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{ "file_viewer": "cat", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "raw_shell", "state_display": "full_output", "max_lines": 10, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "raw", "history_window": 1, "state_summary": "none", "working_mem...
{ "score": 0.09, "raw": "{\"subscores\":{\"tool_coverage\":0.15,\"ui_clarity\":0.05,\"state_richness\":0.05,\"error_quality\":0.05,\"context_management\":0.10},\"score\":0.09,\"rationale\":\"Basic toolset only: whole-file cat, string replace edits, grep-based navigation, and raw shell. UI is minimally informative w...
1
{ "file_viewer": "search_view", "file_editor": "diff_apply", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 500, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 20, "state_summ...
{ "score": 0.8975, "raw": "{\"subscores\":{\"tool_coverage\":0.98,\"ui_clarity\":0.95,\"state_richness\":0.92,\"error_quality\":0.95,\"context_management\":0.58},\"score\":0.8975,\"rationale\":\"Very strong ACI: best-in-class viewer/editor/search plus structured test runner, excellent UI, and rich state tracking. T...
2
{ "file_viewer": "cat", "file_editor": "sed_replace", "navigator": "semantic_search", "executor": "raw_shell", "state_display": "truncated", "max_lines": 90, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "raw", "history_window": 2, "state_summary": "none", "working_m...
{ "score": 0.39, "raw": "{\"subscores\":{\"tool_coverage\":0.35,\"ui_clarity\":0.70,\"state_richness\":0.45,\"error_quality\":0.05,\"context_management\":0.55},\"score\":0.39,\"rationale\":\"Good navigation and acceptable UI, but editing is limited to string replacement and execution is raw shell. Structured memory...
3
{ "file_viewer": "head_tail", "file_editor": "edit_block", "navigator": "find_grep", "executor": "test_runner_api", "state_display": "truncated", "max_lines": 460, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 19, "state_summary": "f...
{ "score": 0.57, "raw": "{\"subscores\":{\"tool_coverage\":0.42,\"ui_clarity\":0.50,\"state_richness\":0.70,\"error_quality\":0.95,\"context_management\":0.25},\"score\":0.57,\"rationale\":\"Reasonably strong overall: edit_block and test_runner_api are solid, and full_trajectory gives good long-horizon continuity. ...
4
{ "file_viewer": "head_tail", "file_editor": "diff_apply", "navigator": "semantic_search", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 140, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 13, "state_summary": "none"...
{ "score": 0.49, "raw": "{\"subscores\":{\"tool_coverage\":0.7,\"ui_clarity\":0.45,\"state_richness\":0.35,\"error_quality\":0.1,\"context_management\":0.8},\"score\":0.49,\"rationale\":\"Strong editing/search/execution stack with diff_apply, semantic_search, and sandboxed_shell. Context is good thanks to 140-line ...
5
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 150, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 18, "state_summary": "f...
{ "score": 0.6, "raw": "{\"subscores\":{\"tool_coverage\":0.50,\"ui_clarity\":0.75,\"state_richness\":0.95,\"error_quality\":0.10,\"context_management\":0.85},\"score\":0.60,\"rationale\":\"Good state handling and decent execution/search support, but tool coverage is dragged down by full_rewrite and basic find_grep...
6
{ "file_viewer": "search_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "test_runner_api", "state_display": "full_output", "max_lines": 30, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 8, "state_summary": "none", ...
{ "score": 0.449, "raw": "{\"subscores\":{\"tool_coverage\":0.68,\"ui_clarity\":0.55,\"state_richness\":0.35,\"error_quality\":0.05,\"context_management\":0.55},\"score\":0.449,\"rationale\":\"Good read/search and testing support, but full_rewrite is risky for edits and tree_grep is only moderate for navigation. UI...
7
{ "file_viewer": "scroll_view", "file_editor": "diff_apply", "navigator": "semantic_search", "executor": "raw_shell", "state_display": "summarized", "max_lines": 230, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 20, "state_summary": "last_act...
{ "score": 0.54, "raw": "{\"subscores\":{\"tool_coverage\":0.65,\"ui_clarity\":0.60,\"state_richness\":0.72,\"error_quality\":0.20,\"context_management\":0.45},\"score\":0.54,\"rationale\":\"Strong viewer/editor/navigator choices, but raw_shell weakens executor quality. UI is decent with line numbers, though missin...
8
{ "file_viewer": "head_tail", "file_editor": "edit_block", "navigator": "ast_search", "executor": "sandboxed_shell", "state_display": "summarized", "max_lines": 410, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 8, "state_summary": "none", "...
{ "score": 0.49, "raw": "{\"subscores\":{\"tool_coverage\":0.68,\"ui_clarity\":0.58,\"state_richness\":0.55,\"error_quality\":0.10,\"context_management\":0.45},\"score\":0.49,\"rationale\":\"Strong navigator and executor, with decent editor, but head/tail viewing is weak for discovery and inspection. UI is only mod...
9
{ "file_viewer": "chunk_view", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 140, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "parsed", "history_window": 5, "state_summary": "full_traje...
{ "score": 0.54, "raw": "{\"subscores\":{\"tool_coverage\":0.4,\"ui_clarity\":0.25,\"state_richness\":0.55,\"error_quality\":0.7,\"context_management\":0.9},\"score\":0.54,\"rationale\":\"Chunk-based viewing and full-trajectory state help, and the page size/history are well tuned. However, full_rewrite is brittle f...
10
{ "file_viewer": "head_tail", "file_editor": "full_rewrite", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 150, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 3, "state_summa...
{ "score": 0.6, "raw": "{\"subscores\":{\"tool_coverage\":0.61,\"ui_clarity\":0.95,\"state_richness\":0.00,\"error_quality\":0.95,\"context_management\":0.55},\"score\":0.60,\"rationale\":\"Strong navigation and execution (AST search, test runner API), plus precise structured output and good UI. However, head/tail ...
11
{ "file_viewer": "head_tail", "file_editor": "edit_block", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 250, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 18, "state_summar...
{ "score": 0.685, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.65,\"state_richness\":0.60,\"error_quality\":0.75,\"context_management\":0.55},\"score\":0.685,\"rationale\":\"Strong search/editor/executor stack with AST search, edit blocks, and a structured test API. UI is decent via structured JS...
12
{ "file_viewer": "cat", "file_editor": "full_rewrite", "navigator": "semantic_search", "executor": "raw_shell", "state_display": "summarized", "max_lines": 190, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 9, "state_summary": "last_action", ...
{ "score": 0.5, "raw": "{\"subscores\":{\"tool_coverage\":0.35,\"ui_clarity\":0.70,\"state_richness\":0.55,\"error_quality\":0.20,\"context_management\":0.95},\"score\":0.50,\"rationale\":\"Good search and memory support, plus ideal page size and history window, but the ACI is held back by cat viewing, full-file re...
13
{ "file_viewer": "cat", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 170, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 16, "state_summary": "none", "wor...
{ "score": 0.46, "raw": "{\"subscores\":{\"tool_coverage\":0.30,\"ui_clarity\":0.70,\"state_richness\":0.00,\"error_quality\":0.70,\"context_management\":0.85},\"score\":0.46,\"rationale\":\"Viewer and editor are basic, and full_rewrite is risky for larger files, but tree_grep helps navigation. UI is decent with li...
14
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "truncated", "max_lines": 90, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "parsed", "history_window": 3, "state_summary": "last_action",...
