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dataset_version
string
surface_schema_version
string
benchmark
string
split
string
case_id
string
prompt
string
expected_tools
list
expected_answer_patterns
list
expected_final_state_json
string
max_useful_calls
int64
required_successful_edits
int64
requires_recovery
bool
requires_grounded_continuation
bool
requires_focus_verification
bool
expected_focused_item_id
string
expected_focus_role
string
expected_focus_name
string
expected_item_ids
list
expected_relationships_json
string
variant_id
string
result_shape
string
contract_exposure
string
trial_index
int64
adapter
string
provider
string
model
string
reasoning_effort
string
release_run_id
string
tool_calls_json
string
final_answer
string
final_state_json
string
task_success
bool
tool_sequence_correct
bool
answer_correct
bool
final_state_correct
bool
recovery_success
null
grounded_continuation
null
focus_target_correct
bool
focus_verification_correct
bool
successful_edit_count
int64
call_count
int64
unnecessary_calls
int64
error_count
int64
latency_ms
float64
input_tokens
int64
output_tokens
int64
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
success-failure-baseline
success-failure
none
1
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success":true}}},{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success"...
I attempted to read the current workflow with the workspace discovery tool, but the discovery call did not return the workflow revision, node IDs, or connection IDs I need to make the requested atomic edit. I can proceed two ways — please pick one: 1) I will retry discovery and then perform the requested edit (create ...
{"revision":0,"targetLabel":"Fetch Orders","itemCount":5,"relationshipCount":3,"itemIds":["start","fetch-orders","save-results","alert-team","complete"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-fetch-save","source":"fetch-or...
false
false
true
false
null
null
false
false
0
2
0
0
11,245.86325
4,610
919
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
generic-editor-baseline
generic-editor
none
1
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"revision\":0,\"items\":[{\"id\":\"start\",\"label\":\"Order received\",\"x\":40,\"y\":180},{\"id\":\"fetch-orders\",\"label\":\"Fetch Orders\",\"x\":280,\"y\":180},{\"id\":\"save-results\",\"label\":\"Save Results...
Change completed. Focused item ID: retry Focus verified: yes
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
7,869.692042
7,337
502
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
surface-rfc-compact
shared-surface
compact
1
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"schemaVersion\":\"0.1\",\"surface\":{\"id\":\"workflow\",\"documentVersion\":\"0\",\"coordinateSystems\":[{\"id\":\"world\",\"units\":\"surface-unit\",\"origin\":\"top-left\"}],\"capabilities\":{\"atomicity\":\"ar...
Completed change: created node "retry" (label: "Retry", type: retry, position {x:525,y:245}, properties {attempts:3}) and replaced the existing "Fetch Orders" success connection. Connections after the change: - fetch-orders success -> retry input (edge id: edge-fetch-retry) - retry success -> save-results input (edge i...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
8,757.948667
10,917
745
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
surface-rfc-compact
shared-surface
compact
2
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"schemaVersion\":\"0.1\",\"surface\":{\"id\":\"workflow\",\"documentVersion\":\"0\",\"coordinateSystems\":[{\"id\":\"world\",\"units\":\"surface-unit\",\"origin\":\"top-left\"}],\"capabilities\":{\"atomicity\":\"ar...
Completed the requested changes. - Change: Inserted a Retry node and rewired connections. - Created node: id=retry, label="Retry", type=retry, position={x:525,y:245}, properties={attempts:3} - Replaced connection edge-fetch-save with: - edge-fetch-retry: fetch-orders (success) -> retry (input) - edge-retry...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
10,962.503084
10,728
676
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
generic-editor-baseline
generic-editor
none
2
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"revision\":0,\"items\":[{\"id\":\"start\",\"label\":\"Order received\",\"x\":40,\"y\":180},{\"id\":\"fetch-orders\",\"label\":\"Fetch Orders\",\"x\":280,\"y\":180},{\"id\":\"save-results\",\"label\":\"Save Results...
Completed changes: - Created retry node: - id: retry - label: Retry - type: retry - position: {x:525, y:245} - properties: {attempts: 3} - Replaced connection edge-fetch-save with: - edge-fetch-retry: fetch-orders (success) -> retry (input) - edge-retry-save: retry (success) -> save-results (input) - ed...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
7,261.828375
7,242
571
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
success-failure-baseline
success-failure
