AgentTrove / README.md
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Duplicate from open-thoughts/AgentTrove
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metadata
license: apache-2.0
task_categories:
  - text-generation
language:
  - en
tags:
  - agent
  - code
  - agentic-traces
  - reinforcement-learning
  - terminus-2
  - harbor
size_categories:
  - 1M<n<10M

AgentTrove

AgentTrove is the largest open-source collection of agentic interaction traces to date, released by the OpenThoughts-Agent team. It contains 1,696,847 rows drawn from 219 source datasets spanning code repair, shell scripting, mathematical problem-solving, competitive programming, and general computer-use tasks.

At 1.7 million rows, AgentTrove is 4× the size of the Nemotron Terminal Corpus (430 K rows), the previous largest open-source agentic trace dataset.


Data Format

Consistent with the Nemotron Terminal Corpus, all traces in AgentTrove are released in the terminus-2 harness format — a ShareGPT-style conversation layout where each row represents a complete agent trajectory, including tool calls, environment responses, and final reasoning.

All traces were generated using the open-source Harbor agentic evaluation and data-generation framework.


Schema

Each row contains the following columns. Note that source datasets have heterogeneous schemas; columns not present in a given source are filled with null.

Column Type Description
messages list[dict] The complete agent trajectory as a list of conversation turns. Each turn is a dict with role ("user", "assistant", or "tool") and content (string). Follows the terminus-2 / ShareGPT format used by Harbor.
original_source string Label identifying the task source the row came from, extracted from the source dataset's repo name (e.g. "swesmith", "codeforces", "nl2bash", "r2egym", "exp_rpt", "exp_tas").
original_teacher string Label identifying the teacher model that generated the trace (e.g. "GLM-4.7", "GLM-4.6", "GPT 5.1 Nano", "Kimi K2.0 Thinking", "MiniMax M2.0", "Qwen3-8B").
reward float Pass/fail outcome of the agent trajectory, typically 1.0 (success) or 0.0 (failure). Present in most but not all source datasets.
task_id string Unique identifier for the task instance. Format varies by source dataset.
(other columns) varies Additional metadata columns (e.g. trajectory_id, episode, model, sandbox_id) preserved from source datasets where present.

Source Datasets

AgentTrove was assembled by concatenating training datasets generated throughought the course of the OpenThoughts-Agent project. The full list is provided below.