{ "score": 0.48, "raw": "{\"subscores\":{\"tool_coverage\":0.35,\"ui_clarity\":0.75,\"state_richness\":0.20,\"error_quality\":0.70,\"context_management\":0.55},\"score\":0.48,\"rationale\":\"Usable but limited setup: scroll-based viewing and tree/grep navigation are decent, but full_rewrite is risky and raw_shell i...
15
{ "file_viewer": "chunk_view", "file_editor": "edit_block", "navigator": "semantic_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 140, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 12, "state...
{ "score": 0.89, "raw": "{\"subscores\":{\"tool_coverage\":0.82,\"ui_clarity\":0.85,\"state_richness\":0.90,\"error_quality\":0.95,\"context_management\":0.95},\"score\":0.89,\"rationale\":\"Strong overall ACI: chunk-based viewing, precise block edits, semantic search, and structured test execution cover the main w...
16
{ "file_viewer": "chunk_view", "file_editor": "sed_replace", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "full_output", "max_lines": 220, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "parsed", "history_window": 1, "state_summary": "none", "wo...
{ "score": 0.58, "raw": "{\"subscores\":{\"tool_coverage\":0.62,\"ui_clarity\":0.80,\"state_richness\":0.45,\"error_quality\":0.70,\"context_management\":0.30},\"score\":0.58,\"rationale\":\"Good file navigation and viewing (chunk_view, tree_grep) with precise edits via sed_replace, but executor is raw_shell, which...
17
{ "file_viewer": "cat", "file_editor": "edit_block", "navigator": "find_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 50, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 7, "state_summary": "last_action", "working...
{ "score": 0.41, "raw": "{\"subscores\": {\"tool_coverage\": 0.15, \"ui_clarity\": 0.55, \"state_richness\": 0.70, \"error_quality\": 0.10, \"context_management\": 0.80}, \"score\": 0.41, \"rationale\": \"Tooling is basic overall: cat and find_grep are weak for navigation, raw_shell adds power but little safety, an...
18
{ "file_viewer": "search_view", "file_editor": "diff_apply", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 130, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 12, "state_summa...
{ "score": 0.89, "raw": "{\"subscores\":{\"tool_coverage\":0.85,\"ui_clarity\":0.95,\"state_richness\":0.80,\"error_quality\":0.95,\"context_management\":0.95},\"score\":0.89,\"rationale\":\"Strong overall ACI: search_view and diff_apply are highly effective, sandboxed_shell is robust, and tree_grep is decent thoug...
19
{ "file_viewer": "chunk_view", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 470, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "parsed", "history_window": 7, "state_summary": "last_ac...
{ "score": 0.58, "raw": "{\"subscores\":{\"tool_coverage\":0.45,\"ui_clarity\":0.75,\"state_richness\":0.55,\"error_quality\":0.70,\"context_management\":0.55},\"score\":0.58,\"rationale\":\"Chunk view and structured JSON improve usability, but editing/navigating/executing remain relatively basic (sed_replace, find...
20
{ "file_viewer": "chunk_view", "file_editor": "edit_block", "navigator": "ast_search", "executor": "raw_shell", "state_display": "summarized", "max_lines": 300, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "parsed", "history_window": 18, "state_summary": "none", "wo...
{ "score": 0.56, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.80,\"state_richness\":0.05,\"error_quality\":0.70,\"context_management\":0.35},\"score\":0.56,\"rationale\":\"Strong code navigation/editing tools (chunk_view, edit_block, ast_search) and decent UI, but raw_shell is weak for safe execu...
21
{ "file_viewer": "search_view", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "raw_shell", "state_display": "truncated", "max_lines": 270, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "parsed", "history_window": 13, "state_summary": "none", "...
{ "score": 0.42, "raw": "{\"subscores\":{\"tool_coverage\":0.55,\"ui_clarity\":0.20,\"state_richness\":0.08,\"error_quality\":0.70,\"context_management\":0.45},\"score\":0.42,\"rationale\":\"Good viewer and decent editor, but navigation is basic and executor is raw shell. UI is weak due to no line numbers or syntax...
22
{ "file_viewer": "chunk_view", "file_editor": "sed_replace", "navigator": "ast_search", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 190, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "parsed", "history_window": 7, "state_summary": ...
{ "score": 0.75, "raw": "{\"subscores\":{\"tool_coverage\":0.82,\"ui_clarity\":0.65,\"state_richness\":0.60,\"error_quality\":0.75,\"context_management\":0.90},\"score\":0.75,\"rationale\":\"Strong navigation and execution, with AST search and sandboxed shell; chunk view and sed_replace are decent but weaker than t...
23
{ "file_viewer": "cat", "file_editor": "sed_replace", "navigator": "semantic_search", "executor": "raw_shell", "state_display": "full_output", "max_lines": 380, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 17, "state_summary": "none", "work...
{ "score": 0.27, "raw": "{\"subscores\":{\"tool_coverage\":0.40,\"ui_clarity\":0.35,\"state_richness\":0.25,\"error_quality\":0.10,\"context_management\":0.20},\"score\":0.27,\"rationale\":\"Semantic search helps discovery, but cat + sed_replace + raw_shell are still weak for precise, safe coding workflows. UI is m...
24
{ "file_viewer": "cat", "file_editor": "sed_replace", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "full_output", "max_lines": 370, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "raw", "history_window": 14, "state_summary": "full_trajectory...
{ "score": 0.505, "raw": "{\"subscores\":{\"tool_coverage\":0.40,\"ui_clarity\":0.70,\"state_richness\":0.90,\"error_quality\":0.05,\"context_management\":0.60},\"score\":0.505,\"rationale\":\"Good long-horizon state support (full trajectory + scratchpad) and solid executor/navigator, but file viewing/editing are s...
25
{ "file_viewer": "head_tail", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 90, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 3, "state_summary...
{ "score": 0.56, "raw": "{\"subscores\":{\"tool_coverage\":0.52,\"ui_clarity\":0.75,\"state_richness\":0.35,\"error_quality\":0.70,\"context_management\":0.55},\"score\":0.56,\"rationale\":\"Decent command execution and error grouping, plus structured JSON output helps visibility. However, head/tail viewing and ful...
26
{ "file_viewer": "search_view", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "test_runner_api", "state_display": "truncated", "max_lines": 330, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 3, "state_summary": "l...
{ "score": 0.57, "raw": "{\"subscores\":{\"tool_coverage\":0.65,\"ui_clarity\":0.55,\"state_richness\":0.45,\"error_quality\":0.75,\"context_management\":0.35},\"score\":0.57,\"rationale\":\"Good viewer and structured test execution, but editor and navigator are weaker than diff/AST-based options. UI is mixed: synt...
27
{ "file_viewer": "scroll_view", "file_editor": "edit_block", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 400, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 5, "state_summary": "full_tra...
{ "score": 0.59, "raw": "{\"subscores\":{\"tool_coverage\":0.8,\"ui_clarity\":0.65,\"state_richness\":0.7,\"error_quality\":0.2,\"context_management\":0.55},\"score\":0.59,\"rationale\":\"Strong structural search and editing plus a structured test API make the toolset capable. UI is decent with line numbers, but no...
28
{ "file_viewer": "cat", "file_editor": "edit_block", "navigator": "semantic_search", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 460, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 17, "state_summary": "com...
