CCF Literature Monitor
Core Rule
Monitor arXiv, OpenReview, conference/proceedings feeds, project pages, labs, and named competitors for new papers that could overlap with the user's idea or paper. Report findings factually. Do not exaggerate novelty threats, dismiss real overlap, or infer priority from weak evidence. Provide actionable signals: RELAX, RESEARCH, FOLLOW-UP.
Modes
arxiv-watch: scan recent papers in target categories or keyword clusters.venue-watch: scan OpenReview, proceedings, accepted-paper lists, or official venue pages.novelty-check: compare a given idea with recent papers and flag overlap.trend-scouting: summarize emerging directions, crowded areas, and under-tested gaps.competitor-tracking: monitor named research groups, labs, repositories, datasets, benchmarks, or authors.paper-alert-digest: produce a recurring watch report suitable for saving into a project folder.
Skill Linkage
- @READS
ccfa.yaml for idea state.
- @SHARES findings with
ccf-literature-searcher.
- @SHARES novelty implications with
ccf-idea-reviewer.
- @SHARES rescue or differentiation opportunities with
ccf-idea-optimizer.
- @SHARES citation and positioning candidates with
ccf-paper-writer.
- @FLAGS conflicting papers for
ccf-integrity-auditor.
Invocation Controls
CCFA Handoff Mode: PARTIAL (Recommended). Follow metadata.ccf_skill_controls.handoff_question_mode and ../ccf-common/references/handoff-modes.md.
Load ../ccf-common/references/task-modes.md before deciding exploratory, quick, or standard mode.
Treat unpublished ideas, draft abstracts, methods, and results as private material. Load ../ccf-common/references/privacy-and-evidence.md before using private text in queries. Use public-safe keywords, public method names, venue names, and user-approved query text.
Load ../ccf-common/references/review-output-standards.md when monitor results feed idea scoring, paper review, or score-risk language.
Workflow
- Load
references/monitoring-workflow.md.
- If project state is available (
ccfa.yaml), read the current idea, target venue, claims, and tracked competitors.
- Choose the mode and time window. If the user says "latest", "recent", "new", "this week", or "today", verify the current date and use an explicit date range.
- Execute the requested monitoring mode using public-safe queries and source-quality exclusions from the shared policy.
- Classify overlaps by problem, mechanism, evidence, benchmark, dataset, claim, and venue positioning.
- Report new or materially changed findings, with precise implications for the requested research decision. Use existing report history to avoid presenting the same paper as new.
- Execute already requested downstream work through its owner; otherwise offer optional handoff to
ccf-literature-searcher for deep retrieval, ccf-idea-reviewer for score impact, ccf-idea-optimizer for differentiation, or ccf-paper-writer for related-work integration.
Output Contract
For each monitoring execution, report in this structure:
## Literature Monitoring Report: [Mode] - [Topic/Venue]
**As of:** [YYYY-MM-DD]
**Time range:** [from] to [to]
**Sources scanned:** [arXiv categories / venues / labs / APIs]
**Papers scanned:** [count]
**High-relevance papers:** [count]
**Overall signal:** RELAX / RESEARCH / FOLLOW-UP
| Title | Source | Overlap level | Overlap type | Evidence basis | Action |
|:---|:---|:---:|:---|:---|:---:|
| [title] | [arXiv/OpenReview/venue] | None/Low/Medium/High | Problem/Method/Evidence/Benchmark | [abstract/intro/result] | RELAX/RESEARCH/FOLLOW-UP |
**Actionable flags:**
- RELAX: no material overlap found in the scanned window; continue, but do not claim full novelty proof.
- RESEARCH: partial overlap or possible close work; deep retrieve via `ccf-literature-searcher`.
- FOLLOW-UP: significant overlap in problem, mechanism, and evidence; route to `ccf-idea-reviewer` or `ccf-idea-optimizer` before writing stronger novelty claims.
**Handoff signals:**
- `ccf-literature-searcher`: [papers or clusters to retrieve deeply]
- `ccf-idea-reviewer`: [novelty or score implications]
- `ccf-idea-optimizer`: [differentiation or rescue direction]
- `ccf-paper-writer`: [related-work or positioning update]
- `ccf-integrity-auditor`: [citation/attribution conflict]
**Output self-check:** [date range explicit, source basis stated, table valid, no unsupported novelty conclusion]
References
references/monitoring-workflow.md — Workflow, api-key-management, search strategy.references/report-template.md — Output template and formatting.../ccf-common/references/source-registry.yaml — Competitor and arxiv links.
Execution And Persistence
Distinguish a single scan from recurring monitoring. A recurring report format is not a scheduler: claim ongoing monitoring only after an actual authorized scheduled job exists. Record the time window and coverage; an empty scan is not proof of novelty. Deduplicate by stable paper identity and version, separating first publication from revisions. Batch independent feeds when supported; preserve real monitoring history under ../ccf-common/references/artifact-contracts.md. Follow no-new-files and existing project-state authorization.
1---2name: ccf-literature-monitor3description: Scan recent arXiv/OpenReview papers, venue feeds, labs, and competitors for overlap. Use for 竞品监控, 新论文追踪, 论文跟踪, and recurring novelty watch. Give dated evidence and changes since the prior scan. Broad related-work retrieval belongs to ccf-literature-searcher.4---5
6# CCF Literature Monitor
7
8## Core Rule
9
10Monitor arXiv, OpenReview, conference/proceedings feeds, project pages, labs, and named competitors for new papers that could overlap with the user's idea or paper. Report findings factually. Do not exaggerate novelty threats, dismiss real overlap, or infer priority from weak evidence. Provide actionable signals: RELAX, RESEARCH, FOLLOW-UP.