repo_id source teacher
DCAgent/code_contests_10k_OG_10k_New_Questions_GPT5-mini code_contests GPT-5-mini
mlfoundations-dev/staqc-sandboxes-traces-terminus-2 staqc GPT 5.1 Nano
DCAgent/freelancer-askllm-filtered-sandboxes-traces-terminus-2 freelancer GPT 5.1 Nano
DCAgent/nl2bash-8ep nl2bash GPT 5.1 Nano
penfever/GLM-4.6-codeforces-32ep-32k codeforces GLM-4.6
DCAgent/freelancer-t2048s-32ep freelancer GPT 5.1 Nano
DCAgent/neulab-mind2web-sandboxes-traces-terminus-2 neulab GPT 5.1 Nano
DCAgent/freelancer-long-instruction-filter freelancer GPT 5.1 Nano
DCAgent/nl2bash-1ep nl2bash GPT 5.1 Nano
DCAgent/nl2bash-16ep nl2bash GPT 5.1 Nano
EtashGuha/nl2bash_verified_gpt-5-nano-traces nl2bash GPT-5-nano
penfever/nl2bash-verified-GLM-4.6-traces-32ep-32k nl2bash GLM-4.6
penfever/GLM-4.6-stackexchange-overflow-sandboxes-32eps-32k stack_exchange GLM-4.6
penfever/GLM-4.6-inferredbugs-32eps-65k Inferred Bugs GLM-4.6
penfever/GLM-4.6-nl2bash-verified-32eps-32k nl2bash GLM-4.6
DCAgent/freelancer-t512s-32ep freelancer GPT 5.1 Nano
penfever/glm46-qasper-maxeps-131k Qasper GLM-4.6
penfever/glm46-neulab-synatra-32ep-131k neulab GLM-4.6
DCAgent2/glm46-r2egym_sandboxes-maxeps-131k r2egym GLM-4.6
penfever/GLM-4.6-swesmith-32ep-131k-nosumm-reasoning swesmith GLM-4.6
DCAgent/exp_rle_detailed exp_rle GLM-4.7
DCAgent/nl2bash-GLM-4.6-traces nl2bash GLM-4.6
DCAgent/freelancer-t256s-32ep freelancer GPT 5.1 Nano
DCAgent/freelancer-t1024s-32ep freelancer GPT 5.1 Nano
penfever/GLM-4.6-taskmaster2-32eps-32k taskmaster GLM-4.6
mlfoundations-dev/codeforces-gptoss120b-traces codeforces GPT-OSS-120B
penfever/kimi-k2t-freelancer-32ep-32k freelancer Kimi K2.0 Thinking
penfever/glm-4.6-nemo-prism Nemotron Prism GLM-4.6
penfever/glm-4.6-all-puzzles-32ep-131k puzzles GLM-4.6
penfever/glm46-swesmith-maxeps-131k swesmith GLM-4.6
DCAgent2/glm46-swegym-tasks-maxeps-131k SWEGym GLM-4.6
DCAgent/exp_tas_low_diversity_traces exp_tas GLM-4.7
DCAgent/exp_tas_min_p_0.1_traces exp_tas GLM-4.7
DCAgent/exp_tas_parser_xml_traces exp_tas GLM-4.7
DCAgent/exp_rpt_curriculum-medium exp_rpt GLM-4.7
DCAgent/neulab-synatra-sandboxes-traces-terminus-2 neulab GPT 5.1 Nano
mlfoundations-dev/code-contests-sandboxes-traces-terminus-2 code_contests GPT 5.1 Nano
DCAgent/exp_rpt_crosscodeeval-csharp exp_rpt GLM-4.7
DCAgent/taskmaster2-2ep taskmaster GPT 5.1 Nano
hbXNov/all-puzzles-sandboxes-traces-terminus-2-with-gpt-4o-mini-judgments-correct puzzles GPT 5.1 Nano
DCAgent/freelancer-projects-0-3k-traces freelancer GPT 5.1 Nano
DCAgent/freelancer-embedding-mean-instruction-filter freelancer GPT 5.1 Nano
DCAgent/nl2bash-2ep nl2bash GPT 5.1 Nano
DCAgent/exp_rle_error_report exp_rle GLM-4.7
DCAgent/taskmaster2-1ep taskmaster GPT 5.1 Nano
DCAgent/wikitable_format_conversion-qwen3-coder-480b-a35b-instruct-awq-traces WikiTable Format Conversion Qwen3
DCAgent/freelancer-projects-0-1k-traces freelancer GPT 5.1 Nano