{ "score": 0.7, "raw": "{\"subscores\":{\"tool_coverage\":0.65,\"ui_clarity\":0.55,\"state_richness\":0.90,\"error_quality\":0.80,\"context_management\":0.55},\"score\":0.70,\"rationale\":\"Strong search and execution plus solid edit semantics, but file viewing is still primitive (cat) and navigator is below AST-le...
29
{ "file_viewer": "cat", "file_editor": "sed_replace", "navigator": "ast_search", "executor": "sandboxed_shell", "state_display": "summarized", "max_lines": 10, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 6, "state_summary": "compress...
{ "score": 0.66, "raw": "{\"subscores\":{\"tool_coverage\":0.58,\"ui_clarity\":0.55,\"state_richness\":0.90,\"error_quality\":0.80,\"context_management\":0.45},\"score\":0.66,\"rationale\":\"Strong search/navigation and execution support, but viewer/editor are weak (cat + sed_replace). UI is decent with syntax high...
30
{ "file_viewer": "chunk_view", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "raw_shell", "state_display": "truncated", "max_lines": 350, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "parsed", "history_window": 14, "state_summary": "last_action"...
{ "score": 0.45, "raw": "{\"subscores\":{\"tool_coverage\":0.45,\"ui_clarity\":0.45,\"state_richness\":0.20,\"error_quality\":0.60,\"context_management\":0.55},\"score\":0.45,\"rationale\":\"Chunk-level viewing is decent, but editing/search/execution remain basic (sed_replace, find_grep, raw_shell). Line numbers he...
31
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 130, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 18, "state_summary": "...
{ "score": 0.7, "raw": "{\"subscores\":{\"tool_coverage\":0.45,\"ui_clarity\":0.7,\"state_richness\":0.9,\"error_quality\":0.8,\"context_management\":0.8},\"score\":0.7,\"rationale\":\"Good memory and trajectory support, plus strong shell safety and decent UI. However, scroll_view is only moderate for file reading,...
32
{ "file_viewer": "head_tail", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 260, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "categorized", "history_window": 8, "state_summary": "full...
{ "score": 0.6, "raw": "{\"subscores\":{\"tool_coverage\":0.45,\"ui_clarity\":0.70,\"state_richness\":0.55,\"error_quality\":0.70,\"context_management\":0.75},\"score\":0.60,\"rationale\":\"Mixed ACI: edit/navigation are decent (edit_block, tree_grep), but head_tail and raw_shell limit effectiveness. Structured JSO...
33
{ "file_viewer": "cat", "file_editor": "diff_apply", "navigator": "find_grep", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 130, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 8, "state_summary": "last_acti...
{ "score": 0.475, "raw": "{\"subscores\":{\"tool_coverage\":0.50,\"ui_clarity\":0.20,\"state_richness\":0.25,\"error_quality\":0.70,\"context_management\":0.70},\"score\":0.475,\"rationale\":\"Strong edit and execution support, but weak navigation/viewing with cat + find_grep and no syntax or line numbers. Structur...
34
{ "file_viewer": "head_tail", "file_editor": "diff_apply", "navigator": "semantic_search", "executor": "sandboxed_shell", "state_display": "full_output", "max_lines": 500, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 18, "state_sum...
{ "score": 0.75, "raw": "{\"subscores\":{\"tool_coverage\":0.82,\"ui_clarity\":0.25,\"state_richness\":0.95,\"error_quality\":0.95,\"context_management\":0.60},\"score\":0.75,\"rationale\":\"Strong overall setup: diff_apply, semantic_search, sandboxed_shell, and rich state tracking provide high capability. Full_tra...
35
{ "file_viewer": "cat", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 30, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "categorized", "history_window": 11, "state_summary": "compres...
{ "score": 0.65, "raw": "{\"subscores\":{\"tool_coverage\":0.42,\"ui_clarity\":0.62,\"state_richness\":0.88,\"error_quality\":0.75,\"context_management\":0.70},\"score\":0.65,\"rationale\":\"State handling is strong: compressed trajectory, structured memory, and a good history window support long-horizon work. Test...
36
{ "file_viewer": "search_view", "file_editor": "sed_replace", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 170, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 17, "state_summary": "last_a...
{ "score": 0.57, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.60,\"state_richness\":0.58,\"error_quality\":0.10,\"context_management\":0.70},\"score\":0.57,\"rationale\":\"Strong search/navigation and testing support, with AST search and a structured test runner, but editor precision is weaker vi...
37
{ "file_viewer": "chunk_view", "file_editor": "sed_replace", "navigator": "semantic_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 430, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "categorized", "history_window": 14, "state_summa...
{ "score": 0.73, "raw": "{\"subscores\":{\"tool_coverage\":0.75,\"ui_clarity\":0.65,\"state_richness\":0.90,\"error_quality\":0.70,\"context_management\":0.60},\"score\":0.73,\"rationale\":\"Good overall ACI: random-access chunk viewing, semantic search, and structured test runner support efficient coding workflows...
38
{ "file_viewer": "scroll_view", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 440, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 18, "state_summ...
{ "score": 0.66, "raw": "{\"subscores\": {\"tool_coverage\": 0.68, \"ui_clarity\": 0.80, \"state_richness\": 0.55, \"error_quality\": 0.95, \"context_management\": 0.25}, \"score\": 0.66, \"rationale\": \"Solid but not top-tier setup: scroll_view, edit_block, tree_grep, and sandboxed_shell provide decent coverage, ...
39
{ "file_viewer": "scroll_view", "file_editor": "edit_block", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 300, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "parsed", "history_window": 17, "state_summary": "com...
{ "score": 0.67, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.25,\"state_richness\":0.88,\"error_quality\":0.70,\"context_management\":0.55},\"score\":0.67,\"rationale\":\"Strong engineering-oriented toolset: AST search, diff-style block edits, and structured test runner support robust code chang...
40
{ "file_viewer": "head_tail", "file_editor": "sed_replace", "navigator": "semantic_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 60, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "parsed", "history_window": 7, "state_summary": "la...
{ "score": 0.64, "raw": "{\"subscores\":{\"tool_coverage\":0.6,\"ui_clarity\":0.6,\"state_richness\":0.55,\"error_quality\":0.7,\"context_management\":0.8},\"score\":0.64,\"rationale\":\"Decent but not top-tier setup: semantic search and test runner API are strong, but head/tail viewing and string replace editing a...
41
{ "file_viewer": "cat", "file_editor": "edit_block", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 300, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 16, "state_summary": "compr...
{ "score": 0.7, "raw": "{\"subscores\":{\"tool_coverage\":0.68,\"ui_clarity\":0.55,\"state_richness\":0.65,\"error_quality\":0.95,\"context_management\":0.60},\"score\":0.70,\"rationale\":\"Strong search/edit/execution stack with AST search, edit blocks, and structured test runner; however cat as viewer is basic. U...
42
{ "file_viewer": "head_tail", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 120, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "parsed", "history_window": 12, "state_summary": "compres...
{ "score": 0.6, "raw": "{\"subscores\":{\"tool_coverage\":0.52,\"ui_clarity\":0.43,\"state_richness\":0.60,\"error_quality\":0.70,\"context_management\":0.82},\"score\":0.60,\"rationale\":\"Decent overall setup: sandboxed execution, compressed trajectory, and a strong history window help a lot. But head/tail viewin...
43
{ "file_viewer": "chunk_view", "file_editor": "full_rewrite", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 90, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 15, "state_sum...
