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Paper Citation Record · LEDGER

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

As of 18 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 12 inbound Pith citation observations for arXiv:2506.07672.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.07672 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:33:58.386115Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:46:01.921739Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T16:58:43.632383Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact1
  • verified fuzzy18
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eaee963a-aa0b-4b5f-8cd0-b53c12bf713c · outbound

This paper cites Introducing computer use, a new claude 3.5 sonnet, and claude 3.5 haiku.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Introducing computer use, a new claude 3.5 sonnet, and claude 3.5 haiku

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.934356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.246595Z digest=sha256:ed05405b1555f5b809403f5d71830aac71f201e5fbe0a3ee700fd4cc64445bce

Observation e058cd25-d30f-4b56-8da8-6701a7555d12 · outbound

This paper cites Introduction: Get started with the model context protocol (mcp).

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Introduction: Get started with the model context protocol (mcp)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.919779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.251610Z digest=sha256:8846a4783f2c8ba1d7c3f93f6b9e71a56b771d102baad4a5e44ab3b9184b017b

Observation dceaab9d-650c-4a70-a07b-a634e8efa602 · outbound

This paper cites Meet claude on your desktop.https://claude.ai/download.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Meet claude on your desktop.https://claude.ai/download

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.905409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.256128Z digest=sha256:15cb53e565fdb193b916bdd9c4dbbc2ea401f0a7345f9fcb9beaebb7f34e9d22

Observation d2b76e7c-03bf-4da4-a1ba-01548684e441 · outbound

This paper cites Windows agent arena: Evaluating multi-modal os agents at scale, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Windows agent arena: Evaluating multi-modal os agents at scale, 2024

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.260760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.260760Z digest=sha256:ff15c2a62b57c7eadd7c57571d35ab5ce6c06a81d1006a66caf22811082487e6

Observation 6f764a53-b59f-44af-85a9-4ada300ed073 · outbound

This paper cites A3: Android agent arena for mobile gui agents, 2025.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents A3: Android agent arena for mobile gui agents, 2025

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.880983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.265043Z digest=sha256:ed152ed6c80b78ef68ae9da0e672dc0d30773e9e10d3eb5ae57b6477240c5bdb

Observation e807f8f9-4233-487c-bcf9-4ac7ee8d0a0e · outbound

This paper cites Laradji, Manuel Del Verme, Tom Marty, Léo Boisvert, Megh Thakkar, Quentin Cappart, David Vazquez, Nicolas Chapados, and Alexandre Lacoste.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Laradji, Manuel Del Verme, Tom Marty, Léo Boisvert, Megh Thakkar, Quentin Cappart, David Vazquez, Nicolas Chapados, and Alexandre Lacoste

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.269202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.269202Z digest=sha256:a57d485c0a17250891267bc2bc4402e4137c7bce9d2a2e446bf46753204bd515

Observation 72881521-7e87-4faf-98c0-e8dc51a3ad41 · outbound

This paper cites Assistgui: Task-oriented desktop graphical user interface automation, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Assistgui: Task-oriented desktop graphical user interface automation, 2024

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.856300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.273527Z digest=sha256:1bf09aae52b85c744bf700c995c664b368d12a33e828679481084aa0d5d4d90a

Observation eda22142-cf68-44bf-809b-b147cab8e364 · outbound

This paper cites Visualwebarena: Evaluating multimodal agents on realistic visual web tasks, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Visualwebarena: Evaluating multimodal agents on realistic visual web tasks, 2024

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.277591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.277591Z digest=sha256:249c9475d1db28d6862b54ac30dd2e39c6cbdfc0bf17e4d7e40bddb3d72529aa

Observation e366c75e-1aa1-42a2-a0ec-6a21b2af849b · outbound

This paper cites Benchmarking mobile device control agents across diverse configurations, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Benchmarking mobile device control agents across diverse configurations, 2024

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.831507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.281684Z digest=sha256:f9081b305d71997903ccb71414582c3df078a4d7cbc74ce80d0ff574171e5323

Observation 19b9a591-088b-4388-a78d-0b489a24bd90 · outbound

This paper cites Api-bank: A comprehensive benchmark for tool-augmented llms, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Api-bank: A comprehensive benchmark for tool-augmented llms, 2023

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.286383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.286383Z digest=sha256:0dc57e13dbdb878cac383f4ed14ee86e0d4efb2110c0e8f8adcaa99c5f5f2ebe