DCAgent/freelancer-short-instruction-filter freelancer GPT 5.1 Nano
DCAgent/nl2bash-4ep nl2bash GPT 5.1 Nano
DCAgent/nl2bash-32ep nl2bash GPT 5.1 Nano
DCAgent2/codeforces-GLM-4.6-traces-32ep-32k-1-2-4-dv codeforces GLM-4.6
DCAgent/taskmaster2-4ep taskmaster GPT 5.1 Nano
mlfoundations-dev/swesmith_with_plain_docker-sandboxes-traces-terminus-2 swesmith GPT 5.1 Nano
DCAgent/code_contests-Qwen3-Coder-480B-traces code_contests Qwen3
DCAgent/freelancer-projects-1k-traces freelancer GPT 5.1 Nano
DCAgent/nl2bash-0-1k-traces nl2bash GPT 5.1 Nano
DCAgent/nl2bash_gpt-5-nano-traces nl2bash GPT-5-nano
penfever/inferredbugs-GLM-4.6-32ep-32k Inferred Bugs GLM-4.6
DCAgent/bash_textbook_tasks_traces bash textbook GPT 5.1 Nano
DCAgent/gsm8k-qwen3-coder-30b-a3b-instruct-traces gsm8k Qwen3
DCAgent/nl2bash-0-3k-traces nl2bash GPT 5.1 Nano
DCAgent/code_contests-GLM-4.6-traces code_contests GLM-4.6
penfever/gpt-oss-120B-stack-overflow-32ep-131k-summtrc-fixthink1 StackExchange Overflow GPT-OSS-120B
penfever/minimax-m2-stack-overflow-32ep-131k-summtrc StackExchange Overflow MiniMax M2.0
penfever/kimi-k2t-neulab-synatra-32ep-131k neulab Kimi K2.0 Thinking
DCAgent/taskmaster2-8ep taskmaster GPT 5.1 Nano
DCAgent/freelancer-projects-3k-traces freelancer GPT 5.1 Nano
DCAgent/nl2bash-1k-traces nl2bash GPT 5.1 Nano
DCAgent/All_Puzzles_5k_OG_5k_New_Context_GPT4o-mini_new_context puzzles GPT-4o
DCAgent/taskmaster2-banana taskmaster GPT 5.1 Nano
DCAgent/taskmaster2-1k-traces taskmaster GPT 5.1 Nano
penfever/glm46-defects4j-32ep-131k defects 4j GLM-4.6
penfever/GLM-4.6-nl2bash-verified-32ep-32k-reasoning nl2bash GLM-4.6
penfever/kimi-k2-swegym-tasks-maxeps-32k SWEGym Kimi K2.0 Thinking
penfever/kimi-k2-swesmith_with_plain_docker-sandboxes-maxeps-32k swesmith Kimi K2.0 Thinking
penfever/glm-4.6-freelancer-32ep-131k-torch freelancer GLM-4.6
DCAgent/taskmaster2-0-1k-traces taskmaster GPT 5.1 Nano
DCAgent/taskmaster2-3k-traces taskmaster GPT 5.1 Nano
DCAgent/taskmaster2-gpt5mini taskmaster GPT-5-mini
DCAgent/taskmaster2-16ep taskmaster GPT 5.1 Nano
DCAgent/freelancer-projects-gpt5mini freelancer GPT-5-mini
DCAgent/neulab-codeactinstruct-sandboxes-traces-terminus-2 neulab GPT 5.1 Nano
DCAgent/taskmaster2-32ep taskmaster GPT 5.1 Nano
DCAgent/nl2bash-Qwen3-Coder-480B-traces nl2bash Qwen3
DCAgent/freelancer-projects-10k-traces freelancer GPT 5.1 Nano
DCAgent/freelancer-projects-gpt5 freelancer GPT-5
DCAgent/nl2bash-3k-traces nl2bash GPT 5.1 Nano
penfever/inferredbugs-GLM-4.6-32ep-65k Inferred Bugs GLM-4.6
penfever/GLM-4.6-stackexchange-overflow-sandboxes-32eps-65k stack_exchange GLM-4.6
DCAgent/taskmaster2-64ep taskmaster GPT 5.1 Nano
DCAgent/code_contests_new_questions_gpt-5-mini code_contests GPT-5-mini
DCAgent/freelancer-random-instruction-filter-traces-terminus-2 freelancer GPT 5.1 Nano