11
12## Modes
13
14- `arxiv-watch`: scan recent papers in target categories or keyword clusters.
15- `venue-watch`: scan OpenReview, proceedings, accepted-paper lists, or official venue pages.
16- `novelty-check`: compare a given idea with recent papers and flag overlap.
17- `trend-scouting`: summarize emerging directions, crowded areas, and under-tested gaps.
18- `competitor-tracking`: monitor named research groups, labs, repositories, datasets, benchmarks, or authors.
19- `paper-alert-digest`: produce a recurring watch report suitable for saving into a project folder.
20
21## Skill Linkage
22
23- @READS `ccfa.yaml` for idea state.
24- @SHARES findings with `ccf-literature-searcher`.
25- @SHARES novelty implications with `ccf-idea-reviewer`.
26- @SHARES rescue or differentiation opportunities with `ccf-idea-optimizer`.
27- @SHARES citation and positioning candidates with `ccf-paper-writer`.
28- @FLAGS conflicting papers for `ccf-integrity-auditor`.
29
30## Invocation Controls
31
32**CCFA Handoff Mode: PARTIAL (Recommended).** Follow `metadata.ccf_skill_controls.handoff_question_mode` and `../ccf-common/references/handoff-modes.md`.
33
34Load `../ccf-common/references/task-modes.md` before deciding exploratory, quick, or standard mode.
35
36Treat unpublished ideas, draft abstracts, methods, and results as private material. Load `../ccf-common/references/privacy-and-evidence.md` before using private text in queries. Use public-safe keywords, public method names, venue names, and user-approved query text.
37
38Load `../ccf-common/references/review-output-standards.md` when monitor results feed idea scoring, paper review, or score-risk language.
39
40## Workflow
41
421. Load `references/monitoring-workflow.md`.
432. If project state is available (`ccfa.yaml`), read the current idea, target venue, claims, and tracked competitors.
443. Choose the mode and time window. If the user says "latest", "recent", "new", "this week", or "today", verify the current date and use an explicit date range.
454. Execute the requested monitoring mode using public-safe queries and source-quality exclusions from the shared policy.
465. Classify overlaps by problem, mechanism, evidence, benchmark, dataset, claim, and venue positioning.
476. Report new or materially changed findings, with precise implications for the requested research decision. Use existing report history to avoid presenting the same paper as new.
487. Execute already requested downstream work through its owner; otherwise offer optional handoff to `ccf-literature-searcher` for deep retrieval, `ccf-idea-reviewer` for score impact, `ccf-idea-optimizer` for differentiation, or `ccf-paper-writer` for related-work integration.
49
50## Output Contract
51
52For each monitoring execution, report in this structure:
53
54```markdown
55## Literature Monitoring Report: [Mode] - [Topic/Venue]
56
57**As of:** [YYYY-MM-DD]
58**Time range:** [from] to [to]
59**Sources scanned:** [arXiv categories / venues / labs / APIs]
60**Papers scanned:** [count]
61**High-relevance papers:** [count]
62**Overall signal:** RELAX / RESEARCH / FOLLOW-UP
63
64| Title | Source | Overlap level | Overlap type | Evidence basis | Action |
65|:---|:---|:---:|:---|:---|:---:|
66| [title] | [arXiv/OpenReview/venue] | None/Low/Medium/High | Problem/Method/Evidence/Benchmark | [abstract/intro/result] | RELAX/RESEARCH/FOLLOW-UP |
67
68**Actionable flags:**
69- RELAX: no material overlap found in the scanned window; continue, but do not claim full novelty proof.
70- RESEARCH: partial overlap or possible close work; deep retrieve via `ccf-literature-searcher`.
71- FOLLOW-UP: significant overlap in problem, mechanism, and evidence; route to `ccf-idea-reviewer` or `ccf-idea-optimizer` before writing stronger novelty claims.
72
73**Handoff signals:**
74- `ccf-literature-searcher`: [papers or clusters to retrieve deeply]
75- `ccf-idea-reviewer`: [novelty or score implications]
76- `ccf-idea-optimizer`: [differentiation or rescue direction]
77- `ccf-paper-writer`: [related-work or positioning update]
78- `ccf-integrity-auditor`: [citation/attribution conflict]
79
80**Output self-check:** [date range explicit, source basis stated, table valid, no unsupported novelty conclusion]
81```
82
83## References
84
85- `references/monitoring-workflow.md` — Workflow, api-key-management, search strategy.
86- `references/report-template.md` — Output template and formatting.
87- `../ccf-common/references/source-registry.yaml` — Competitor and arxiv links.
88
89## Execution And Persistence
90
91Distinguish a single scan from recurring monitoring. A recurring report format is not a scheduler: claim ongoing monitoring only after an actual authorized scheduled job exists. Record the time window and coverage; an empty scan is not proof of novelty. Deduplicate by stable paper identity and version, separating first publication from revisions. Batch independent feeds when supported; preserve real monitoring history under `../ccf-common/references/artifact-contracts.md`. Follow no-new-files and existing project-state authorization.
mikubaka88