Datasets:

open-agent-leaderboard
/

results

agent large_stringclasses 5 values	agent_name large_stringclasses 5 values	average_action_count float64 0 55.7	average_agent_cost float64 0 22.8	average_benchmark_cost float64 0 0.12	average_invalid_action_count float64 0 39.1	average_invalid_action_percent float64 0 75.7	average_score float64 0 0.88	average_steps float64 0 51.6	benchmark large_stringclasses 6 values	benchmark_name large_stringclasses 4 values	benchmark_score float64 0 0.89	completed_sessions float64 0 100	incomplete_sessions float64 0 100	model large_stringclasses 3 values	model_name large_stringclasses 3 values	percent_error float64 0 1	percent_finished float64 0 1	percent_finished_successful float64 0 1	percent_finished_unsuccessful float64 0 0.78	percent_successful float64 0 1	percent_unfinished float64 0 0.37	planned_sessions int64 50 100	subset_name large_stringclasses 4 values	successful_sessions int64 0 100	total_agent_cost float64 0 2.28k	total_benchmark_cost float64 0 12.2	total_run_cost float64 0 2.28k	total_sessions int64 50 100
claude_code	Claude Code CLI	49.69	13.083792	0	18.17	36.566714	0.77417	49.69	appworld_test_normal	AppWorld	0.66	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	0.74	0.66	0.08	0.66	0.26	100	test_normal	66	1,308.379215	0	1,308.379215	100
claude_code	Claude Code CLI	0	0	0	0	0	0	0	appworld_test_normal	AppWorld	0	0	100	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	1	0	0	0	0	0	100	test_normal	0	0	0	0	100
claude_code	Claude Code CLI	38.01	3.105508	0	17.26	45.409103	0.72641	38.01	appworld_test_normal	AppWorld	0.36	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	0.86	0.36	0.5	0.36	0.14	100	test_normal	36	310.550762	0	310.550762	100
openai_solo	OpenAI Solo	47.65	22.764768	0	18.16	38.111228	0.79381	47.65	appworld_test_normal	AppWorld	0.68	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	0.77	0.68	0.09	0.68	0.23	100	test_normal	68	2,276.47676	0	2,276.47676	100
openai_solo	OpenAI Solo	0	0	0	0	0	0	0	appworld_test_normal	AppWorld	0	0	100	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	1	0	0	0	0	0	100	test_normal	0	0	0	0	100
openai_solo	OpenAI Solo	33.49	8.695528	0	13.52	40.37026	0.81766	33.49	appworld_test_normal	AppWorld	0.582	98	2	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0.02	0.98	0.57	0.41	0.57	0	100	test_normal	57	869.552842	0	869.552842	100
smolagents_code	SmolAgents Code	41.07	5.585109	0	4.8	11.687363	0.82331	41.07	appworld_test_normal	AppWorld	0.7	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	0.82	0.7	0.12	0.7	0.18	100	test_normal	70	558.51091	0	558.51091	100
smolagents_code	SmolAgents Code	51.59	0.550311	0	39.05	75.692964	0.40232	51.59	appworld_test_normal	AppWorld	0.071	98	2	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0.02	0.61	0.07	0.54	0.07	0.37	100	test_normal	7	55.031142	0	55.031142	100
smolagents_code	SmolAgents Code	49.13	2.542546	0	20.51	41.746387	0.526	49.13	appworld_test_normal	AppWorld	0.13	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	0.71	0.13	0.58	0.13	0.29	100	test_normal	13	254.254602	0	254.254602	100
tool_calling	LiteLLM Tool Calling	55.7	11.32466	0	0.06	0.10772	0.76528	21.99	appworld_test_normal	AppWorld	0.61	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	0.83	0.61	0.22	0.61	0.17	100	test_normal	61	1,132.465995	0	1,132.465995	100
tool_calling	LiteLLM Tool Calling	0	0	0	0	0	0	0	appworld_test_normal	AppWorld	0	0	100	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	1	0	0	0	0	0	100	test_normal	0	0	0	0	100
tool_calling	LiteLLM Tool Calling	33.88	1.881877	0	0.67	1.977568	0.77415	21.76	appworld_test_normal	AppWorld	0.505	99	1	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0.01	0.99	0.5	0.49	0.5	0	100	test_normal	50	188.187702	0	188.187702	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	42.45	3.433202	0	0.06	0.141343	0.78206	20.06	appworld_test_normal	AppWorld	0.64	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	0.82	0.64	0.18	0.64	0.18	100	test_normal	64	343.320175	0	343.320175	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	20.01	0.363713	0	0.45	2.248876	0.58473	10.05	appworld_test_normal	AppWorld	0.22	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.22	0.78	0.22	0	100	test_normal	22	36.371316	0	36.371316	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	32.47	1.304853	0	0.56	1.724669	0.81458	22.59	appworld_test_normal	AppWorld	0.55	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.55	0.45	0.55	0	100	test_normal	55	130.485292	0	130.485292	100