{ "score": 0.82, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.80,\"state_richness\":0.65,\"error_quality\":0.95,\"context_management\":0.95},\"score\":0.82,\"rationale\":\"Strong navigator and executor, with chunk-based viewing and precise diff-free editing via full rewrite; however, full rewrite...
44
{ "file_viewer": "scroll_view", "file_editor": "diff_apply", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 50, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 11, "state_summary...
{ "score": 0.84, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.80,\"state_richness\":0.95,\"error_quality\":0.75,\"context_management\":0.95},\"score\":0.84,\"rationale\":\"Strong overall ACI: diff-based editing, sandboxed execution, structured JSON outputs, and rich state tracking (full trajector...
45
{ "file_viewer": "cat", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 450, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "raw", "history_window": 14, "state_summary": "compressed", "wo...
{ "score": 0.57, "raw": "{\"subscores\":{\"tool_coverage\":0.42,\"ui_clarity\":0.95,\"state_richness\":0.90,\"error_quality\":0.10,\"context_management\":0.68},\"score\":0.57,\"rationale\":\"Strong UI and state support: structured JSON output, line numbers, syntax highlighting, compressed trajectory summary, and sc...
46
{ "file_viewer": "search_view", "file_editor": "diff_apply", "navigator": "ast_search", "executor": "raw_shell", "state_display": "summarized", "max_lines": 270, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 16, "state_summary": "none"...
{ "score": 0.6, "raw": "{\"subscores\":{\"tool_coverage\":0.75,\"ui_clarity\":0.55,\"state_richness\":0.45,\"error_quality\":0.75,\"context_management\":0.35},\"score\":0.60,\"rationale\":\"Strong search/edit/navigation tools (search_view, diff_apply, ast_search), but raw_shell weakens executor safety/quality. UI i...
47
{ "file_viewer": "scroll_view", "file_editor": "diff_apply", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 320, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 16, "state_summary"...
{ "score": 0.6925, "raw": "{\"subscores\":{\"tool_coverage\":0.9,\"ui_clarity\":0.7,\"state_richness\":0.45,\"error_quality\":0.95,\"context_management\":0.35},\"score\":0.6925,\"rationale\":\"Strong engineering tools: AST search, diff-based edits, and a structured test API. UI is decent with line numbers and summa...
48
{ "file_viewer": "scroll_view", "file_editor": "diff_apply", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 400, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 8, "state_summary": "compressed...
{ "score": 0.52, "raw": "{\"subscores\":{\"tool_coverage\":0.74,\"ui_clarity\":0.55,\"state_richness\":0.65,\"error_quality\":0.05,\"context_management\":0.50},\"score\":0.52,\"rationale\":\"Good core tooling: diff-based editing, sandboxed execution, and tree+grep navigation are solid. UI is only moderate because s...
49
{ "file_viewer": "chunk_view", "file_editor": "edit_block", "navigator": "find_grep", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 210, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "categorized", "history_window": 11, "state_summary...
{ "score": 0.79, "raw": "{\"subscores\":{\"tool_coverage\":0.65,\"ui_clarity\":0.85,\"state_richness\":0.90,\"error_quality\":0.80,\"context_management\":0.88},\"score\":0.79,\"rationale\":\"Good overall configuration: chunk_view and edit_block are solid, sandboxed_shell and structured JSON improve reliability, and...
50
{ "file_viewer": "chunk_view", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "sandboxed_shell", "state_display": "full_output", "max_lines": 140, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "parsed", "history_window": 3, "state_summary": "none...
{ "score": 0.49, "raw": "{\"subscores\":{\"tool_coverage\":0.52,\"ui_clarity\":0.55,\"state_richness\":0.15,\"error_quality\":0.70,\"context_management\":0.55},\"score\":0.49,\"rationale\":\"Chunked viewing and sandboxed execution are solid, but full_rewrite is risky and find_grep is comparatively weak for navigati...
51
{ "file_viewer": "head_tail", "file_editor": "edit_block", "navigator": "find_grep", "executor": "test_runner_api", "state_display": "truncated", "max_lines": 160, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 19, "state_summary": "last_action...
{ "score": 0.46, "raw": "{\"subscores\":{\"tool_coverage\":0.48,\"ui_clarity\":0.55,\"state_richness\":0.58,\"error_quality\":0.05,\"context_management\":0.72},\"score\":0.46,\"rationale\":\"Decent but uneven setup: test_runner_api and edit_block help, but head_tail and find_grep are weaker than richer viewers/navi...
52
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "test_runner_api", "state_display": "full_output", "max_lines": 100, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 19, "state_summary": "none"...
{ "score": 0.41, "raw": "{\"subscores\":{\"tool_coverage\":0.50,\"ui_clarity\":0.55,\"state_richness\":0.35,\"error_quality\":0.05,\"context_management\":0.65},\"score\":0.41,\"rationale\":\"Reasonable navigator and test API, but full_rewrite is risky and scroll_view is only moderate for navigation. UI is helped by...
53
{ "file_viewer": "search_view", "file_editor": "diff_apply", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 50, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 20, "state_summary": "n...
{ "score": 0.78, "raw": "{\"subscores\":{\"tool_coverage\":0.93,\"ui_clarity\":0.85,\"state_richness\":0.60,\"error_quality\":0.75,\"context_management\":0.70},\"score\":0.78,\"rationale\":\"Strong overall ACI: search_view, diff_apply, AST search, and test runner API are highly capable. UI is clear with line number...
54
{ "file_viewer": "cat", "file_editor": "full_rewrite", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 50, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 16, "state_summary": "none...
{ "score": 0.58, "raw": "{\"subscores\":{\"tool_coverage\":0.55,\"ui_clarity\":0.45,\"state_richness\":0.35,\"error_quality\":0.95,\"context_management\":0.55},\"score\":0.58,\"rationale\":\"Strong search and execution capabilities (AST search, test runner API), but file viewing/editing are weaker because cat and f...
55
{ "file_viewer": "scroll_view", "file_editor": "diff_apply", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 470, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 14, "state_summary":...
{ "score": 0.74, "raw": "{\"subscores\":{\"tool_coverage\":0.80,\"ui_clarity\":0.30,\"state_richness\":0.90,\"error_quality\":0.95,\"context_management\":0.60},\"score\":0.74,\"rationale\":\"Strong core tools: diff_apply, sandboxed_shell, and tree_grep are solid, with scroll_view still useful. State handling is exc...
56
{ "file_viewer": "head_tail", "file_editor": "sed_replace", "navigator": "semantic_search", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 490, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 10, "state_summar...
{ "score": 0.63, "raw": "{\"subscores\":{\"tool_coverage\":0.62,\"ui_clarity\":0.15,\"state_richness\":0.85,\"error_quality\":0.80,\"context_management\":0.58},\"score\":0.63,\"rationale\":\"Strong long-horizon support from compressed trajectory summary, scratchpad memory, and a good history window. Semantic search...
57
{ "file_viewer": "head_tail", "file_editor": "diff_apply", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "summarized", "max_lines": 220, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "raw", "history_window": 17, "state_summary": "last_acti...
{ "score": 0.36, "raw": "{\"subscores\": {\"tool_coverage\": 0.62, \"ui_clarity\": 0.35, \"state_richness\": 0.12, \"error_quality\": 0.05, \"context_management\": 0.52}, \"score\": 0.36, \"rationale\": \"Good edit and execution tools, but file viewing is limited to head/tail and navigation is only tree+grep. UI is...