Observation 85903456-8f0e-43f0-a946-3525259a066e · outbound

This paper cites Taskmatrix.ai: Completing tasks by connecting foundation models with millions of apis, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Taskmatrix.ai: Completing tasks by connecting foundation models with millions of apis, 2023

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.290338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.290338Z digest=sha256:1c3725ee5636b5189c350f23094bbc25d265e54d97ba6ae2de63f426be3ad59e

Observation 0aa625ee-5d04-429c-b941-8ec062da36c4 · outbound

This paper cites Agentbench: Evaluating llms as agents, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Agentbench: Evaluating llms as agents, 2023

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.294843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.294843Z digest=sha256:b6c81bd56b7329ea9dae3bf8eb8ba04c22d643dafdccb3e9177d62d448b05c1b

Observation d555a05a-f408-42ab-978b-1da359530623 · outbound

This paper cites Visualagentbench: Towards large multimodal models as visual foundation agents, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Visualagentbench: Towards large multimodal models as visual foundation agents, 2024

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.299023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.299023Z digest=sha256:31e9a7388370f06b4ab276fca43d63317975ad619578434b06c1efee6845382e

Observation a8d0c7ad-1906-4a8c-a58a-513240d4ae18 · outbound

This paper cites Gaia: a benchmark for general ai assistants, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Gaia: a benchmark for general ai assistants, 2023

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.303282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.303282Z digest=sha256:21ffd06ab79b54994a2b7c6ab50eebc0df0d7e2954674fe34f96961dfa09644f

Observation f7e54e52-42bf-4589-98e1-0621f48726a5 · outbound

This paper cites frida: Dynamic instrumentation toolkit for developers, reverse-engineers, and security researchers.https://frida.re/.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents frida: Dynamic instrumentation toolkit for developers, reverse-engineers, and security researchers.https://frida.re/

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.765095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.307530Z digest=sha256:d6a395e89b2be91e7166bb9e7d2e5ce7e7713a5a9d542da8d6f952ddc62573b2

Observation 336c54e4-858c-4979-b564-d623d567a642 · outbound

This paper cites Toolllm: Facilitating large language models to master 16000+ real-world apis, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Toolllm: Facilitating large language models to master 16000+ real-world apis, 2023

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.311650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.311650Z digest=sha256:7996ecc0c08cf63e30dacd0e419358588226e7b491cd105273628432db7afa8a

Observation 45ff14a3-a57a-43c5-a0bc-a91213b694d2 · outbound

This paper cites Androidworld: A dynamic benchmarking environment for autonomous agents, 2025.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Androidworld: A dynamic benchmarking environment for autonomous agents, 2025

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.315923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.315923Z digest=sha256:ff1c88522caea27f5b2ae4d08c5561338507849d3ff01451210d1523e9db2b29

Observation c7a71f2d-56b2-462e-b732-90c2da61e818 · outbound

This paper cites Toolalpaca: Generalized tool learning for language models with 3000 simulated cases, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Toolalpaca: Generalized tool learning for language models with 3000 simulated cases, 2023

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.730639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.320088Z digest=sha256:6e1d4e68d76550f5f6bfc31d3ca26caa93ea2f5e0bd70f8a343594afb1735d9d

Observation a4699863-2fea-41c4-8fe5-37f1fbd63fdc · outbound

This paper cites Ducktrack: Multimodal computer agent data collection program.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Ducktrack: Multimodal computer agent data collection program

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.715312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.324118Z digest=sha256:4dc74c78e525b36678cc6f361efd7dcb0e062bf798743a3dfcecc3b396738085

Observation ba833b08-c98e-4d4f-bc0f-eb9bc662fc39 · outbound

This paper cites Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments, 2024

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.328670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.328670Z digest=sha256:fc9f746de61d130b44ce0c56eb452932be4fcd3cba2f066e1db9a4abe7919270

Observation e730522f-7e81-4c82-bba1-6ca642d09022 · outbound

This paper cites Understanding the weakness of large language model agents within a complex android environment, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Understanding the weakness of large language model agents within a complex android environment, 2024

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.690933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.332702Z digest=sha256:960e3143205e1e1bfadcbbadb84e6a1961e23406b1d3493ec671bcbe6967c269

Observation 474646de-eea5-41b4-b67c-db4e5196579d · outbound

This paper cites Androidlab: Training and systematic benchmarking of android autonomous agents, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Androidlab: Training and systematic benchmarking of android autonomous agents, 2024

