Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:56:27.220112Z
Paper Citation Record · LEDGER
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
As of 7 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 16 inbound Pith citation observations for arXiv:2506.01056.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:53:43.910123Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T10:59:47.057749Z
Reference resolution
32 of 32 outbound references displayed
- verified exact0
- verified fuzzy10
- unresolved22
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 9b83ee6a-e107-4e08-a0d5-18372fe68f98 · outbound
This paper cites GPT-4 Technical Report.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents GPT-4 Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:24.459664Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a229cae7-d797-40ae-90f7-85e1682e1383 · outbound
This paper cites Model context protocol.https://docs.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Model context protocol.https://docs
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:28.950468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c60ca568-bf37-40e7-b36a-b8d33364b9ee · outbound
This paper cites Improving language models by retriev- ing from trillions of tokens.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Improving language models by retriev- ing from trillions of tokens
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:28.833020Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fb47aab9-625e-4984-a48e-5c5fd5ab5a91 · outbound
This paper cites Langchain.https://github.com/ langchain-ai/langchain, 2022.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Langchain.https://github.com/ langchain-ai/langchain, 2022
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:28.691178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 935e4ec2-e6e7-4a08-bf54-c3b082e1b512 · outbound
This paper cites Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:24.880346Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86f3b13b-70a2-4677-b8e6-dcabb51cd6fc · outbound
This paper cites AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:24.952191Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d42f85ba-7247-469c-ac92-86226cee5dd4 · outbound
This paper cites RAG-MCP: Mitigating Prompt Bloat in LLM Tool Selection via Retrieval-Augmented Generation.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents RAG-MCP: Mitigating Prompt Bloat in LLM Tool Selection via Retrieval-Augmented Generation
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.029907Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e00ca91-fa9f-4ed6-922f-8027f90487e5 · outbound
This paper cites The Llama 3 Herd of Models.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents The Llama 3 Herd of Models
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.106250Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0bef6a7-c78d-41e3-a1bd-c5f4330082bf · outbound
This paper cites Retrieval augmented language model pre- training.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Retrieval augmented language model pre- training
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:28.508371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a3996d1f-892a-40d2-aa07-d45a45ebbc62 · outbound
This paper cites MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.300671Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8834cf1-b43f-4abe-93ba-658dd0a38113 · outbound
This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Retrieval-augmented generation for knowledge-intensive nlp tasks.Advances in neural information processing systems, 33:9459–9474, 2020
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:28.365811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d9cd42b4-7d6f-46cc-afe1-52765e1357df · outbound
This paper cites API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents API-Bank: A Comprehensive Benchmark for Tool-Augmented LLMs
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.466965Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f174abc-1d7b-4c90-bbb8-d21153a07053 · outbound
This paper cites Evaluation Report on MCP Servers.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Evaluation Report on MCP Servers
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.566246Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 332b2005-70d7-4e7f-b265-55a477f1181f · outbound
This paper cites The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.651731Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe1538a0-8b28-4f4e-b6fc-6f5f11592a60 · outbound
This paper cites Efficient and Scalable Estimation of Tool Representations in Vector Space.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Efficient and Scalable Estimation of Tool Representations in Vector Space
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.743551Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8877cecc-31bd-4eb5-b227-efda52236f96 · outbound
This paper cites WebGPT: Browser-assisted question-answering with human feedback.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents WebGPT: Browser-assisted question-answering with human feedback
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.836058Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dc7353c-b9c2-4bbc-a0a0-3d3436c196b7 · outbound
This paper cites ART: Automatic multi-step reasoning and tool-use for large language models.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents ART: Automatic multi-step reasoning and tool-use for large language models
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:25.901246Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67d3ae50-31bd-48e0-bfe3-0499ec785bec · outbound
This paper cites Gorilla: Large language model connected with massive apis.Advances in Neural Information Processing Systems, 37:126544–126565, 2024.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Gorilla: Large language model connected with massive apis.Advances in Neural Information Processing Systems, 37:126544–126565, 2024
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:28.187879Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cae4f091-222e-4b42-865f-ce4556497dff · outbound
This paper cites Revisiting, bench- marking and exploring api recommendation: How far are we?IEEE Transactions on Software Engineering, 49(4): 1876–1897, 2022.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Revisiting, bench- marking and exploring api recommendation: How far are we?IEEE Transactions on Software Engineering, 49(4): 1876–1897, 2022
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:27.996588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 55185c6d-27f7-48cd-a017-1ebee5d9bcba · outbound
This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:26.122931Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d99f19c3-1b19-4b79-9e16-d25aae306a6c · outbound
This paper cites Tool learning with foundation models.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Tool learning with foundation models
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:27.862922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1923131d-1218-4685-aadd-1f13e30e0cbf · outbound
This paper cites Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:26.312240Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feb953cf-4d6e-4675-b1ff-11fab9798a00 · outbound
This paper cites Colt: Towards completeness-oriented tool retrieval for large language models.arXiv e-prints, pages arXiv–2405, 2024.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Colt: Towards completeness-oriented tool retrieval for large language models.arXiv e-prints, pages arXiv–2405, 2024
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:27.688747Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d321ed0c-8fca-4fbc-8153-7f190722c98f · outbound
This paper cites Qwen2.5 technical report, 2025.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Qwen2.5 technical report, 2025
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:26.464111Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4daf7bc2-98ec-41f0-b805-aeb7528519c6 · outbound
This paper cites In- context retrieval-augmented language models.Transactions of the Association for Computational Linguistics, 11:1316– 1331, 2023.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents In- context retrieval-augmented language models.Transactions of the Association for Computational Linguistics, 11:1316– 1331, 2023
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:56:27.552413Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 694d94e3-e939-43a2-ac55-7eb66b22ad7e · outbound
This paper cites Toolformer: Lan- guage models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539–68551,.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Toolformer: Lan- guage models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36:68539–68551,
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:26.653889Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76597a12-b2ef-4962-8f76-1f5810097d31 · outbound
This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180,.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face.Advances in Neural Information Processing Systems, 36:38154–38180,
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:26.748421Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbb3d866-a99d-461f-bbef-490f72f033d7 · outbound
This paper cites ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents ToolAlpaca: Generalized Tool Learning for Language Models with 3000 Simulated Cases
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:26.847533Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6a3a965-8b84-49af-a4ee-32d04862d55f · outbound
This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:26.968018Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3358a102-2432-4bf3-9834-f647d55f77bd · outbound
This paper cites Qwen3 Technical Report.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents Qwen3 Technical Report
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:27.058342Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca21515b-e944-4b03-95b7-6c223f186ae3 · outbound
This paper cites React: Synergizing rea- soning and acting in language models.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents React: Synergizing rea- soning and acting in language models
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:27.150614Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88acff58-792c-4c2e-a257-578dad81f5f4 · outbound
This paper cites ToolRerank: Adaptive and Hierarchy-Aware Reranking for Tool Retrieval.