58
{ "file_viewer": "head_tail", "file_editor": "diff_apply", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 450, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 1, "state_summa...
{ "score": 0.63, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.70,\"state_richness\":0.45,\"error_quality\":0.95,\"context_management\":0.10},\"score\":0.63,\"rationale\":\"Strong editing, navigation, execution, and error guidance, with structured JSON output helping command inspection. However, h...
59
{ "file_viewer": "head_tail", "file_editor": "diff_apply", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "summarized", "max_lines": 310, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 12, "state_summary": "c...
{ "score": 0.5985, "raw": "{\"subscores\": {\"tool_coverage\": 0.65, \"ui_clarity\": 0.25, \"state_richness\": 0.82, \"error_quality\": 0.75, \"context_management\": 0.68}, \"score\": 0.5985, \"rationale\": \"Good overall ACI: diff-based editing, tree+grep navigation, and sandboxed execution are solid, while compre...
60
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "truncated", "max_lines": 190, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "parsed", "history_window": 7, "state_summary": "compressed",...
{ "score": 0.69, "raw": "{\"subscores\":{\"tool_coverage\":0.42,\"ui_clarity\":0.80,\"state_richness\":0.85,\"error_quality\":0.70,\"context_management\":0.90},\"score\":0.69,\"rationale\":\"Good UI and memory support, with line numbers, highlighting, compressed trajectory, scratchpad, and an ideal history/max_line...
61
{ "file_viewer": "search_view", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 150, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 1, "state_summary": "last_...
{ "score": 0.53, "raw": "{\"subscores\":{\"tool_coverage\":0.45,\"ui_clarity\":0.55,\"state_richness\":0.50,\"error_quality\":0.70,\"context_management\":0.45},\"score\":0.53,\"rationale\":\"Search-based viewing helps, but full_rewrite is risky, find_grep is weaker than semantic/AST search, and raw_shell limits saf...
62
{ "file_viewer": "cat", "file_editor": "sed_replace", "navigator": "semantic_search", "executor": "test_runner_api", "state_display": "truncated", "max_lines": 410, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 19, "state_summary": "full_traje...
{ "score": 0.47, "raw": "{\"subscores\":{\"tool_coverage\":0.58,\"ui_clarity\":0.45,\"state_richness\":0.80,\"error_quality\":0.10,\"context_management\":0.35},\"score\":0.47,\"rationale\":\"Reasonably strong search, editing, and test execution, but file viewing is primitive and error presentation is raw. Full traj...
63
{ "file_viewer": "chunk_view", "file_editor": "diff_apply", "navigator": "semantic_search", "executor": "raw_shell", "state_display": "full_output", "max_lines": 170, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 13, "state_summary": "compress...
{ "score": 0.6, "raw": "{\"subscores\":{\"tool_coverage\":0.72,\"ui_clarity\":0.45,\"state_richness\":0.88,\"error_quality\":0.00,\"context_management\":0.95},\"score\":0.60,\"rationale\":\"Strong core editing/search support: chunk_view, diff_apply, and semantic_search are capable, and compressed state plus scratch...
64
{ "file_viewer": "search_view", "file_editor": "sed_replace", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 60, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "parsed", "history_window": 20, "state_summary": "last_action"...
{ "score": 0.64, "raw": "{\"subscores\":{\"tool_coverage\":0.55,\"ui_clarity\":0.75,\"state_richness\":0.55,\"error_quality\":0.75,\"context_management\":0.68},\"score\":0.64,\"rationale\":\"Good viewing and search, but editing and execution are still basic/unsafe compared with higher-tier options. UI is clear with...
65
{ "file_viewer": "chunk_view", "file_editor": "diff_apply", "navigator": "ast_search", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 200, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "parsed", "history_window": 7, "state_summary": "fu...
{ "score": 0.93, "raw": "{\"subscores\":{\"tool_coverage\":0.95,\"ui_clarity\":1.0,\"state_richness\":1.0,\"error_quality\":0.75,\"context_management\":0.95},\"score\":0.93,\"rationale\":\"Near-ideal configuration: precise diff-based editing, AST search, sandboxed execution, and structured JSON output. UI is maxima...
66
{ "file_viewer": "cat", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "full_output", "max_lines": 110, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "parsed", "history_window": 20, "state_summary": "compressed", "wo...
{ "score": 0.61, "raw": "{\"subscores\": {\"tool_coverage\": 0.36, \"ui_clarity\": 0.45, \"state_richness\": 0.85, \"error_quality\": 0.70, \"context_management\": 0.80}, \"score\": 0.61, \"rationale\": \"Tooling is mixed: edit_block and tree_grep help, but cat and raw_shell are weaker choices. UI is only moderate ...
67
{ "file_viewer": "cat", "file_editor": "edit_block", "navigator": "semantic_search", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 450, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "parsed", "history_window": 9, "state_summary": "last_act...
{ "score": 0.56, "raw": "{\"subscores\":{\"tool_coverage\":0.58,\"ui_clarity\":0.45,\"state_richness\":0.50,\"error_quality\":0.70,\"context_management\":0.55},\"score\":0.56,\"rationale\":\"Good navigation/execution and reasonable editing, but file viewing is weak (cat) despite semantic search and test API. UI is ...
68
{ "file_viewer": "cat", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "truncated", "max_lines": 50, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 20, "state_summary": "full_trajec...
{ "score": 0.75, "raw": "{\"subscores\":{\"tool_coverage\":0.60,\"ui_clarity\":0.80,\"state_richness\":0.90,\"error_quality\":0.75,\"context_management\":0.80},\"score\":0.75,\"rationale\":\"Strong long-horizon support from full_trajectory plus scratchpad, with good navigation/execution and clear UI. edit_block and...
69
{ "file_viewer": "cat", "file_editor": "diff_apply", "navigator": "semantic_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 180, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "raw", "history_window": 20, "state_summary": "none...
{ "score": 0.44, "raw": "{\"subscores\": {\"tool_coverage\": 0.55, \"ui_clarity\": 0.55, \"state_richness\": 0.40, \"error_quality\": 0.00, \"context_management\": 0.75}, \"score\": 0.44, \"rationale\": \"Strong editing/search/execution support via diff_apply, semantic_search, and test_runner_api, but file viewing ...
70
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "raw_shell", "state_display": "truncated", "max_lines": 70, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 6, "state_summary": "compressed", ...
{ "score": 0.48, "raw": "{\"subscores\": {\"tool_coverage\": 0.3, \"ui_clarity\": 0.45, \"state_richness\": 0.85, \"error_quality\": 0.15, \"context_management\": 0.8}, \"score\": 0.48, \"rationale\": \"State handling is strong thanks to compressed trajectory summaries and structured memory, and context settings ar...
71
{ "file_viewer": "chunk_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 130, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 12, "state_sum...
{ "score": 0.84, "raw": "{\"subscores\":{\"tool_coverage\":0.70,\"ui_clarity\":0.70,\"state_richness\":0.90,\"error_quality\":1.00,\"context_management\":0.95},\"score\":0.84,\"rationale\":\"Solid configuration overall: chunk-based viewing and tree+grep navigation are useful, test_runner_api is strong for feedback ...
72
{ "file_viewer": "scroll_view", "file_editor": "sed_replace", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 450, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 18, "state_su...