mlfoundations-dev/freelancer-projects-sandboxes-traces-terminus-2 freelancer GPT 5.1 Nano
DCAgent2/freelancer-projects-31k-traces freelancer GPT 5.1 Nano
penfever/glm-4.6-r2egym-32ep-32k r2egym GLM-4.6
DCAgent2/freelancer-projects-100k-traces freelancer GPT 5.1 Nano
DCAgent/exp_rle_github_issue exp_rle GLM-4.7
DCAgent2/gemini25flash-stackexchange-overflow-32ep-512k-v3-traces stack_exchange Gemini-2.5-Flash
DCAgent2/glm-4.6-freelancer-traces freelancer GLM-4.6
penfever/GLM-4.6-codeforces-32eps-32k codeforces GLM-4.6
penfever/Qwen3-Coder-480B-nl2bash nl2bash Qwen3
penfever/GPT-OSS-120B-codeforces codeforces GPT-OSS-120B
penfever/r2egym_gpt5_codex_solve_traces r2egym GPT-5
penfever/GLM-4.6-stackexchange-superuser-32ep-32k stack_exchange GLM-4.6
DCAgent/All_Puzzles_5k_new_context puzzles GPT 5.1 Nano
DCAgent/All_Puzzles_5k_New_Context_GPT4o-mini_new_context puzzles GPT-4o
mlfoundations-dev/stackexchange-tezos-sandboxes-traces-terminus-2 stack_exchange GPT 5.1 Nano
DCAgent/exp_rle_heavy_padding exp_rle GLM-4.7
mlfoundations-dev/defects4j-sandboxes-traces-terminus-2 defects 4j GPT 5.1 Nano
penfever/Qwen3-Coder-480B-codeforces codeforces Qwen3
mlfoundations-dev/nemo-prism-math-sandboxes-traces-terminus-2 math GPT 5.1 Nano
DCAgent/exp_tas_repetition_penalty_1.05_traces exp_tas GLM-4.7
DCAgent/a1_multifile_composition multifile composition GPT 5.1 Nano
DCAgent/exp-gfi-staqc-embedding-mean-filtered-10K_glm_4.7_traces_jupiter staqc GLM-4.7
DCAgent/exp_tas_max_episodes_512_traces exp_tas GLM-4.7
DCAgent/a1_repo_scaffold repo scaffold GPT 5.1 Nano
DCAgent/swesmith-sandboxes-with_tests-gpt-5-mini-passed_glm_4.7_traces swesmith GLM-4.7
penfever/Kimi-2.5-r2egym_sandboxes-maxeps-32k r2egym Kimi-2.5
DCAgent/exp_rle_proportional exp_rle GLM-4.7
DCAgent/exp_rpt_stack-junit exp_rpt GLM-4.7
DCAgent/selfinstruct-naive-sandboxes-2-traces Self-Instruct Naive GPT 5.1 Nano
DCAgent/exp_tas_repetition_penalty_1.05_traces-3pct exp_tas GLM-4.7
DCAgent/a1_multifile_composition-3pct multifile composition GPT 5.1 Nano
DCAgent/exp-gfi-staqc-embedding-mean-filtered-10K_glm_4.7_traces_jupiter-3pct staqc GLM-4.7
DCAgent/exp_tas_max_episodes_512_traces-3pct exp_tas GLM-4.7
DCAgent/a1_repo_scaffold-3pct repo scaffold GPT 5.1 Nano
DCAgent/swesmith-sandboxes-with_tests-gpt-5-mini-passed_glm_4.7_traces-3pct swesmith GLM-4.7
penfever/Kimi-2.5-r2egym_sandboxes-maxeps-32k-3pct r2egym Kimi-2.5
DCAgent/exp_rpt_stack-selfdoc-v2 exp_rpt GLM-4.7
DCAgent/exp_rle_structural_debug exp_rle GLM-4.7
penfever/glm46-neulab-agenttuning-alfworld-sandboxes-maxeps-131k neulab GLM-4.6
DCAgent/stackexchange-tezos-sandboxes_glm_4.6_traces_locetash stack_exchange GLM-4.6
DCAgent2/glm46-glaive-code-assistant-sandboxes-maxeps-131k Glaive Code Assistant GLM-4.6
penfever/Kimi-2.5-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-32k-reward1 swesmith Kimi-2.5
penfever/Kimi-2.5-r2egym_sandboxes-maxeps-32k-reward1 r2egym Kimi-2.5