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.674983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.337213Z digest=sha256:2444caf94da0cb7118f52cfcba3c95fd9adb15dc0fd9dcd0be5219b6e90deba4

Observation e005db5e-41b7-4b9d-b3a4-fb9a643042a1 · outbound

This paper cites Webshop: Towards scalable real-world web interaction with grounded language agents, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Webshop: Towards scalable real-world web interaction with grounded language agents, 2023

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.660879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.341314Z digest=sha256:23b591c59a3de85088f1a6d2c65d3cebb04a3438d32f29c8cb32bd6d38d39d90

Observation 22a0a3ff-1832-4c9e-8bde-e85a68ae5650 · outbound

This paper cites React: Synergizing reasoning and acting in language models, 2023.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents React: Synergizing reasoning and acting in language models, 2023

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.345316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.345316Z digest=sha256:60e4672b987d88d72eb3b553d8f9510a21f77b97e6877d0c9e6a7c5252a10151

Observation 4c438cda-01e8-4b1a-b874-36af2ff0dc53 · outbound

This paper cites Llamatouch: A faithful and scalable testbed for mobile ui task automation, 2024.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Llamatouch: A faithful and scalable testbed for mobile ui task automation, 2024

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.635497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.349406Z digest=sha256:ae71c1e2795638bbe78fd562ea367b2281666853314378c517d3056da0fc8131

Observation 1911420d-0a32-41f8-8b11-674548479e4c · outbound

This paper cites Agentstudio: A toolkit for building general virtual agents, 2025.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Agentstudio: A toolkit for building general virtual agents, 2025

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.621085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.353430Z digest=sha256:9a1372aa3ac04e1f60295cad689b906b377303e9cb55dfe10cd118a345f8cdb5

Observation da87977c-51db-4378-a477-d799c90c4f25 · outbound

This paper cites Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T05:33:58.357579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:33:58.357579Z digest=sha256:fb938ee6832665fa0c43a1e7596ff2e30e14f47a8199582c29d12cf15819f941

Observation 6cb287dc-b6f9-4df7-bac3-91cbb8dd244d · outbound

This paper cites source=<path_to_executable_on_host>,target=<path_in_container>,type=bind.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents source=<path_to_executable_on_host>,target=<path_in_container>,type=bind

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.594788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.362162Z digest=sha256:4004013bc22af607b7cff9dd81d2f97b9a7ee9bcfb0f8af5b0434fe903b733c0

Observation 2ec2dd05-6c23-4b6d-8faa-f99a62b97429 · outbound

This paper cites DISPLAY")} and use a subshell. For example.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents DISPLAY")} and use a subshell. For example

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.579848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.367029Z digest=sha256:296560bfc957be0f215406ab54ac94a531acb41ddc6ec904cd1b75071dc4a7af

Observation 1eca27e5-444e-42ad-8229-e4068b9a56b9 · outbound

This paper cites an unresolved cited work.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:33:58.564809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.371814Z digest=sha256:ae959dc9b0b8c2780dcafccb6463f287d18eda9af0dafe7f954d9d022c0e13d4

Observation 9ec3d78b-20f1-4852-85f2-81fe9855ceac · outbound

This paper cites skip this step.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents skip this step

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.548816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.376210Z digest=sha256:ed4766f92329ec48ca3f1f0d504dd231f23d84fb9cb9979cb1bb3d6b198d0db4

Observation 68a2b53b-8ad2-41cc-967a-ed7c36ac666a · outbound

This paper cites Translate the selected text in this document to French and save it.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Translate the selected text in this document to French and save it

Reference 32

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:33:58.517409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.380468Z digest=sha256:cdc197780425697b3cf54f6654405f04019f9d39b9a978a72d06f18c1f6087e2

Observation 3c11df0d-573b-4c58-89b9-f04efe0b397e · outbound

This paper cites 6 Hard 36 Table 10: List of all tasks inMCPWorld.

MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents 6 Hard 36 Table 10: List of all tasks inMCPWorld

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:33:58.533481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T05:33:58.386115Z digest=sha256:53d0af25e4b413aa7c39cff4058ff0d55d269c436f4ef7cf3764d7754c19ca6d

Pith citing papers

Observation 1eb775e8-6a66-43bf-8819-92406bbd28fe · inbound

MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models cites this paper.

MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T16:46:01.921739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T16:46:01.921739Z digest=sha256:f90c84aec0059c3fa9be5cefa706de5205db49be380a448b72f1be8a8bf21aa7

Observation f7a0d013-03b6-4926-ba85-d75d3e15b9c3 · inbound

A Lightweight Incentive-Based Privacy-Preserving Smart Metering Protocol for Value-Added Services cites this paper.

A Lightweight Incentive-Based Privacy-Preserving Smart Metering Protocol for Value-Added Services MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T18:22:38.827026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T18:22:38.827026Z digest=sha256:b642bb2128af7c21c597bbdcd0ca2dbb52a9d81280afda16c57fe2de5c9f9503

Observation a376052b-e262-43f6-a908-9614e1ff5ffc · inbound

Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning cites this paper.

Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-03T17:30:53.019433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:30:53.019433Z digest=sha256:6dd9cffba8d49937daa024e42df092ead746773fb000535b0eaf4d951a863284

Observation 243bc8a0-b7dc-4bf8-b652-ccd629528d4a · inbound

Anonymization-Enhanced Privacy Protection for Mobile GUI Agents: Available but Invisible cites this paper.

Anonymization-Enhanced Privacy Protection for Mobile GUI Agents: Available but Invisible MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-16T06:00:40.675891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-16T05:59:32.583411Z digest=sha256:0ac6566949be3d0ce5065ba51feeaf004f691b2623968fde5ce2f4a1397cd56c

Observation 8452a3a0-eee1-4771-b103-ebfb2b7bf7b6 · inbound

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions cites this paper.

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 111

Resolution
unresolved
no resolver link, observed 2026-08-02T23:04:39.079613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:04:39.079613Z digest=sha256:5e69a987eb953dd96965d312b94bd491ef00aa185a559b0aeb8b49d6e8c7168c

Observation 4f449e7c-a18d-4988-bc25-02914ce5608a · inbound

EE-MCP: Self-Evolving MCP-GUI Agents via Automated Environment Generation and Experience Learning cites this paper.

EE-MCP: Self-Evolving MCP-GUI Agents via Automated Environment Generation and Experience Learning MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:31:01.900336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-10T17:36:20.156978Z digest=sha256:e36131bbebbec847e836810c907cd4500525d12902e09149bf044db1c38755c8

Observation 8bfd9166-add6-4c7a-82d4-3864fde10f51 · inbound

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox cites this paper.

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:01:23.427442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-05-12T04:42:47.496496Z digest=sha256:9bf28b53955a08dbe55359843689ad4dd3dd9bd29169a0d5db2e9f2fc4a1611f

Observation f49e1e44-bb4c-4f36-a2b7-306019a8585a · inbound

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox cites this paper.

ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-21T08:09:51.280527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-05-21T08:08:04.544564Z digest=sha256:a74f92244e4bc6081d67a19bbb9cfe71ffade689e2d9d7e439338d0daeaf5332

Observation 261775e9-2254-43bf-88f9-877dfd391f50 · inbound

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents cites this paper.

ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-13T03:52:12.452282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-13T03:51:54.401200Z digest=sha256:4af61a005b10da333e1505a3f15786decae84b8cbfefb705dc00b47e24cb1be6

Observation fb7162ca-d5fd-4e02-b581-07cc2e7b2a23 · inbound

From Question Answering to Task Completion: A Survey on Agent System and Harness Design cites this paper.

From Question Answering to Task Completion: A Survey on Agent System and Harness Design MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 147

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T16:58:43.634306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-27T04:40:30.985824Z digest=sha256:fbfde29f6546c6d4ca5b3712ba76d9994674a88b605f6fada81608a6adc84854

Observation 54bcb467-5f8b-4bee-8936-51e2332a4f7a · inbound

StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents cites this paper.

StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-01T05:06:47.508954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T05:06:47.508954Z digest=sha256:1b590a904b1f272ebb0deac82f295f3d93650a74059d32256e9762cc99fc605c

Observation 38416ba2-78e4-47d3-80f4-95207af0287a · inbound

GABench: A Comprehensive Benchmark for Evaluating LLM Agents on Graph Analysis Tasks cites this paper.

GABench: A Comprehensive Benchmark for Evaluating LLM Agents on Graph Analysis Tasks MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-04T22:55:34.013951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:55:34.013951Z digest=sha256:ed9653046aedad9b3e405e6282bf99326942b3cfb14227cf9ecfb684441968f4