverable typed
+    /// error, not a missing model. The agent loop uses this signal to remove the
+    /// image from history before retrying the next LLM round.
+    #[tokio::test(flavor = "multi_thread", worker_threads = 2)]
+    async fn openrouter_post_404_unsupported_image_is_typed_and_not_retried() {
+        let (url, _captured, attempts) = spawn_openrouter_stub(vec![CannedResponse::new(
+            404,
+            r#"{"error":{"message":"No endpoints found that support image input"}}"#,
+        )])
+        .await;
+        let http = Client::builder()
+            .timeout(Duration::from_secs(5))
+            .build()
+            .unwrap();
+        let err = openrouter_post(&http, &format!("{url}/x"), &json!({}), "key")
+            .await
+            .unwrap_err();
+        assert!(
+            matches!(&err, AgentError::UnsupportedImageInput(s) if s.contains("support image input")),
+            "image rejection must reach the history-recovery path: got {err:?}"
+        );
+        assert_eq!(
+            attempts.load(std::sync::atomic::Ordering::SeqCst),
+            1,
+            "a deterministic capability rejection must not be retried"
+        );
+    }
+
     /// Every other 404 still maps to `LlmModelNotFound`, including one that
     /// shares the `No endpoints found` prefix but is about the model rather than
     /// the parameters — the discriminator is narrow enough that a genuinely
diff --git a/crates/buzz-agent/src/types.rs b/crates/buzz-agent/src/types.rs
index e386421981..fce705d69d 100644
--- a/crates/buzz-agent/src/types.rs
+++ b/crates/buzz-agent/src/types.rs
@@ -388,6 +388,10 @@ pub enum AgentError {
     Llm(String),
     LlmAuth(String),
     LlmModelNotFound(String),
+    /// The provider explicitly rejected image content for the selected model.
+    /// Kept distinct so the agent loop can remove the unsupported image from
+    /// replayed history and give the model a recoverable tool error.
+    UnsupportedImageInput(String),
     Mcp(String),
     Cancelled,
 }
@@ -399,6 +403,7 @@ impl std::fmt::Display for AgentError {
             Self::Llm(s) => write!(f, "llm: {s}"),
             Self::LlmAuth(s) => write!(f, "llm auth: {s}"),
             Self::LlmModelNotFound(s) => write!(f, "llm model not found: {s}"),
+            Self::UnsupportedImageInput(s) => write!(f, "llm image input unsupported: {s}"),
             Self::Mcp(s) => write!(f, "mcp: {s}"),
             Self::Cancelled => write!(f, "cancelled"),
         }
diff --git a/crates/buzz-agent/tests/bin/fake_mcp.rs b/crates/buzz-agent/tests/bin/fake_mcp.rs
index 5b660da48c..1b7f346162 100644
--- a/crates/buzz-agent/tests/bin/fake_mcp.rs
+++ b/crates/buzz-agent/tests/bin/fake_mcp.rs
@@ -12,6 +12,7 @@
 //!                              (use a large value, e.g. 999, to simulate hang)
 //!   FAKE_MCP_RESULT_SIZE=N   — `tools/call` returns an N-byte text result
 //!                              (default: the literal "ok"); grows history
+//!   FAKE_MCP_IMAGE_RESULT=1  — `tools/call` returns text plus a PNG image block
 //!   FAKE_MCP_PID_FILE=path   — write the child PID to `path` on startup
 //!                              (for tests that want to verify the child died)
 //!   FAKE_MCP_SPAWN_GRANDCHILD=1
@@ -300,10 +301,18 @@ fn main() {
                 } else {
                     "ok".to_owned()
                 };
+                let content = if env_flag("FAKE_MCP_IMAGE_RESULT") {
+                    json!([
+                        { "type": "text", "text": result_text },
+                        { "type": "image", "data": "aW1n", "mimeType": "image/png" },
+                    ])
+                } else {
+                    json!([{ "type": "text", "text": result_text }])
+                };
                 write_response(
                     id,
                     json!({
-                        "content": [{ "type": "text", "text": result_text }],
+                        "content": content,
                         "isError": false,
                     }),
                 );
diff --git a/crates/buzz-agent/tests/fake_llm.rs b/crates/buzz-agent/tests/fake_llm.rs
index ef6f9d2d80..4253ef329c 100644
--- a/crates/buzz-agent/tests/fake_llm.rs
+++ b/crates/buzz-agent/tests/fake_llm.rs
@@ -57,9 +57,26 @@ async fn spawn_fake_llm(responses: Vec<Value>) -> String {
     url
 }
 
+struct CannedResponse {
+    status: u16,
+    body: Value,
+}
+
 /// Like `spawn_fake_llm` but also captures the full JSON request body from each
 /// incoming HTTP request. Returns (url, captured_requests).
