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Data gatheredlive

11%dataset mass

12tool regions

activesignal intake

Coverage Odysseus needs

Documents

create_document30%

update_document35%

edit_document45%

suggest_document20%

Memory

manage_memory search35%

manage_memory add25%

manage_memory edit/delete15%

injected memory answers30%

Notes

manage_notes create20%

manage_notes search18%

manage_notes update14%

Calendar

manage_calendar create26%

manage_calendar update/move20%

manage_calendar delete18%

recurring events12%

Email

mcp__email__list_emails22%

mcp__email__read_email24%

draft/reply/send flow14%

email classification16%

Tasks

manage_tasks create16%

manage_tasks update12%

scheduled/recurring tasks10%

Chat search

search_chats16%

send_to_session14%

manage_session10%

Contacts

resolve_contact14%

manage_contacts10%

Web / research

web_search24%

web_fetch16%

deep research workflows10%

Coding

bash12%

python10%

read/write/edit file8%

Models / servers

list_cached_models14%

list_cookbook_servers12%

serve/stop model9%

UI / sessions

create_session12%

ui_control / open panel10%

settings/theme flows8%

Files / workspace

get_workspace8%

ls / glob10%

grep9%

read_file12%

write_file / edit_file8%

Email actions

list_email_accounts18%

send_email12%

reply_to_email14%

archive/delete/mark read10%

bulk_email8%

Downloads / Hugging Face

search_hf_models12%

download_model10%

list_downloads9%

cancel_download7%

Serving / endpoints

serve_model / stop_served_model10%

serve_preset / list_serve_presets9%

list_served_models / tail output10%

adopt_served_model7%

manage_endpoints / list_models8%

Skills / research

manage_skills10%

manage_research8%

trigger_research9%

Planning / interaction

ask_user12%

update_plan14%

chat_with_model9%

Not useful coverage

These get filtered out.

Just writing: plain creative writing with no Odysseus tool use.

Messy mixed tools: many unrelated tools in one task with no clear goal.

Wordy outputs: long assistant chatter unrelated to the tool call or result.

Poor model output: broken tool syntax, repeated calls, hallucinated results, or responses that clearly failed the task.

Private overflow: real emails, addresses, phone numbers, passwords, API keys, or personal records.

Empty environment: tool use where Odysseus has nothing useful to respond with. Example: list chats when there are no chats.

Ready to help? Pick a tool group, make a short Odysseus chat, then submit the trace.

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Contributor signal

Leaderboard

1 point per sample. 5x added if accepted.Spam, real private data, or low-effort prompts will be filtered and will not help your score.

#1 The Holy Spirit Genesis Infinity112 pts · 40 submitted · 18 accepted · 1 category

#2 BageristFranci29 pts · 17 submitted · 3 accepted · 1 category

#3 InterestingRightHand26 pts · 18 submitted · 2 accepted · 1 category

#4 Tenshi15 pts · 7 submitted · 2 accepted · 1 category

#5 lag-412 pts · 4 submitted · 2 accepted · 1 category

#6 SirThinksAl0t11 pts · 11 submitted · 0 accepted · 1 category

#7 radiaker8 pts · 4 submitted · 1 accepted · 1 category

#8 blingblong7 pts · 7 submitted · 0 accepted · 1 category

#9 nemi6 pts · 2 submitted · 1 accepted · 1 category

#10 M5 pts · 1 submitted · 1 accepted · 1 category

#11 rareskey5 pts · 1 submitted · 1 accepted · 1 category

#12 pdlz3 pts · 3 submitted · 0 accepted · 1 category

#13 piro_shub3 pts · 3 submitted · 0 accepted · 1 category

#14 HMAssasin2 pts · 2 submitted · 0 accepted · 1 category

#15 sarcascry2 pts · 2 submitted · 0 accepted · 1 category

#16 Banana_sauce1 pt · 1 submitted · 0 accepted · 1 category

#17 pannekake1 pt · 1 submitted · 0 accepted · 1 category

#18 Pistifonok1 pt · 1 submitted · 0 accepted · 1 category

#19 Rotekian1 pt · 1 submitted · 0 accepted · 1 category