claude_code	Claude Code CLI	14.333333	11.658796	0.001639	0	0	0.529412	31.039216	browsecompplus	BrowseCompPlus	0.529412	0	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	0.843137	0.529412	0.313725	0.529412	0.156863	51	null	27	594.598615	0.083574	594.682189	51
claude_code	Claude Code CLI	0	0.429381	0.001692	0	0	0.43	8.97	browsecompplus	BrowseCompPlus	0.43	0	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.43	0.57	0.43	0	100	null	43	42.93807	0.169218	43.107288	100
claude_code	Claude Code CLI	0	2.845294	0.001463	0	0	0.51	22.88	browsecompplus	BrowseCompPlus	0.51	0	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	0.7	0.51	0.19	0.51	0.3	100	null	51	284.529442	0.146346	284.675788	100
openai_solo	OpenAI Solo	0	7.592457	0.001918	0	0	0.61	27.18	browsecompplus	BrowseCompPlus	0.61	0	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.61	0.39	0.61	0	100	null	61	759.245735	0.191776	759.437511	100
openai_solo	OpenAI Solo	0	0.380437	0.001675	0	0	0.48	14.27	browsecompplus	BrowseCompPlus	0.48	0	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.48	0.52	0.48	0	100	null	48	38.043726	0.167464	38.21119	100
openai_solo	OpenAI Solo	0	0.643307	0.001068	0	0	0.333333	8.454545	browsecompplus	BrowseCompPlus	0.333333	0	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0.020202	0.606061	0.333333	0.272727	0.333333	0.373737	99	null	33	63.687404	0.105778	63.793182	99
smolagents_code	SmolAgents Code	0	6.303725	0.00183	0	0	0.61	24.16	browsecompplus	BrowseCompPlus	0.61	0	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.61	0.39	0.61	0	100	null	61	630.372505	0.183026	630.555531	100
smolagents_code	SmolAgents Code	0	0.171568	0.001547	0	0	0.26	6.57	browsecompplus	BrowseCompPlus	0.26	0	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	0.99	0.26	0.73	0.26	0.01	100	null	26	17.156755	0.154748	17.311503	100
smolagents_code	SmolAgents Code	0	2.388851	0.001138	0	0	0.57	29.63	browsecompplus	BrowseCompPlus	0.57	0	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	0.69	0.57	0.12	0.57	0.31	100	null	57	238.885126	0.113834	238.99896	100
tool_calling	LiteLLM Tool Calling	0	7.093633	0.001762	0	0	0.49	21.66	browsecompplus	BrowseCompPlus	0.49	0	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0.01	0.93	0.49	0.44	0.49	0.06	100	null	49	709.363285	0.176244	709.539529	100
tool_calling	LiteLLM Tool Calling	0	0.296173	0.001666	0	0	0.46	8.14	browsecompplus	BrowseCompPlus	0.46	0	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	0.99	0.46	0.53	0.46	0.01	100	null	46	29.617263	0.1666	29.783863	100
tool_calling	LiteLLM Tool Calling	0	0.439434	0.002357	0	0	0.48	7.85	browsecompplus	BrowseCompPlus	0.48	0	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	0.99	0.48	0.51	0.48	0.01	100	null	48	43.943356	0.235722	44.179078	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	0	7.093633	0.001762	0	0	0.49	21.66	browsecompplus	BrowseCompPlus	0.49	0	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0.01	0.93	0.49	0.44	0.49	0.06	100	null	49	709.363285	0.176244	709.539529	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	0	0.296173	0.001666	0	0	0.46	8.14	browsecompplus	BrowseCompPlus	0.46	0	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	0.99	0.46	0.53	0.46	0.01	100	null	46	29.617263	0.1666	29.783863	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	0	0.439434	0.002357	0	0	0.48	7.85	browsecompplus	BrowseCompPlus	0.48	0	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	0.99	0.48	0.51	0.48	0.01	100	null	48	43.943356	0.235722	44.179078	100
claude_code	Claude Code CLI	0	5.604361	0	0	0	0.742268	31.762887	swebench	SWE-bench	0.742268	97	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	1	0	1	0	97	null	97	543.623015	0	543.623015	97
claude_code	Claude Code CLI	1.63	0.939755	0	0	0	0.58	23.99	swebench	SWE-bench	0.58	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	1	0	1	0	100	null	100	93.975473	0	93.975473	100