none
2
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success":true}}},{"name":"edit_workflow","arguments":{"baseRevision":0,"commands":[{"type":"createNode","node":{"id":"retry","type":"retry","label":"Retry","position":{"x":...
I couldn't complete the requested workflow edit because I couldn't obtain the workflow's current structure (node and connection IDs/ports) from the discover_workflow tool. The edit commands need exact existing node IDs and the existing edge ID to replace; without those identifiers the API rejects the requests. What I ...
{"revision":0,"targetLabel":"Fetch Orders","itemCount":5,"relationshipCount":3,"itemIds":["start","fetch-orders","save-results","alert-team","complete"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-fetch-save","source":"fetch-or...
false
false
true
false
null
null
false
false
0
4
1
2
15,773.784958
9,915
1,790
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
success-failure-baseline
success-failure
none
3
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success":true}}},{"name":"edit_workflow","arguments":{"baseRevision":0,"commands":[{"type":"createNode","node":{"id":"retry","type":"retry","label":"Retry","position":{"x":...
I attempted the requested edits but ran into a problem while applying them. What I did - Called discover_workflow (to get the current revision and connection IDs). - Tried to create the Retry node and replace the existing "Fetch Orders → Save Results" success connection with connections through the new Retry node. Wh...
{"revision":0,"targetLabel":"Fetch Orders","itemCount":5,"relationshipCount":3,"itemIds":["start","fetch-orders","save-results","alert-team","complete"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-fetch-save","source":"fetch-or...
false
false
true
false
null
null
false
false
0
4
1
2
11,397.950833
8,365
1,119
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
generic-editor-baseline
generic-editor
none
3
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"revision\":0,\"items\":[{\"id\":\"start\",\"label\":\"Order received\",\"x\":40,\"y\":180},{\"id\":\"fetch-orders\",\"label\":\"Fetch Orders\",\"x\":280,\"y\":180},{\"id\":\"save-results\",\"label\":\"Save Results...
Completed changes: - Created node: id=retry, label="Retry", type=retry, position={x:525,y:245}, properties={attempts:3} - Replaced connection edge_fetch_save: - Removed: edge-fetch-save - Added: edge-fetch-retry (fetch-orders.success -> retry.input) - Added: edge-retry-save (retry.success -> save-results.input) ...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
7,648.77625
7,401
646
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
surface-rfc-compact
shared-surface
compact
3
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"schemaVersion\":\"0.1\",\"surface\":{\"id\":\"workflow\",\"documentVersion\":\"0\",\"coordinateSystems\":[{\"id\":\"world\",\"units\":\"surface-unit\",\"origin\":\"top-left\"}],\"capabilities\":{\"atomicity\":\"ar...
Completed change: created node "retry" (type: retry, label: "Retry", position: {x:525,y:245}, properties: {attempts: 3}) and replaced the Fetch Orders success connection. New connections created: - fetch-orders (success) -> retry (input) [edge-fetch-retry] - retry (success) -> save-results (input) [edge-retry-save] - r...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
8,070.173916
10,930
715
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
surface-rfc-compact
shared-surface
compact
4
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"schemaVersion\":\"0.1\",\"surface\":{\"id\":\"workflow\",\"documentVersion\":\"0\",\"coordinateSystems\":[{\"id\":\"world\",\"units\":\"surface-unit\",\"origin\":\"top-left\"}],\"capabilities\":{\"atomicity\":\"ar...
Completed change: created node "retry" (type retry, label "Retry", position {x:525,y:245}, properties {attempts:3}) and replaced the Fetch Orders -> Save Results connection with: - fetch-orders success -> retry input (edge id: edge-fetch-retry) - retry success -> save-results input (edge id: edge-retry-save) - retry fa...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
10,478.059834
11,023
743
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
generic-editor-baseline
generic-editor
none
4
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"revision\":0,\"items\":[{\"id\":\"start\",\"label\":\"Order received\",\"x\":40,\"y\":180},{\"id\":\"fetch-orders\",\"label\":\"Fetch Orders\",\"x\":280,\"y\":180},{\"id\":\"save-results\",\"label\":\"Save Results...
Done. - Completed change: Created retry node (id: retry, label: "Retry", type: retry, position {x:525,y:245}, properties {attempts:3}); replaced connection edge-fetch-save so: - fetch-orders success -> retry input (edge id: edge-fetch-retry) - retry success -> save-results input (edge id: edge-retry-save) - retr...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