 async fn spawn_capturing_fake_llm(responses: Vec<Value>) -> (String, Arc<Mutex<Vec<Value>>>) {
+    spawn_capturing_fake_llm_with_statuses(
+        responses
+            .into_iter()
+            .map(|body| CannedResponse { status: 200, body })
+            .collect(),
+    )
+    .await
+}
+
+async fn spawn_capturing_fake_llm_with_statuses(
+    responses: Vec<CannedResponse>,
+) -> (String, Arc<Mutex<Vec<Value>>>) {
     let listener = TcpListener::bind("127.0.0.1:0").await.unwrap();
     let url = format!("http://{}", listener.local_addr().unwrap());
     let queue = Arc::new(Mutex::new(VecDeque::from(responses)));
@@ -122,15 +139,22 @@ async fn spawn_capturing_fake_llm(responses: Vec<Value>) -> (String, Arc<Mutex<V
                 }
 
                 // Send canned response.
-                let body = queue
-                    .lock()
-                    .await
-                    .pop_front()
-                    .unwrap_or_else(|| json!({ "error": "no canned response" }));
-                let body_s = serde_json::to_string(&body).unwrap();
+                let response = queue.lock().await.pop_front().unwrap_or(CannedResponse {
+                    status: 500,
+                    body: json!({ "error": "no canned response" }),
+                });
+                let body_s = serde_json::to_string(&response.body).unwrap();
+                let reason = if response.status == 200 {
+                    "OK"
+                } else {
+                    "Error"
+                };
                 let resp = format!(
-                    "HTTP/1.1 200 OK\r\nContent-Type: application/json\r\nContent-Length: {}\r\nConnection: close\r\n\r\n{}",
-                    body_s.len(), body_s,
+                    "HTTP/1.1 {} {}\r\nContent-Type: application/json\r\nContent-Length: {}\r\nConnection: close\r\n\r\n{}",
+                    response.status,
+                    reason,
+                    body_s.len(),
+                    body_s,
                 );
                 let _ = sock.write_all(resp.as_bytes()).await;
                 let _ = sock.shutdown().await;
@@ -316,6 +340,164 @@ async fn tool_call_then_end_turn() {
     h.shutdown().await;
 }
 
+#[tokio::test(flavor = "multi_thread", worker_threads = 2)]
+async fn unsupported_image_response_recovers_without_replaying_image() {
+    let responses = vec![
+        CannedResponse {
+            status: 200,
+            body: openai_tool_call("call_image", "fake__tool_0", json!({})),
+        },
+        CannedResponse {
+            status: 404,
+            body: json!({
+                "error": { "message": "No endpoints found that support image input" }
+            }),
+        },
+        CannedResponse {
+            status: 200,
+            body: openai_text("recovered"),
+        },
+    ];
+    let (url, captures) = spawn_capturing_fake_llm_with_statuses(responses).await;
+    let mut h = Harness::spawn(&url).await;
+
+    h.send(
+        "initialize",
+        json!({"protocolVersion":2,"clientCapabilities":{}}),
+    )
+    .await;
+    let _ = h.recv().await;
+    let session_id = h
+        .send(
+            "session/new",
+            json!({
+                "cwd": "/tmp",
+                "mcpServers": [{
+                    "name": "fake",
+                    "command": env!("CARGO_BIN_EXE_fake-mcp"),
+                    "args": [],
+                    "env": [{ "name": "FAKE_MCP_IMAGE_RESULT", "value": "1" }],
+                }],
+            }),
+        )
+        .await;
+    let session = h.recv_until(|v| v["id"] == json!(session_id)).await;
+    let sid = session["result"]["sessionId"].as_str().unwrap();
+
+    let prompt_id = h
+        .send(
+            "session/prompt",
+            json!({
+                "sessionId": sid,
+                "prompt": [{"type":"text","text":"inspect the image"}],
+            }),
+        )
+        .await;
+    loop {
+        let message = h.recv().await;
+        if message.get("method") == Some(&json!("session/request_permission")) {