claude_code	Claude Code CLI	0	3.679669	0	0	0	0.67	43.72	swebench	SWE-bench	0.67	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.99	0.01	0.99	0	100	null	99	367.966876	0	367.966876	100
openai_solo	OpenAI Solo	7.433735	2.961261	0	0	0	0.807229	34.096386	swebench	SWE-bench	0.807229	83	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	1	0	1	0	83	null	83	245.78468	0	245.78468	83
openai_solo	OpenAI Solo	0	0.259018	0	0	0	0.545455	20.444444	swebench	SWE-bench	0.545455	99	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.989899	0.010101	0.989899	0	99	null	98	25.642766	0	25.642766	99
openai_solo	OpenAI Solo	6.531915	1.579178	0	0	0	0.723404	32.361702	swebench	SWE-bench	0.723404	94	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	1	0	1	0	94	null	94	148.44273	0	148.44273	94
smolagents_code	SmolAgents Code	15.77	4.852183	0	0	0	0.65	39.13	swebench	SWE-bench	0.65	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	1	0	1	0	100	null	100	485.218325	0	485.218325	100
smolagents_code	SmolAgents Code	2.848485	0.450318	0	0	0	0.525253	19.979798	swebench	SWE-bench	0.525253	99	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	1	0	1	0	99	null	99	44.581478	0	44.581478	99
smolagents_code	SmolAgents Code	0	2.209662	0	0	0	0.757576	38.10101	swebench	SWE-bench	0.757576	99	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	1	0	1	0	99	null	99	218.756522	0	218.756522	99
tool_calling	LiteLLM Tool Calling	16.878788	3.971295	0	0	0	0.606061	43.444444	swebench	SWE-bench	0.606061	99	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	1	0	1	0	99	null	99	393.1582	0	393.1582	99
tool_calling	LiteLLM Tool Calling	0	0.247621	0	0	0	0.58	20.47	swebench	SWE-bench	0.57	0	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	1	0	1	0	100	null	100	24.762056	0	24.762056	100
tool_calling	LiteLLM Tool Calling	0	0.695613	0	0	0	0.71	32.55	swebench	SWE-bench	0.71	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	1	0	1	0	100	null	100	69.561342	0	69.561342	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	16.878788	3.971295	0	0	0	0.606061	43.444444	swebench	SWE-bench	0.606061	99	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	1	0	1	0	99	null	99	393.1582	0	393.1582	99
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	0	0.247621	0	0	0	0.58	20.47	swebench	SWE-bench	0.57	0	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	1	0	1	0	100	null	100	24.762056	0	24.762056	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	0	0.695613	0	0	0	0.71	32.55	swebench	SWE-bench	0.71	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	1	0	1	0	100	null	100	69.561342	0	69.561342	100
claude_code	Claude Code CLI	11.5	1.299355	0.01386	0	0	0.66	11.5	tau2_airline	Tau Bench 2	0.66	50	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.66	0.34	0.66	0	50	airline	33	64.967745	0.692992	65.660737	50
claude_code	Claude Code CLI	4.12	0.213383	0.011296	0	0	0.48	10.18	tau2_airline	Tau Bench 2	0.48	50	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.48	0.52	0.48	0	50	airline	24	10.669148	0.564818	11.233966	50
claude_code	Claude Code CLI	12.62	0.339443	0.009578	0	0	0.7	12.62	tau2_airline	Tau Bench 2	0.7	50	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.7	0.3	0.7	0	50	airline	35	16.97213	0.478889	17.451019	50
openai_solo	OpenAI Solo	12.22	0.716584	0.014479	0	0	0.74	12.22	tau2_airline	Tau Bench 2	0.74	50	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.74	0.26	0.74	0	50	airline	37	35.82921	0.723941	36.553151	50
openai_solo	OpenAI Solo	11.4	0.107118	0.008216	0	0	0.5	11.4	tau2_airline	Tau Bench 2	0.5	50	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.5	0.5	0.5	0	50	airline	25	5.355903	0.410809	5.766712	50
openai_solo	OpenAI Solo	10.9	0.213802	0.009739	0	0	0.62	10.9	tau2_airline	Tau Bench 2	0.62	50	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.62	0.38	0.62	0	50	airline	31	10.690106	0.48695	11.177056	50
smolagents_code	SmolAgents Code	11.88	0.780153	0.013339	0	0	0.72	11.88	tau2_airline	Tau Bench 2	0.72	50	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.72	0.28	0.72	0	50	airline	36	39.00764	0.666959	39.674599	50
smolagents_code	SmolAgents Code	10.68	0.293272	0.012412	0	0	0.6	10.68	tau2_airline	Tau Bench 2	0.6	50	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.6	0.4	0.6	0	50	airline	30	14.663588	0.620616	15.284204	50