{ "score": 0.61, "raw": "{\"subscores\":{\"tool_coverage\":0.60,\"ui_clarity\":0.55,\"state_richness\":0.50,\"error_quality\":0.95,\"context_management\":0.40},\"score\":0.61,\"rationale\":\"Good execution and diagnostics, plus structured JSON output and suggested-fix errors. However, sed_replace is basic, tree_gre...
73
{ "file_viewer": "cat", "file_editor": "full_rewrite", "navigator": "semantic_search", "executor": "sandboxed_shell", "state_display": "full_output", "max_lines": 110, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 14, "state_summary"...
{ "score": 0.63, "raw": "{\"subscores\":{\"tool_coverage\":0.6,\"ui_clarity\":0.45,\"state_richness\":0.45,\"error_quality\":0.95,\"context_management\":0.7},\"score\":0.63,\"rationale\":\"Good search and execution, but cat and full_rewrite are weaker for scalable code work. UI is decent due to highlighting and a r...
74
{ "file_viewer": "search_view", "file_editor": "full_rewrite", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 80, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 18, "state_summa...
{ "score": 0.79, "raw": "{\"subscores\": {\"tool_coverage\": 0.80, \"ui_clarity\": 0.95, \"state_richness\": 0.65, \"error_quality\": 0.80, \"context_management\": 0.75}, \"score\": 0.79, \"rationale\": \"Strong search/navigation and execution (search_view, ast_search, test_runner_api) with good UI and structured J...
75
{ "file_viewer": "chunk_view", "file_editor": "diff_apply", "navigator": "find_grep", "executor": "raw_shell", "state_display": "truncated", "max_lines": 460, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 18, "state_summary": "compressed", "...
{ "score": 0.43, "raw": "{\"subscores\":{\"tool_coverage\":0.55,\"ui_clarity\":0.45,\"state_richness\":0.60,\"error_quality\":0.10,\"context_management\":0.35},\"score\":0.43,\"rationale\":\"Strong edit and file-navigation primitives, but navigation/execution are weaker (find_grep, raw_shell). UI is decent with lin...
76
{ "file_viewer": "head_tail", "file_editor": "sed_replace", "navigator": "ast_search", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 320, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 16, "state_summary": "...
{ "score": 0.59, "raw": "{\"subscores\":{\"tool_coverage\":0.45,\"ui_clarity\":0.60,\"state_richness\":0.60,\"error_quality\":0.80,\"context_management\":0.55},\"score\":0.59,\"rationale\":\"Strong navigator (ast_search) and good structured state/error categorization help, but file viewing and editing are weaker (h...
77
{ "file_viewer": "chunk_view", "file_editor": "edit_block", "navigator": "ast_search", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 50, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 17, "state_summary": "f...
{ "score": 0.74, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.65,\"state_richness\":0.70,\"error_quality\":0.75,\"context_management\":0.80},\"score\":0.74,\"rationale\":\"Strong navigation/editing combo with AST search, chunked viewing, and block edits; raw shell is the main weakness. Structured...
78
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "ast_search", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 30, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "categorized", "history_window": 18, "state_summary":...
{ "score": 0.69, "raw": "{\"subscores\":{\"tool_coverage\":0.62,\"ui_clarity\":0.70,\"state_richness\":0.80,\"error_quality\":0.80,\"context_management\":0.55},\"score\":0.69,\"rationale\":\"Strong navigation and state handling (AST search, compressed summary, scratchpad) with good structured output and categorized...
79
{ "file_viewer": "scroll_view", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 150, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 16, "state_summar...
{ "score": 0.79, "raw": "{\"subscores\":{\"tool_coverage\":0.72,\"ui_clarity\":0.82,\"state_richness\":0.85,\"error_quality\":0.75,\"context_management\":0.88},\"score\":0.79,\"rationale\":\"Good overall ACI: scroll_view, edit_block, tree_grep, and test_runner_api provide solid but not top-tier capability. Structur...
80
{ "file_viewer": "head_tail", "file_editor": "diff_apply", "navigator": "find_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 70, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 1, "state_summary": "last_action", "w...
{ "score": 0.38, "raw": "{\"subscores\":{\"tool_coverage\":0.43,\"ui_clarity\":0.45,\"state_richness\":0.50,\"error_quality\":0.05,\"context_management\":0.47},\"score\":0.38,\"rationale\":\"Good editing capability and acceptable viewer range, but navigation is basic and executor is raw. UI is partially clear thank...
81
{ "file_viewer": "head_tail", "file_editor": "sed_replace", "navigator": "ast_search", "executor": "sandboxed_shell", "state_display": "summarized", "max_lines": 400, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "categorized", "history_window": 18, "state_summary": "...
{ "score": 0.65, "raw": "{\"subscores\":{\"tool_coverage\":0.62,\"ui_clarity\":0.45,\"state_richness\":0.88,\"error_quality\":0.80,\"context_management\":0.40},\"score\":0.65,\"rationale\":\"Strong structural navigation (AST search), sandboxed execution, and good long-horizon support from compressed state summary p...
82
{ "file_viewer": "chunk_view", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 150, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "raw", "history_window": 5, "state_summary": "compressed", ...
{ "score": 0.48, "raw": "{\"subscores\":{\"tool_coverage\":0.42,\"ui_clarity\":0.55,\"state_richness\":0.60,\"error_quality\":0.10,\"context_management\":0.90},\"score\":0.48,\"rationale\":\"Good viewing and acceptable context handling: chunk_view plus 150-line pages and 5-turn history are strong. However, edit/sea...
83
{ "file_viewer": "scroll_view", "file_editor": "sed_replace", "navigator": "find_grep", "executor": "sandboxed_shell", "state_display": "full_output", "max_lines": 190, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 5, "state_summary...
{ "score": 0.64, "raw": "{\"subscores\":{\"tool_coverage\":0.55,\"ui_clarity\":0.25,\"state_richness\":0.60,\"error_quality\":0.95,\"context_management\":0.85},\"score\":0.64,\"rationale\":\"Solid but not top-tier setup: sandboxed execution and search_view-like paging would be better, while scroll_view + sed_replac...
84
{ "file_viewer": "chunk_view", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "full_output", "max_lines": 400, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 19, "state_summary": "last_action", ...
{ "score": 0.32, "raw": "{\"subscores\": {\"tool_coverage\": 0.55, \"ui_clarity\": 0.40, \"state_richness\": 0.20, \"error_quality\": 0.05, \"context_management\": 0.30}, \"score\": 0.32, \"rationale\": \"Good navigation and editing primitives (chunk_view, edit_block, tree_grep) but executor is still raw_shell. UI ...
85
{ "file_viewer": "chunk_view", "file_editor": "full_rewrite", "navigator": "ast_search", "executor": "sandboxed_shell", "state_display": "summarized", "max_lines": 160, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 15, "state_summary": "full_t...
{ "score": 0.67, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.65,\"state_richness\":0.95,\"error_quality\":0.05,\"context_management\":0.95},\"score\":0.67,\"rationale\":\"Strong long-horizon setup: AST search, sandboxed shell, full trajectory tracking, and structured memory. Chunked viewing and ...
86
{ "file_viewer": "scroll_view", "file_editor": "diff_apply", "navigator": "semantic_search", "executor": "sandboxed_shell", "state_display": "summarized", "max_lines": 130, "include_line_numbers": false, "syntax_highlighting": false, "error_format": "raw", "history_window": 8, "state_summary": "co...