+            h.write(json!({
+                "jsonrpc": "2.0",
+                "id": message["id"],
+                "result": { "outcome": { "outcome": "selected", "optionId": "allow" } },
+            }))
+            .await;
+        } else if message["id"] == json!(prompt_id) {
+            assert_eq!(message["result"]["stopReason"], "end_turn");
+            break;
+        }
+    }
+
+    let requests = captures.lock().await;
+    assert_eq!(
+        requests.len(),
+        3,
+        "expected tool, rejection, recovery requests"
+    );
+    let rejected = requests[1].to_string();
+    assert!(
+        rejected.contains("data:image/png;base64,aW1n"),
+        "second request must contain the MCP image: {rejected}"
+    );
+    let recovered = requests[2].to_string();
+    assert!(
+        !recovered.contains("image_url") && !recovered.contains("data:image"),
+        "recovery request must not replay image input: {recovered}"
+    );
+    assert!(
+        recovered.contains("does not support image input")
+            && recovered.contains("text-based inspection"),
+        "recovery request must give the model actionable guidance: {recovered}"
+    );
+    assert!(
+        recovered.contains("call_image") && recovered.contains("tool_call_id"),
+        "recovery must preserve tool-call/result pairing: {recovered}"
+    );
+    drop(requests);
+    h.shutdown().await;
+}
+
+/// The recovery path must only fire when it actually removed an image. If the
+/// provider emits the unsupported-image phrase while history holds no image
+/// (a misclassification, or a provider that returns the phrase for an
+/// unrelated reason), mutating nothing and continuing would spin the turn loop
+/// forever — `max_rounds` defaults to 0 (unlimited) in production, so nothing
+/// downstream bounds it. The turn must fail with the typed error instead.
+#[tokio::test(flavor = "multi_thread", worker_threads = 2)]
+async fn unsupported_image_without_image_in_history_fails_instead_of_looping() {
+    // Five rejections but MAX_ROUNDS=4: if the guard is removed the loop
+    // re-requests without ever mutating history and drains the queue.
+    let responses = (0..5)
+        .map(|_| CannedResponse {
+            status: 404,
+            body: json!({
+                "error": { "message": "No endpoints found that support image input" }
+            }),
+        })
+        .collect();
+    let (url, captures) = spawn_capturing_fake_llm_with_statuses(responses).await;
+    let mut h = Harness::spawn(&url).await;
+
+    h.send(
+        "initialize",
+        json!({"protocolVersion":2,"clientCapabilities":{}}),
+    )
+    .await;
+    let _ = h.recv().await;
+    let session_id = h
+        .send("session/new", json!({ "cwd": "/tmp", "mcpServers": [] }))
+        .await;
+    let session = h.recv_until(|v| v["id"] == json!(session_id)).await;
+    let sid = session["result"]["sessionId"].as_str().unwrap();
+
+    let prompt_id = h
+        .send(
+            "session/prompt",
+            json!({
+                "sessionId": sid,
+                "prompt": [{"type":"text","text":"no image here"}],
+            }),
+        )
+        .await;
+    let reply = h.recv_until(|v| v["id"] == json!(prompt_id)).await;
+
+    assert!(
+        reply.get("result").is_none(),
+        "an unrecoverable image rejection must not complete the turn: {reply}"
+    );
+    let message = reply["error"]["message"].as_str().unwrap_or_default();
+    assert!(
+        message.contains("image input unsupported"),
+        "the typed error must surface to the caller: {reply}"
+    );
+    assert_eq!(
+        captures.lock().await.len(),
+        1,
+        "the loop must not re-request after a rejection it could not repair"
+    );
+    h.shutdown().await;
+}
+
 #[tokio::test(flavor = "multi_thread", worker_threads = 2)]
 async fn rejects_concurrent_prompts() {
     // Slow first response so the second prompt arrives mid-flight.