smolagents_code	SmolAgents Code	12.28	0.195905	0.009922	0	0	0.68	12.28	tau2_airline	Tau Bench 2	0.68	50	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.68	0.32	0.68	0	50	airline	34	9.795244	0.496103	10.291347	50
tool_calling	LiteLLM Tool Calling	12.02	0.469238	0.015317	0	0	0.66	10	tau2_airline	Tau Bench 2	0.66	50	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.66	0.34	0.66	0	50	airline	33	23.46188	0.765841	24.227721	50
tool_calling	LiteLLM Tool Calling	12.06	0.125105	0.014181	0	0	0.54	11.22	tau2_airline	Tau Bench 2	0.54	50	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.54	0.46	0.54	0	50	airline	27	6.255237	0.709038	6.964275	50
tool_calling	LiteLLM Tool Calling	12.72	0.15855	0.010977	0	0	0.7	10.14	tau2_airline	Tau Bench 2	0.7	50	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.7	0.3	0.7	0	50	airline	35	7.927484	0.548844	8.476328	50
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	12.02	0.469238	0.015317	0	0	0.66	10	tau2_airline	Tau Bench 2	0.66	50	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.66	0.34	0.66	0	50	airline	33	23.46188	0.765841	24.227721	50
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	12.06	0.125105	0.014181	0	0	0.54	11.22	tau2_airline	Tau Bench 2	0.54	50	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.54	0.46	0.54	0	50	airline	27	6.255237	0.709038	6.964275	50
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	12.72	0.15855	0.010977	0	0	0.7	10.14	tau2_airline	Tau Bench 2	0.7	50	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.7	0.3	0.7	0	50	airline	35	7.927484	0.548844	8.476328	50
claude_code	Claude Code CLI	12.54	1.598523	0.012835	0	0	0.83	12.54	tau2_retail	Tau Bench 2	0.83	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.83	0.17	0.83	0	100	retail	83	159.852325	1.283548	161.135873	100
claude_code	Claude Code CLI	6.68	0.120064	0.006263	0	0	0.51	9.92	tau2_retail	Tau Bench 2	0.51	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	0.98	0.64	0.34	0.64	0.02	100	retail	64	12.006437	0.626275	12.632711	100
claude_code	Claude Code CLI	11.18	0.185258	0.008511	0	0	0.71	11.18	tau2_retail	Tau Bench 2	0.780488	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.71	0.29	0.71	0	100	retail	71	18.525812	0.851069	19.376881	100
openai_solo	OpenAI Solo	12.54	0.549581	0.012196	0	0	0.85	12.54	tau2_retail	Tau Bench 2	0.85	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.85	0.15	0.85	0	100	retail	85	54.95812	1.219595	56.177715	100
openai_solo	OpenAI Solo	9.55	0.107783	0.007619	0	0	0.53	9.55	tau2_retail	Tau Bench 2	0.535354	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	0.99	0.53	0.46	0.53	0.01	100	retail	53	10.778331	0.761935	11.540265	100
openai_solo	OpenAI Solo	10.62	0.266485	0.008298	0	0	0.73	10.62	tau2_retail	Tau Bench 2	0.73	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.73	0.27	0.73	0	100	retail	73	26.6485	0.829764	27.478264	100
smolagents_code	SmolAgents Code	11.71	0.671186	0.011224	0	0	0.78	11.71	tau2_retail	Tau Bench 2	0.78	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.78	0.22	0.78	0	100	retail	78	67.11861	1.122397	68.241007	100
smolagents_code	SmolAgents Code	11.08	0.251947	0.010713	0	0	0.68	11.08	tau2_retail	Tau Bench 2	0.68	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.68	0.32	0.68	0	100	retail	68	25.194685	1.071263	26.265948	100
smolagents_code	SmolAgents Code	11.3	0.205686	0.008618	0	0	0.75	11.3	tau2_retail	Tau Bench 2	0.757576	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.75	0.25	0.75	0	100	retail	75	20.56864	0.861754	21.430394	100
tool_calling	LiteLLM Tool Calling	12.18	0.467425	0.012659	0	0	0.78	11.33	tau2_retail	Tau Bench 2	0.78	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.78	0.22	0.78	0	100	retail	78	46.742525	1.26594	48.008465	100
tool_calling	LiteLLM Tool Calling	11.26	0.110932	0.011788	0.01	0.08881	0.73	10.33	tau2_retail	Tau Bench 2	0.73	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.73	0.27	0.73	0	100	retail	73	11.093171	1.178822	12.271993	100