{ "score": 0.62, "raw": "{\"subscores\":{\"tool_coverage\":0.8,\"ui_clarity\":0.4,\"state_richness\":0.9,\"error_quality\":0.0,\"context_management\":0.95},\"score\":0.62,\"rationale\":\"Strong editing/search/execution stack with diff_apply, semantic_search, and sandboxed_shell. State handling is excellent via comp...
87
{ "file_viewer": "scroll_view", "file_editor": "full_rewrite", "navigator": "semantic_search", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 180, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 10, "state_summa...
{ "score": 0.67, "raw": "{\"subscores\":{\"tool_coverage\":0.5,\"ui_clarity\":0.95,\"state_richness\":0.55,\"error_quality\":0.7,\"context_management\":0.85},\"score\":0.67,\"rationale\":\"Good search/navigation and precise diff-based UI, with strong display clarity and ideal paging/history settings. Tool coverage ...
88
{ "file_viewer": "scroll_view", "file_editor": "edit_block", "navigator": "tree_grep", "executor": "test_runner_api", "state_display": "summarized", "max_lines": 440, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "raw", "history_window": 10, "state_summary": "compresse...
{ "score": 0.53, "raw": "{\"subscores\": {\"tool_coverage\": 0.68, \"ui_clarity\": 0.75, \"state_richness\": 0.55, \"error_quality\": 0.10, \"context_management\": 0.55}, \"score\": 0.53, \"rationale\": \"Good overall toolkit: scroll-based viewing, block edits, tree+grep navigation, and a structured test runner. UI...
89
{ "file_viewer": "search_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "summarized", "max_lines": 80, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "parsed", "history_window": 5, "state_summary": "full_trajec...
{ "score": 0.73, "raw": "{\"subscores\":{\"tool_coverage\":0.55,\"ui_clarity\":0.55,\"state_richness\":0.95,\"error_quality\":0.75,\"context_management\":0.95},\"score\":0.73,\"rationale\":\"Strong long-horizon setup: full trajectory history plus structured memory, ideal history window and page size, and parsed err...
90
{ "file_viewer": "search_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 190, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "suggested_fix", "history_window": 3, "state_sum...
{ "score": 0.62, "raw": "{\"subscores\":{\"tool_coverage\":0.68,\"ui_clarity\":0.75,\"state_richness\":0.15,\"error_quality\":0.95,\"context_management\":0.55},\"score\":0.62,\"rationale\":\"Strong reading/navigation and execution support, but full_rewrite is a weaker editor choice for precise code changes. UI is g...
91
{ "file_viewer": "chunk_view", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "sandboxed_shell", "state_display": "full_output", "max_lines": 170, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "categorized", "history_window": 9, "state_summary": ...
{ "score": 0.77, "raw": "{\"subscores\":{\"tool_coverage\":0.63,\"ui_clarity\":0.65,\"state_richness\":0.90,\"error_quality\":0.80,\"context_management\":0.95},\"score\":0.77,\"rationale\":\"Good overall configuration: chunk-based viewing, sandboxed shell, and compressed structured memory support long tasks. Tool c...
92
{ "file_viewer": "scroll_view", "file_editor": "sed_replace", "navigator": "tree_grep", "executor": "sandboxed_shell", "state_display": "full_output", "max_lines": 400, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 15, "state_summary": "full_t...
{ "score": 0.56, "raw": "{\"subscores\":{\"tool_coverage\":0.68,\"ui_clarity\":0.45,\"state_richness\":0.95,\"error_quality\":0.0,\"context_management\":0.65},\"score\":0.56,\"rationale\":\"Good overall tooling: scroll-based viewing, tree+grep navigation, sandboxed execution, and precise diff-free edits. UI is mixe...
93
{ "file_viewer": "chunk_view", "file_editor": "sed_replace", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "full_output", "max_lines": 200, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 8, "state_summary": "last_action", ...
{ "score": 0.43, "raw": "{\"subscores\": {\"tool_coverage\": 0.50, \"ui_clarity\": 0.40, \"state_richness\": 0.45, \"error_quality\": 0.10, \"context_management\": 0.75}, \"score\": 0.43, \"rationale\": \"Good navigation and viewing (chunk_view, tree_grep) plus decent context window, but editing is basic, executor ...
94
{ "file_viewer": "chunk_view", "file_editor": "full_rewrite", "navigator": "ast_search", "executor": "test_runner_api", "state_display": "structured_json", "max_lines": 170, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "suggested_fix", "history_window": 9, "state_sum...
{ "score": 0.78, "raw": "{\"subscores\":{\"tool_coverage\":0.78,\"ui_clarity\":0.85,\"state_richness\":0.55,\"error_quality\":0.95,\"context_management\":0.80},\"score\":0.78,\"rationale\":\"Strong search and execution stack (AST search, structured test runner, chunked viewing) with precise multi-line edits weakene...
95
{ "file_viewer": "scroll_view", "file_editor": "edit_block", "navigator": "ast_search", "executor": "sandboxed_shell", "state_display": "structured_json", "max_lines": 240, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "categorized", "history_window": 18, "state_summa...
{ "score": 0.82, "raw": "{\"subscores\":{\"tool_coverage\":0.85,\"ui_clarity\":0.85,\"state_richness\":0.85,\"error_quality\":0.75,\"context_management\":0.75},\"score\":0.82,\"rationale\":\"Strong overall setup: AST search, precise block edits, and sandboxed execution provide high tool capability. Structured JSON ...
96
{ "file_viewer": "head_tail", "file_editor": "sed_replace", "navigator": "ast_search", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 420, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 8, "state_summary": "las...
{ "score": 0.69, "raw": "{\"subscores\":{\"tool_coverage\":0.58,\"ui_clarity\":0.93,\"state_richness\":0.70,\"error_quality\":0.80,\"context_management\":0.50},\"score\":0.69,\"rationale\":\"Strong search/navigation and good editing, but file viewing is limited to head/tail and execution is raw shell. UI is clear w...
97
{ "file_viewer": "head_tail", "file_editor": "sed_replace", "navigator": "tree_grep", "executor": "test_runner_api", "state_display": "truncated", "max_lines": 150, "include_line_numbers": false, "syntax_highlighting": true, "error_format": "raw", "history_window": 9, "state_summary": "last_action...
{ "score": 0.36, "raw": "{\"subscores\":{\"tool_coverage\":0.48,\"ui_clarity\":0.40,\"state_richness\":0.20,\"error_quality\":0.10,\"context_management\":0.65},\"score\":0.36,\"rationale\":\"Reasonable but not strong ACI: tree_grep and test_runner_api help, but head_tail and sed_replace are limited. UI is partly cl...
98
{ "file_viewer": "search_view", "file_editor": "full_rewrite", "navigator": "tree_grep", "executor": "raw_shell", "state_display": "full_output", "max_lines": 90, "include_line_numbers": true, "syntax_highlighting": false, "error_format": "parsed", "history_window": 19, "state_summary": "full_traj...
{ "score": 0.5825, "raw": "{\"subscores\":{\"tool_coverage\":0.50,\"ui_clarity\":0.40,\"state_richness\":0.60,\"error_quality\":0.70,\"context_management\":0.75},\"score\":0.5825,\"rationale\":\"Good viewer and navigator, but editor is full_rewrite and executor is raw_shell, which weakens reliability and edit preci...
99
{ "file_viewer": "head_tail", "file_editor": "full_rewrite", "navigator": "find_grep", "executor": "raw_shell", "state_display": "structured_json", "max_lines": 160, "include_line_numbers": true, "syntax_highlighting": true, "error_format": "categorized", "history_window": 15, "state_summary": "fu...
{ "score": 0.73, "raw": "{\"subscores\":{\"tool_coverage\":0.30,\"ui_clarity\":0.90,\"state_richness\":1.00,\"error_quality\":0.80,\"context_management\":0.95},\"score\":0.73,\"rationale\":\"Good display and memory setup with ideal line bounds, rich trajectory tracking, and structured state. However, tool coverage ...
End of preview. Expand in Data Studio

