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Paper Citation Record · LEDGER

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers

As of 8 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2607.20531.

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

pith.paper-citation-record.v1
2607.20531 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T07:42:14.696078Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved11
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0685070e-e298-4f1c-baf2-eb01be9b537d · outbound

This paper cites call tool X with args Y.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers call tool X with args Y

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:13.418891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.418891Z digest=sha256:829baed87987f8b45d359d5d1161ce2ed558b465856f300a9060a9232d9658b1

Observation 369a18d9-97dc-4aee-a941-fd31321ce1fc · outbound

This paper cites an unresolved cited work.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:13.535662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.535662Z digest=sha256:c7fb0710616535178d9101ab23c8b7acc6af5d3a8accc2c25b850069ea041d40

Observation 45b6f774-ff98-43e0-90f0-93545f297321 · outbound

This paper cites an unresolved cited work.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Unresolved cited work

Reference 3

Resolution
malformed identifier
no resolver link, observed 2026-08-02T07:42:13.356713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.356713Z digest=sha256:2e3e7722b300fcb169b2f91f46a62a8016c7828b16d3712eb58e1cc318e4ca8d

Observation 6a314af9-f319-46d1-9fd0-af45cf627cf7 · outbound

This paper cites an unresolved cited work.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:13.784046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.784046Z digest=sha256:e5be6826109c9ec6cd407ffefc82373d46f8656ef682353ff1a8687831db48bf

Observation 833d049d-93c3-4ea9-8fff-263246ec335e · outbound

This paper cites an unresolved cited work.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:13.911689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.911689Z digest=sha256:baab84feb1dba04f77844171dee37b32f19475d24211286b0b65e7a75c05618d

Observation 28256a3e-7d4e-4c54-bffc-8b507b5c7147 · outbound

This paper cites an unresolved cited work.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:13.684311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.684311Z digest=sha256:20b333b0617b35b4ee3e534f91fb8bb48f962c4d107f930a88885bc249379b4e

Observation 64a626e2-528d-4c6b-9516-ca22fd72ce34 · outbound

This paper cites an unresolved cited work.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:14.324263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:14.324263Z digest=sha256:a5139b704a39d3f0808a8611890acf050adbbdd6b09b6f3481c79ef9a5a5a290

Observation f4ab807d-a37a-4a4f-8f18-de53cfed6656 · outbound

This paper cites an unresolved cited work.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:14.439896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:14.439896Z digest=sha256:b5613f85d92d546d5062b1bb0976dbf085c0a0d55696a91f9b3ad8be70c0fdb7

Observation 0b01a2f9-bad9-4bee-8b5b-6905306f81b9 · outbound

This paper cites Recorded agent tool calls.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Recorded agent tool calls

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:14.034703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:14.034703Z digest=sha256:673e86a63b700dfd9080a43629fef768a0f90023b616b8e789916c5ccc486e6c

Observation 1b0cf67f-ad2f-45ac-9773-4c6272014e7b · outbound

This paper cites Equivalent effect.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Equivalent effect

Reference 12

Resolution
malformed identifier
no resolver link, observed 2026-08-02T07:42:14.522748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:14.522748Z digest=sha256:bcc55511eabd8eb4fa85354b67fa339a296b3724854ff967638a901938f4118a

Observation 6659279e-e9d7-4512-9681-841bf6c4245c · outbound

This paper cites Usually ship a fixed task set and score final answers, outcomes, or tool choices.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Usually ship a fixed task set and score final answers, outcomes, or tool choices

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:14.696078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:14.696078Z digest=sha256:1ba816aeb746ae11b6450a2d273773b68ccc58cc33e7fc3602a57cc3179d6b81

Observation 807a595c-3970-4c0a-8374-4a6f390ff829 · outbound

This paper cites Hermes 3 Technical Report.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers Hermes 3 Technical Report

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:13.195431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.195431Z digest=sha256:4838b5bfee75af898e7a59a459d0dd4ab65d397cf9f41143de6f6bd480848023

Observation 320fd98c-1383-4460-8d03-d7f05237fe76 · outbound

This paper cites MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers.

DynamicMCPBench: A Trace-Grounded, Effect-Scored Benchmark for LLM Agents over Live MCP Servers MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-02T07:42:13.260641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:42:13.260641Z digest=sha256:7f0d8da27de1b19fd8888a6c7265010c3f0f1565ab36a7a78a4a15564445eb9a

Pith citing papers

No inbound Pith citation observations are available.