tool_calling	LiteLLM Tool Calling	12.24	0.156497	0.009912	0	0	0.82	11.25	tau2_retail	Tau Bench 2	0.82	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.82	0.18	0.82	0	100	retail	82	15.649692	0.991184	16.640876	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	12.18	0.467425	0.012659	0	0	0.78	11.33	tau2_retail	Tau Bench 2	0.78	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.78	0.22	0.78	0	100	retail	78	46.742525	1.26594	48.008465	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	11.26	0.110932	0.011788	0.01	0.08881	0.73	10.33	tau2_retail	Tau Bench 2	0.73	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.73	0.27	0.73	0	100	retail	73	11.093171	1.178822	12.271993	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	12.24	0.156497	0.009912	0	0	0.82	11.25	tau2_retail	Tau Bench 2	0.82	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.82	0.18	0.82	0	100	retail	82	15.649692	0.991184	16.640876	100
claude_code	Claude Code CLI	18.71	2.448865	0.110861	0	0	0.76	18.71	tau2_telecom	Tau Bench 2	0.76	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.76	0.24	0.76	0	100	telecom	76	244.88646	11.086118	255.972578	100
claude_code	Claude Code CLI	6.57	0.098015	0.053513	0	0	0.55	9.36	tau2_telecom	Tau Bench 2	0.55	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.55	0.45	0.55	0	100	telecom	55	9.801496	5.351322	15.152818	100
claude_code	Claude Code CLI	7.16	0.210642	0.044182	0	0	0.71	9.9	tau2_telecom	Tau Bench 2	0.685185	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.71	0.29	0.71	0	100	telecom	71	21.064224	4.41815	25.482374	100
openai_solo	OpenAI Solo	17.15	1.24594	0.122447	0	0	0.84	17.15	tau2_telecom	Tau Bench 2	0.84	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.84	0.16	0.84	0	100	telecom	84	124.59395	12.244745	136.838695	100
openai_solo	OpenAI Solo	9.92	0.147175	0.04162	0	0	0.53	9.92	tau2_telecom	Tau Bench 2	0.53	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.53	0.47	0.53	0	100	telecom	53	14.717546	4.162018	18.879564	100
openai_solo	OpenAI Solo	10.82	0.535132	0.047736	0	0	0.79	10.82	tau2_telecom	Tau Bench 2	0.88764	89	11	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0.11	0.89	0.79	0.1	0.79	0	100	telecom	79	53.513152	4.773591	58.286743	100
smolagents_code	SmolAgents Code	13.77	1.064388	0.08183	0	0	0.58	13.77	tau2_telecom	Tau Bench 2	0.58	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.58	0.42	0.58	0	100	telecom	58	106.43879	8.183033	114.621823	100
smolagents_code	SmolAgents Code	10.11	0.303553	0.049517	0	0	0.71	10.11	tau2_telecom	Tau Bench 2	0.71	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	1	0.71	0.29	0.71	0	100	telecom	71	30.355348	4.951702	35.30705	100
smolagents_code	SmolAgents Code	12.71	0.34617	0.056376	0	0	0.88	12.71	tau2_telecom	Tau Bench 2	0.88	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.88	0.12	0.88	0	100	telecom	88	34.61699	5.63759	40.25458	100
tool_calling	LiteLLM Tool Calling	17.22	0.915781	0.104337	0.01	0.058072	0.76	17.22	tau2_telecom	Tau Bench 2	0.76	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.76	0.24	0.76	0	100	telecom	76	91.578125	10.433726	102.011851	100
tool_calling	LiteLLM Tool Calling	10.18	0.140895	0.058336	0	0	0.53	10.18	tau2_telecom	Tau Bench 2	0.535354	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	0.99	0.53	0.46	0.53	0.01	100	telecom	53	14.089511	5.833562	19.923073	100
tool_calling	LiteLLM Tool Calling	15.29	0.297978	0.069531	0.17	1.111838	0.73	14.84	tau2_telecom	Tau Bench 2	0.73	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.73	0.27	0.73	0	100	telecom	73	29.797836	6.953124	36.75096	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	17.22	0.915781	0.104337	0.01	0.058072	0.76	17.22	tau2_telecom	Tau Bench 2	0.76	100	0	openai_aws_claude-opus-4-5	openai/aws/claude-opus-4-5	0	1	0.76	0.24	0.76	0	100	telecom	76	91.578125	10.433726	102.011851	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	10.18	0.140895	0.058336	0	0	0.53	10.18	tau2_telecom	Tau Bench 2	0.535354	100	0	openai_Azure_gpt-5.2-2025-12-11	openai/Azure/gpt-5.2-2025-12-11	0	0.99	0.53	0.46	0.53	0.01	100	telecom	53	14.089511	5.833562	19.923073	100
tool_calling_with_shortlisting	LiteLLM Tool Calling with Shortlisting	15.29	0.297978	0.069531	0.17	1.111838	0.73	14.84	tau2_telecom	Tau Bench 2	0.73	100	0	openai_gcp_gemini-3-pro-preview	openai/gcp/gemini-3-pro-preview	0	1	0.73	0.27	0.73	0	100	telecom	73	29.797836	6.953124	36.75096	100

