Paper Citation Record · LEDGER

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models

As of 18 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 4 inbound Pith citation observations for arXiv:2508.12566.

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

pith.paper-citation-record.v1
2508.12566 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:30:46.125327Z

measured 14 of 14 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:39:47.380394Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T10:26:11.065982Z

Reference resolution

10 of 10 outbound references displayed

verified exact0
verified fuzzy1
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9090c82d-34f9-44ae-9716-08525fb1856d · outbound

This paper cites Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:45.509316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 785203a5-6fd9-4d2d-9911-6ce1b5ee7f3d · outbound

This paper cites Advancing Multi-Agent Systems Through Model Context Protocol: Architecture, Implementation, and Applications.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models Advancing Multi-Agent Systems Through Model Context Protocol: Architecture, Implementation, and Applications

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:45.595569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca6f94e9-86c0-496f-bdee-97a7f6594398 · outbound

This paper cites Evaluation Report on MCP Servers.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models Evaluation Report on MCP Servers

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:45.667097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7bd06f4-94de-492d-a1a6-a31a37fe3b1e · outbound

This paper cites Enterprise-Grade Security for the Model Context Protocol (MCP): Frameworks and Mitigation Strategies.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models Enterprise-Grade Security for the Model Context Protocol (MCP): Frameworks and Mitigation Strategies

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:45.729338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d507885a-edef-4db7-9fbe-478e732fd4e6 · outbound

This paper cites MCP Safety Audit: LLMs with the Model Context Protocol Allow Major Security Exploits.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models MCP Safety Audit: LLMs with the Model Context Protocol Allow Major Security Exploits

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:45.881398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfa979f3-1a95-4b76-88e4-2561991bb1ca · outbound

This paper cites Beyond the Protocol: Unveiling Attack Vectors in the Model Context Protocol (MCP) Ecosystem.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models Beyond the Protocol: Unveiling Attack Vectors in the Model Context Protocol (MCP) Ecosystem

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:46.012183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98f16742-6a67-40ea-9882-ce9e8a68cd5a · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models Evaluating Large Language Models Trained on Code

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:45.360323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54363329-7bcf-438b-bfc4-dce5d3080fcb · outbound

This paper cites AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:46.125327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bf511ed-68ee-4cd3-b70c-d36b19a831f2 · outbound

This paper cites https: //www.anthropic.com/news/model-context-protocol.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models https: //www.anthropic.com/news/model-context-protocol

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:46.608234Z

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.

Observation d04320b2-8049-4159-850c-b418d919eacb · outbound

This paper cites arXiv preprint arXiv:2505.16700.

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models arXiv preprint arXiv:2505.16700

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:45.417475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c0aba652-e7d1-437a-b4c9-86ccb438ed57 · inbound

Real Faults in Model Context Protocol (MCP) Software: a Comprehensive Taxonomy cites this paper.

Real Faults in Model Context Protocol (MCP) Software: a Comprehensive Taxonomy Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models

Reference 145

Resolution: unresolved; no resolver link, observed 2026-08-04T05:55:44.833245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de8fd066-513b-40e5-b3ca-bd915d9bdfc7 · inbound

From Language to Action: Enhancing LLM Task Efficiency with Task-Aware MCP Server Recommendation cites this paper.

From Language to Action: Enhancing LLM Task Efficiency with Task-Aware MCP Server Recommendation Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:21:26.769019Z

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.

Observation 982000e7-e4da-4df6-a95e-f0f70bc679b1 · inbound

Mitigating Taint-Style Vulnerabilities in MCP Servers via Security-Aware Tool Descriptions cites this paper.

Mitigating Taint-Style Vulnerabilities in MCP Servers via Security-Aware Tool Descriptions Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-07-09T10:26:11.067163Z

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.

Observation ab703194-b5b0-4b1a-99c4-94e067054021 · inbound

LLM within MCP Matters: Measuring Inefficient Resource Utilization Driven by LLMs cites this paper.

LLM within MCP Matters: Measuring Inefficient Resource Utilization Driven by LLMs Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:39:47.380394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.