DCAgent/stackexchange-tezos-sandboxes_glm_4.6_traces_together stack_exchange GLM-4.6
penfever/kimi-k2-r2egym_sandboxes-maxeps-32k r2egym Kimi K2.0 Thinking
DCAgent/glm46-Magicoder-Evol-Instruct-110K-sandboxes-1-traces MagiCoder Evol Instruct GLM-4.6
DCAgent/stackexchange-tezos-sandboxes_glm_4.6_traces_together_again stack_exchange GLM-4.6
DCAgent2/glm46-stackexchange-tezos-maxeps-131k stack_exchange GLM-4.6
DCAgent/exp_tas_linear_history_off_traces exp_tas GLM-4.7
DCAgent/exp_rpt_stack-bash-withtests exp_rpt GLM-4.7
DCAgent/stackexchange-tezos-sandboxes_glm_4.7_traces_locetash stack_exchange GLM-4.7
DCAgent/exp_tas_baseline_traces exp_tas GLM-4.7
DCAgent/exp_tas_full_thinking_traces exp_tas GLM-4.7
DCAgent/exp_tas_interleaved_thinking_on_traces exp_tas GLM-4.7
DCAgent/exp_tas_frequency_penalty_0.5_traces exp_tas GLM-4.7
DCAgent/exp_tas_frequency_penalty_0.25_traces exp_tas GLM-4.7
DCAgent/exp_tas_presence_penalty_0.25_traces exp_tas GLM-4.7
DCAgent/exp_tas_max_tokens_1024_traces exp_tas GLM-4.7
DCAgent/exp_tas_max_tokens_8192_traces exp_tas GLM-4.7
DCAgent/exp_tas_presence_penalty_1.0_traces exp_tas GLM-4.7
DCAgent/exp_tas_max_episodes_32_traces exp_tas GLM-4.7
DCAgent/exp_tas_raw_content_off_traces exp_tas GLM-4.7
DCAgent/exp_tas_frequency_penalty_1.0_traces exp_tas GLM-4.7
DCAgent/exp_tas_min_p_0.05_traces exp_tas GLM-4.7
DCAgent/exp_tas_top_k_16_traces exp_tas GLM-4.7
DCAgent/exp_tas_min_p_0.01_traces exp_tas GLM-4.7
DCAgent/exp_tas_max_tokens_4096_traces exp_tas GLM-4.7
DCAgent/exp_tas_top_k_64_traces exp_tas GLM-4.7
DCAgent/exp_tas_summarize_threshold_2048_traces exp_tas GLM-4.7
DCAgent/exp_tas_summarize_off_traces exp_tas GLM-4.7
DCAgent/exp_tas_repetition_penalty_1.2_traces exp_tas GLM-4.7
DCAgent/exp_tas_top_k_128_traces exp_tas GLM-4.7
DCAgent/exp_tas_high_diversity_traces exp_tas GLM-4.7
DCAgent/exp_tas_max_tokens_2048_traces exp_tas GLM-4.7
DCAgent/exp_tas_top_p_0.95_traces exp_tas GLM-4.7
DCAgent/exp_tas_temp_0.5_traces exp_tas GLM-4.7
DCAgent/exp_tas_top_p_0.8_traces exp_tas GLM-4.7
DCAgent/exp_tas_top_p_0.9_traces exp_tas GLM-4.7
DCAgent/exp_tas_summarize_threshold_16384_traces exp_tas GLM-4.7
DCAgent2/GLM-4.7-r2egym_sandboxes-maxeps-131k r2egym GLM-4.7
DCAgent/stackexchange-tezos-sandboxes_glm_4.6_traces_locetash_again stack_exchange GLM-4.6
DCAgent/perturbed-docker-exp-taskmaster2-tasks_glm_4.7_traces_locetash taskmaster GLM-4.7
DCAgent/exp_tas_repetition_penalty_1.05_traces-10pct exp_tas GLM-4.7
DCAgent/a1_multifile_composition-10pct multifile composition GPT 5.1 Nano
DCAgent/exp-gfi-staqc-embedding-mean-filtered-10K_glm_4.7_traces_jupiter-10pct staqc GLM-4.7
DCAgent/exp_tas_max_episodes_512_traces-10pct exp_tas GLM-4.7
DCAgent/a1_repo_scaffold-10pct repo scaffold GPT 5.1 Nano
DCAgent/swesmith-sandboxes-with_tests-gpt-5-mini-passed_glm_4.7_traces-10pct swesmith GLM-4.7