Open Agent Leaderboard Results

Detailed evaluation results for general-purpose AI agents across diverse real-world benchmarks — without domain-specific tuning.

Leaderboard: huggingface.co/spaces/open-agent-leaderboard/leaderboard
GitHub: Exgentic/open-agent-leaderboard
Website: exgentic.github.io
Paper: arXiv:2602.22953
License: CDLA-Permissive-2.0

Benchmarks

Benchmark	Description
AppWorld	App-based task completion in simulated smartphone environments
BrowseComp+	Web browsing and complex information retrieval
SWE-bench	Software engineering issue resolution on real GitHub repos
TauBench-Airline	Customer service agent evaluation (airline domain)
TauBench-Retail	Customer service agent evaluation (retail domain)
TauBench-Telecom	Customer service agent evaluation (telecom domain)

Agents Evaluated

Agent	Framework
Claude Code	claude-code
OpenAI Solo	openai-agents-python
Smolagent	smolagents
React	litellm
React + Shortlisting	litellm

Models

Results are reported for each agent × model combination: Claude Opus 4.5, GPT-5.2, Gemini Pro 3.

Schema

See CONTRIBUTING.md for submission instructions and results-README.md for full column descriptions.

Note: dataset_info stats in this file are auto-generated by scripts/build_data.py and reflect the last build.

Downloads last month: 49

Number of rows:

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Collection including open-agent-leaderboard/results

Open Agent Leaderboard

Collection

An open benchmark for comparing full agent systems across diverse real-world tasks. Reports both quality and cost. • 4 items • Updated 19 days ago

Paper for open-agent-leaderboard/results

General Agent Evaluation

Paper • 2602.22953 • Published Feb 26 • 11