10,669.639
7,440
675
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
success-failure-baseline
success-failure
none
4
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success":true}}},{"name":"edit_workflow","arguments":{"baseRevision":0,"commands":[{"type":"createNode","node":{"id":"retry","type":"retry","label":"Retry","position":{"x":...
I could not complete the requested workflow edit. What I attempted - Called discover_workflow to get the current revision and node/edge IDs. - Tried to create the Retry node (id "retry") and replace the Fetch Orders -> Save Results success edge with: - Fetch Orders success -> Retry input - Retry success -> Save Re...
{"revision":0,"targetLabel":"Fetch Orders","itemCount":5,"relationshipCount":3,"itemIds":["start","fetch-orders","save-results","alert-team","complete"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-fetch-save","source":"fetch-or...
false
false
true
false
null
null
false
false
0
4
1
2
17,058.047333
9,729
1,689
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
success-failure-baseline
success-failure
none
5
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success":true}}},{"name":"edit_workflow","arguments":{"baseRevision":0,"commands":[{"type":"createNode","node":{"id":"retry","type":"retry","label":"Retry","position":{"x":...
I attempted to update the workflow but ran into missing/unknown IDs when calling the workflow tools. What I did so far - Called discover_workflow (requested current revision and IDs). - Tried to create the Retry node and replace the Fetch Orders -> Save Results success edge, but the edit failed because the edit tool r...
{"revision":0,"targetLabel":"Fetch Orders","itemCount":5,"relationshipCount":3,"itemIds":["start","fetch-orders","save-results","alert-team","complete"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-fetch-save","source":"fetch-or...
false
false
true
false
null
null
false
false
0
4
1
2
15,223.332375
9,912
1,675
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
generic-editor-baseline
generic-editor
none
5
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"revision\":0,\"items\":[{\"id\":\"start\",\"label\":\"Order received\",\"x\":40,\"y\":180},{\"id\":\"fetch-orders\",\"label\":\"Fetch Orders\",\"x\":280,\"y\":180},{\"id\":\"save-results\",\"label\":\"Save Results...
Completed change: - Created node: id=retry, label="Retry", type=retry, position={x:525,y:245}, properties={attempts:3} - Removed connection: edge-fetch-save (Fetch Orders success -> Save Results) - Added connections: - edge-fetch-retry: Fetch Orders success -> Retry input - edge-retry-save: Retry success -> Save Re...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
7,044.440208
7,301
574
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
surface-rfc-compact
shared-surface
compact
5
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"schemaVersion\":\"0.1\",\"surface\":{\"id\":\"workflow\",\"documentVersion\":\"0\",\"coordinateSystems\":[{\"id\":\"world\",\"units\":\"surface-unit\",\"origin\":\"top-left\"}],\"capabilities\":{\"atomicity\":\"ar...
Completed the requested changes. - Change summary: Created a retry node (id: retry, label: "Retry", type: retry, position {x:525,y:245}, properties {attempts:3}) and replaced the existing Fetch Orders -> Save Results connection with: - Fetch Orders (success) -> Retry (input) [edge id: edge-fetch-retry] - Retry (su...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
8,347.590416
10,963
764
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
surface-rfc-compact
shared-surface
compact
6
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"schemaVersion\":\"0.1\",\"surface\":{\"id\":\"workflow\",\"documentVersion\":\"0\",\"coordinateSystems\":[{\"id\":\"world\",\"units\":\"surface-unit\",\"origin\":\"top-left\"}],\"capabilities\":{\"atomicity\":\"ar...
Completed the requested change. - Change summary: Created node "retry" (type=retry, label="Retry", position={x:525,y:245}, properties={attempts:3}); replaced the connection edge-fetch-save so that: - fetch-orders (success) -> retry (input) [edge id: edge-fetch-retry] - retry (success) -> save-results (input) [edge...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
10,148.368667
11,038
761
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
generic-editor-baseline
generic-editor
none
6
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"revision\":0,\"items\":[{\"id\":\"start\",\"label\":\"Order received\",\"x\":40,\"y\":180},{\"id\":\"fetch-orders\",\"label\":\"Fetch Orders\",\"x\":280,\"y\":180},{\"id\":\"save-results\",\"label\":\"Save Results...
Completed change: - Created node: id="retry", label="Retry", type="retry", position={x:525,y:245}, properties={attempts:3} - Replaced connection "edge-fetch-save" with: - edge-fetch-retry: fetch-orders (success) -> retry (input) - edge-retry-save: retry (success) -> save-results (input) - edge-retry-alert: retry ...