MCP-Zero: Active Tool Discovery for Autonomous LLM Agents ToolRerank: Adaptive and Hierarchy-Aware Reranking for Tool Retrieval
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:56:27.220112Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation e19e2b8a-2f17-4dfe-8443-66945b403d9f · inbound
MemTool: Optimizing Short-Term Memory Management for Dynamic Tool Calling in LLM Agent Multi-Turn Conversations cites this paper.
MemTool: Optimizing Short-Term Memory Management for Dynamic Tool Calling in LLM Agent Multi-Turn Conversations MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T12:53:43.910123Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b22875bd-e345-49ce-b952-507909e4984e · inbound
Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents cites this paper.
Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T01:01:37.818667Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2656edde-72c2-4915-af01-db9b91422369 · inbound
A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems cites this paper.
A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T23:21:42.367309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e0bfac4b-a9e2-4e46-b71d-eaf42f765e6d · inbound
AugServe: Adaptive Request Scheduling for Augmented Large Language Model Inference Serving cites this paper.
AugServe: Adaptive Request Scheduling for Augmented Large Language Model Inference Serving MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T18:43:28.515792Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5565d8bc-9eb5-47b2-b784-e7742415904c · inbound
Semantic Attacks on Tool-Augmented LLMs: Securing the Model Context Protocol Against Descriptor-Level Manipulation cites this paper.
Semantic Attacks on Tool-Augmented LLMs: Securing the Model Context Protocol Against Descriptor-Level Manipulation MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T12:51:33.390789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e772db8-f758-4359-9e12-241678a7b68a · 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 MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:04:29.032578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc9167d4-da20-45c6-8f62-f440e7d0d03f · inbound
Give Them an Inch and They Will Take a Mile:Understanding and Measuring Caller Identity Confusion in MCP-Based AI Systems cites this paper.
Give Them an Inch and They Will Take a Mile:Understanding and Measuring Caller Identity Confusion in MCP-Based AI Systems MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T18:38:33.022304Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97ae3d35-7367-4175-8d3d-e60d891e8342 · 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 MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T06:21:26.764533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a56544a4-ba9a-4fb4-8aa2-23d1ec5df761 · inbound
FitText: Evolving Agent Tool Ecologies via Memetic Retrieval cites this paper.
FitText: Evolving Agent Tool Ecologies via Memetic Retrieval MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-09T06:05:33.901218Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b497534e-b413-4062-8139-428124206237 · inbound
FitText: Evolving Agent Tool Ecologies via Memetic Retrieval cites this paper.
FitText: Evolving Agent Tool Ecologies via Memetic Retrieval MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T00:45:12.429480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c849ce46-300b-4ea3-90d3-60ad483ae4a1 · inbound
FitText: Evolving Agent Tool Ecologies via Memetic Retrieval cites this paper.
FitText: Evolving Agent Tool Ecologies via Memetic Retrieval MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T05:24:44.086601Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64030076-6e34-426b-91e1-985bcfbcb344 · inbound
GRAIL: A Deep-Granularity Hybrid Resonance Framework for Real-Time Agent Discovery via SLM-Enhanced Indexing cites this paper.
GRAIL: A Deep-Granularity Hybrid Resonance Framework for Real-Time Agent Discovery via SLM-Enhanced Indexing MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-09T06:25:40.484247Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a60ba5b4-3716-4bca-93c6-cf1e2c147871 · inbound
Skill Description Deception Attack against Task Routing in Internet of Agents cites this paper.
Skill Description Deception Attack against Task Routing in Internet of Agents MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:46:31.324166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6a3c55f5-b635-4e4b-8940-349574f48ddb · inbound
Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies cites this paper.
Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T10:59:47.059673Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 65222fa6-178a-435b-b45c-dfc676f8540f · inbound
Adapting Embedding Models for Agent Capability Retrieval cites this paper.
Adapting Embedding Models for Agent Capability Retrieval MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T18:19:37.664631Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd00f3b9-b00c-441c-b84a-193d9f70dca5 · inbound
Where Facts Go Missing: A Layerwise Taxonomy and Per-Layer Attribution of Information Omission in Air-Gapped LLMAgent Pipelines cites this paper.
Where Facts Go Missing: A Layerwise Taxonomy and Per-Layer Attribution of Information Omission in Air-Gapped LLMAgent Pipelines MCP-Zero: Active Tool Discovery for Autonomous LLM Agents
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T04:48:25.307321Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.