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防止AI 幻觉,一句话搞定。LLM agents built for control. Designed for real-world use. Deployed in minutes.

Python · active 2025-03-222026-07-08 (UTC)

Partial coverage11,325 / 12,146 hourly files (93%) · 2 absent upstream · 818 failed, retryable2025-03-222026-08-10 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
10.7K
Pushes
883
Pull requests
222
Issues
148
Stars
8.1K
Forks
569

Activity over time

Daily event counts in the loaded window

Line chart, 474 days from 2025-03-22 to 2026-07-08. Pushes: 883 total, peak 21 in a day. Pull requests: 222 total, peak 9 in a day. Issues: 148 total, peak 5 in a day. Comments: 409 total, peak 27 in a day. Stars: 8,130 total, peak 465 in a day.

  • Pushes
  • Pull requests
  • Issues
  • Comments
  • Stars

Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.

Top contributors

Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity

ContributorContributionsPushesPRsComments
kichanyurd51029335126
mc-dorzo5083505956
MCBarKar141991514
HadarYosef16844134
iwr-redmond630041
mc-kfir562978
MenachemBrichta5232200
Pro-Sifat-Hasan440721
Agam1997410530
linear[bot]17000
kunwar-vikrant11024
Nunchakus88810091
bedead9017
execreate7005
0x-Professor7005
emcie-yann6005
santangelx6051
Relvox5004
CaptainJi5004
maxtheman5003

Recent activity

Latest issues, pull requests and releases

  • Issue comment#532iwr-redmond2026-05-06 23:05
    [Enhancement] More complex example
  • Issue comment#532iwr-redmond2026-05-06 02:11
    [Enhancement] More complex example
  • Issue comment#785kichanyurd2026-04-26 19:07
    fix: handle bracketless list arguments from LLM
  • Pull request#753santangelx2026-04-26 12:11
  • Pull request#786MCBarKar2026-04-26 11:57
  • Pull request#786MCBarKar2026-04-26 11:57
  • Issue comment#587vasilich61072026-04-21 08:19
    Framework adds 9x overhead to LLM API calls
  • Pull request#781flowjzh2026-04-21 05:25
  • Pull request#781flowjzh2026-04-21 03:07
  • Pull request#778octo-patch2026-04-19 01:33
  • Issue comment#772andatavoto2026-04-12 11:55
    CI compliance validation for customer-facing agent interactions
  • Issue comment#774mc-dorzo2026-04-10 10:53
    fix(api): preserve falsy values in session patch
  • Issue comment#767Alex-wuhu2026-04-10 08:22
    feat: add Novita AI as LLM provider
  • Issue#571linear[bot]2026-04-03 11:51
    [Enhancement] Add S3 as a persistence adapter
  • Issue#762kichanyurd2026-03-25 09:10
    Agent identity verification for customer-facing trust
  • Pull request#760vduggen2026-03-23 23:16
  • Issue comment#753santangelx2026-03-15 09:02
    Reconnect MCP clients after stale sessions
  • Issue#531linear[bot]2026-03-14 12:11
    [Enhancement] Error handling and logging on bad request to NLP provider
  • Pull request#751santangelx2026-03-13 07:30
  • Pull request#752santangelx2026-03-09 11:22
  • Pull request#748santangelx2026-03-08 16:40
  • Pull request#749santangelx2026-03-08 16:40
  • Issue comment#745kichanyurd2026-03-07 19:16
    Improve session persistence hot paths
  • Issue comment#670Pro-Sifat-Hasan2026-03-07 10:26
    Integrate Weaviate Vector Database into Parlant VectorDB Adapter
  • Issue comment#674Pro-Sifat-Hasan2026-03-07 10:04
    Integrate PocketBase as Database for Parlant

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 8,130 stars here means stars gained during the window, not the repo's star count.