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

ACI-Evolve L1 Labels (v2 PUBLIC, n=5000)

Canonical L1-judge labels for 5000 ACI configurations, used in the ACI-Evolve paper (NeurIPS 2026 submission).

Quick facts

Field Value
Records 5000
Successful labels 4997
Transient API errors 3 (placeholder score=0.5; filter on result.error, NOT on score)
Judge model gpt-5.4-mini
Relay endpoint http://8.130.49.170/v1 (public, no Tailscale)
Prompt version v2-rubric
SHA256 e151e2ffdc3a332f373984ca92fadddbb57ec485da34cfbc466c062e7484a962
License MIT (matches code repo)

CRITICAL filter rule

71 records have score == 0.5; only 3 of those are errors. The other 68 are legitimate model-assigned 0.5 labels. Always filter on result.error is not None, never on result.score == 0.5.

Per-record schema

Each line is a JSON object with three top-level keys: index, config, result. See the full schema and codex-reviewed reproducibility documentation in the source repo:

https://github.com/Zeng-Weijun/aci-evolve/blob/main/data/labels/README.md

Reproduce

The deterministic merge that produced this file (from the original-run

Re-running it on the two source jsonls reproduces the SHA256 above exactly.

Citation

@inproceedings{acievolve2026,
  title={ACI-Evolve: ...},
  author={...},
  booktitle={NeurIPS},
  year={2026}
}

(Replace with the final BibTeX entry once camera-ready.)

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