{"revision":1,"targetLabel":"Fetch Orders","itemCount":6,"relationshipCount":5,"itemIds":["start","fetch-orders","save-results","alert-team","complete","retry"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-save-end","source":"sa...
true
true
true
true
null
null
true
true
1
3
0
0
9,042.388833
7,453
679
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
success-failure-baseline
success-failure
none
6
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success":true}}},{"name":"edit_workflow","arguments":{"baseRevision":0,"commands":[{"type":"createNode","node":{"id":"retry","type":"retry","label":"Retry","position":{"x":...
I attempted to apply the requested workflow edits but could not complete them because the workflow discovery call did not return the current node and connection IDs or valid port names needed to rewire the graph. What I attempted - Called discover_workflow to get the current revision and IDs (required). - Tried to cre...
{"revision":0,"targetLabel":"Fetch Orders","itemCount":5,"relationshipCount":3,"itemIds":["start","fetch-orders","save-results","alert-team","complete"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-fetch-save","source":"fetch-or...
false
false
true
false
null
null
false
false
0
3
0
1
12,395.908542
7,105
1,183
1.0.0
0.1
2d-webmcp-integrated-surface
test
create-rewire-and-focus
Use the workflow tools to insert a Retry node between Fetch Orders and Save Results. Create it with stable ID retry, label Retry, type retry, position {x:525,y:245}, and properties {attempts:3}. Replace the current Fetch Orders success connection so Fetch Orders success connects to Retry input, Retry success connects t...
[ "discover_workflow", "edit_workflow", "show_workflow_item" ]
[ "/Retry/i", "/focus(?:ed|ing)?/i" ]
{"revision":1,"itemCount":6,"relationshipCount":5}
3
1
false
false
true
retry
group
Retry node: Retry
[ "retry" ]
[{"id":"edge-fetch-retry","source":"fetch-orders","sourcePort":"success","target":"retry","targetPort":"input"},{"id":"edge-retry-save","source":"retry","sourcePort":"success","target":"save-results","targetPort":"input"},{"id":"edge-retry-alert","source":"retry","sourcePort":"failure","target":"alert-team","targetPort...
success-failure-baseline
success-failure
none
7
openai:gpt-5-mini:low
openai
gpt-5-mini
low
integrated-surface-2026-08-30T01-55-23.669Z-3b742a17
[{"name":"discover_workflow","arguments":{},"result":{"isError":false,"content":[{"type":"text","text":"{\"success\":true}"}],"structuredContent":{"success":true}}},{"name":"edit_workflow","arguments":{"baseRevision":0,"commands":[{"type":"createNode","node":{"id":"retry","type":"retry","label":"Retry","position":{"x":...
I attempted the requested workflow edit but could not complete it. What I tried - Called discover_workflow (twice as required on conflict). - Attempted edit_workflow to: - create the Retry node with id "retry", label "Retry", type retry, position {x:525,y:245}, properties {attempts:3} - replace the existing Fetch ...
{"revision":0,"targetLabel":"Fetch Orders","itemCount":5,"relationshipCount":3,"itemIds":["start","fetch-orders","save-results","alert-team","complete"],"relationships":[{"id":"edge-start-fetch","source":"start","sourcePort":"next","target":"fetch-orders","targetPort":"input"},{"id":"edge-fetch-save","source":"fetch-or...
false
false
true
false
null
null
false
false
0
4
1
2
15,601.709583
10,224
1,717
End of preview. Expand in Data Studio

2D WebMCP Browser Focus (Prerelease)

What this is

This is an early test of whether agents need useful tool results to complete an accessible browser task.

The agent must add a Retry step to a workflow, connect it correctly, and move keyboard focus to that new step. The test checks the real browser, not just the agent's final answer.

What happened

We ran each version 20 times with gpt-5-mini using low reasoning effort.

Tool result Verified success
Success or failure only 0% (0/20)
Simple structured result 95% (19/20)
Compact Surface result 95% (19/20)

The success-or-failure version often gave a confident answer, but never completed and verified the real task. A useful result made a big difference.

For this task, the compact Surface result did not beat the simpler structured result. It also used more input tokens.

Files

  • data/test.jsonl has all 60 scored runs. It includes tool calls, final browser state, and scores. Private LangSmith IDs were removed.
  • report.md has the full tables and comparisons.

Limits

  • This is a prerelease. It covers one app, one task, and one model setting.
  • It is an automated browser test, not a study with screen-reader users.
  • The code was not committed when this run was made. A later release will point to a committed version.
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