penfever/Kimi-2.5-r2egym_sandboxes-maxeps-32k-10pct r2egym Kimi-2.5
DCAgent/exp_rpt_nemotron-junit exp_rpt GLM-4.7
DCAgent/exp_rpt_nemotron-cpp exp_rpt GLM-4.7
DCAgent/exp_rpt_stack-cpp exp_rpt GLM-4.7
DCAgent/exp_rle_2skill exp_rle GLM-4.7
DCAgent/exp_rle_curated exp_rle GLM-4.7
DCAgent/exp_rle_expert exp_rle GLM-4.7
DCAgent/exp_flat25_baseline unknown GLM-4.7
DCAgent/exp_rle_minimal_instructions exp_rle GLM-4.7
DCAgent/exp_rpt_stack-pytest-large exp_rpt GLM-4.7
DCAgent/exp_rpt_stack-csharp exp_rpt GLM-4.7
DCAgent/exp_rpt_methods2test-v2 exp_rpt GLM-4.7
DCAgent/exp_rpt_stack-pytest-v2 exp_rpt GLM-4.7
DCAgent/g1_timeout_e1_gpt_long_d1_original_40k_glm47_traces unknown GLM-4.7
DCAgent/g1_subagent_e1_gpt_long_d1_original_40k_glm47_traces unknown GLM-4.7
DCAgent/g1_min_episodes_e1_gpt_long_d1_original_40k_glm47_traces unknown GLM-4.7
DCAgent/swesmith-glm5-awq-traces-10k swesmith GLM-5.0
DCAgent/exp-syh-r2egym-askllm-constrained_glm_4.7_traces_jupiter_cleaned r2egym GLM-4.7
DCAgent/exp-gfi-swesmith-random-filtered-10K_glm_4.7_traces_jupiter swesmith GLM-4.7
DCAgent/mix_v2_h2_language_balanced unknown GPT 5.1 Nano
DCAgent/stackexchange-unix-sandboxes_glm_4.7_traces_jupiter stack_exchange GLM-4.7
DCAgent/g1_timeout_e1_gpt_long_sampled_swesmith_psu_d1_original_40k_glm47_traces swesmith GLM-4.7
DCAgent/g1_min_episodes_e1_gpt_long_sampled_swesmith_psu_d1_original_40k_glm47_traces swesmith GLM-4.7
DCAgent/g1_min_episodes_e1_gpt_long_d1_original_8x_glm47_traces unknown GLM-4.7
DCAgent/taskmaster2-0-3k-traces taskmaster GPT 5.1 Nano
penfever/GLM-4.6-gemini25flash-stackexchange-overflow-32ep-512k stack_exchange GLM-4.6
DCAgent/neulab-code-feedback-sandboxes-traces-terminus-2 neulab GPT 5.1 Nano
DCAgent/taskmaster2-10k-traces taskmaster GPT 5.1 Nano
mlfoundations-dev/taskmaster2-sandboxes-traces-terminus-2 taskmaster GPT 5.1 Nano
mlfoundations-dev/codeforces-sandboxes-traces-terminus-2 codeforces GPT 5.1 Nano
mlfoundations-dev/all-puzzles-sandboxes-traces-terminus-2 puzzles GPT 5.1 Nano
mlfoundations-dev/inferredbugs-sandboxes-traces-terminus-2 Inferred Bugs GPT 5.1 Nano
mlfoundations-dev/stackexchange-overflow-sandboxes-traces-terminus-2 stack_exchange GPT 5.1 Nano
DCAgent/exp_rle_partial_ambiguity exp_rle GLM-4.7
mlfoundations-dev/qasper-sandboxes-traces-terminus-2 Qasper GPT 5.1 Nano
DCAgent/exp_rle_moderate_padding exp_rle GLM-4.7
DCAgent/exp_rpt_exercism-python exp_rpt GLM-4.7
mlfoundations-dev/stackexchange-codereview-sandboxes-traces-terminus-2 stack_exchange GPT 5.1 Nano
DCAgent/e1_gpt_long_d1_original_sandboxes_8x_glm47_traces unknown GLM-4.7

Citation

If you use AgentTrove in your research, please cite:

@misc{openthoughts-agent,
  author = {Team, OpenThoughts-Agent},
  month = Dec,
  title = {{OpenThoughts-Agent}},
  howpublished = {https://www.open-thoughts.ai/blog/agent},
  year = {2025}
}