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Agent
source-quality-assessment
**Scope**: Reliable vs unreliable sources, speculation/marketing detection, epistemic labels. **Version range**: all versions **Generated**: 2026-04-13
Claude Code
$ npx -y skills add notque/vexjoy-agent --agent claude-code
Cursor
Cursor also loads subagents from .claude/agents, so copy this file there to use it in Cursor.
Agent definition
source-quality-assessment.mdSource Quality Assessment
> **Scope**: Reliable vs unreliable sources, speculation/marketing detection, epistemic labels. > **Version range**: all versions > **Generated**: 2026-04-13
---
Source Tier Classification
| Tier | Source Type | Weight | Example | |------|-------------|--------|---------| | 1 | Official docs, release notes, specs | High | docs.python.org, RFC, GitHub releases | | 2 | Peer-reviewed, maintainer blog posts | High | arxiv.org, engineering blogs | | 3 | Established publications with bylines | Medium | InfoQ, The New Stack, ACM | | 4 | StackOverflow high-vote answers | Medium-Low | Verify against Tier 1 | | 5 | Forums, Reddit, HackerNews | Low | Use only to identify questions | | 6 | Aggregator listicles, vendor marketing | Discard | "Top 10 X for Y" |
---
Correct Patterns
Epistemic Labeling
Every factual claim labeled at first appearance:
- FACT: Python 3.12.0 released October 2, 2023 [source: python.org/downloads]
- INFERENCE: GIL removal likely ships in 3.13 (based on PEP 703)
- SPECULATION: Some commenters expect adoption by Q4 2024 (no primary source)
Unlabeled inferences treated as facts corrupt coordinator synthesis.
---
Detecting Outdated Sources
Check for: publication date, URL date path, "Last updated" footer, version number in title. No date found → treat as potentially outdated, note explicitly.
---
Primary vs Aggregator Detection
Primary: official domain, named contributor, version/commit numbers, technical detail
Aggregator: "N best X for Y", equal-length summaries, "content writer" bio, no original analysis
---
Pattern Catalog
Find Primary Source Behind Aggregators
**Detection**: `grep -E "best-[0-9]|top-[0-9]|comparison" urls.txt`
"According to industry experts" cites no expert. Find the original study or docs.
---
Label Forum Claims as Speculation
**Detection**: `grep -E "(reddit|ycombinator|stackoverflow)" source_list.txt`
HN comments are unverified. `SPECULATION: Community anticipates Rust rewrite [url] — no primary source found`
---
Cite Sources for Every Precise Number
Numbers are most likely misremembered or context-dependent. Every numeric claim needs a URL.
FACT: K8s 1.28 ~23% pod startup reduction [source: kubernetes.io/blog/...]
---
Extract Data, Discard Marketing
**Detection**: `grep -iE "(industry.leading|enterprise.grade|blazing.fast)" content.txt`
"Enterprise-grade" has no technical definition. Extract actual benchmarks or SLAs.
---
Error-Fix Mappings
| Symptom | Root Cause | Fix | |---------|------------|-----| | "Can't verify claim" | Aggregator source | Re-research with primary source | | "Conflicting data" | Different version contexts | Add version qualifier | | Wrong number in report | Snippet misquoted | WebFetch full source | | "Experts say" without name | Aggregator language | Remove or label SPECULATION | | "Is this current?" | No date on source | Find dated version or add "verify" |
---
Speculation Indicator Vocabulary
Flag for manual review:
"reportedly", "sources say", "is expected to", "plans to",
"according to rumors", "might/could/may", "industry observers", "it is believed"
---
Detection Commands Reference
grep -E "(best-[0-9]|top-[0-9]|comparison)" sources.txt
grep -iE "(industry.leading|enterprise.grade|blazing.fast)" content.txt
grep -E "(reddit|hackernews|stackoverflow)" sources.txt
grep -E "^- (FACT|INFERENCE):" report.md | grep -v "\[source:"
---
See Also
- `research-execution-patterns.md` — OODA cycle, budget, query optimization
Read more
Source Quality Assessment
> **Scope**: Reliable vs unreliable sources, speculation/marketing detection, epistemic labels. > **Version range**: all versions > **Generated**: 2026-04-13
---
Source Tier Classification
| Tier | Source Type | Weight | Example | |------|-------------|--------|---------| | 1 | Official docs, release notes, specs | High | docs.python.org, RFC, GitHub releases | | 2 | Peer-reviewed, maintainer blog posts | High | arxiv.org, engineering blogs | | 3 | Established publications with bylines | Medium | InfoQ, The New Stack, ACM | | 4 | StackOverflow high-vote answers | Medium-Low | Verify against Tier 1 | | 5 | Forums, Reddit, HackerNews | Low | Use only to identify questions | | 6 | Aggregator listicles, vendor marketing | Discard | "Top 10 X for Y" |
---
Correct Patterns
Epistemic Labeling
Every factual claim labeled at first appearance:
- FACT: Python 3.12.0 released October 2, 2023 [source: python.org/downloads] - INFERENCE: GIL removal likely ships in 3.13 (based on PEP 703) - SPECULATION: Some commenters expect adoption by Q4 2024 (no primary source)
Unlabeled inferences treated as facts corrupt coordinator synthesis.
---
Detecting Outdated Sources
Check for: publication date, URL date path, "Last updated" footer, version number in title. No date found → treat as potentially outdated, note explicitly.
---
Primary vs Aggregator Detection
Primary: official domain, named contributor, version/commit numbers, technical detail Aggregator: "N best X for Y", equal-length summaries, "content writer" bio, no original analysis
---
Pattern Catalog
Find Primary Source Behind Aggregators
**Detection**: `grep -E "best-[0-9]|top-[0-9]|comparison" urls.txt`
"According to industry experts" cites no expert. Find the original study or docs.
---
Label Forum Claims as Speculation
**Detection**: `grep -E "(reddit|ycombinator|stackoverflow)" source_list.txt`
HN comments are unverified. `SPECULATION: Community anticipates Rust rewrite [url] — no primary source found`
---
Cite Sources for Every Precise Number
Numbers are most likely misremembered or context-dependent. Every numeric claim needs a URL.
FACT: K8s 1.28 ~23% pod startup reduction [source: kubernetes.io/blog/...]
---
Extract Data, Discard Marketing
**Detection**: `grep -iE "(industry.leading|enterprise.grade|blazing.fast)" content.txt`
"Enterprise-grade" has no technical definition. Extract actual benchmarks or SLAs.
---
Error-Fix Mappings
| Symptom | Root Cause | Fix | |---------|------------|-----| | "Can't verify claim" | Aggregator source | Re-research with primary source | | "Conflicting data" | Different version contexts | Add version qualifier | | Wrong number in report | Snippet misquoted | WebFetch full source | | "Experts say" without name | Aggregator language | Remove or label SPECULATION | | "Is this current?" | No date on source | Find dated version or add "verify" |
---
Speculation Indicator Vocabulary
Flag for manual review:
"reportedly", "sources say", "is expected to", "plans to", "according to rumors", "might/could/may", "industry observers", "it is believed"
---
Detection Commands Reference
grep -E "(best-[0-9]|top-[0-9]|comparison)" sources.txt grep -iE "(industry.leading|enterprise.grade|blazing.fast)" content.txt grep -E "(reddit|hackernews|stackoverflow)" sources.txt grep -E "^- (FACT|INFERENCE):" report.md | grep -v "\[source:"
---
See Also
- `research-execution-patterns.md` — OODA cycle, budget, query optimization
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@juliusbrusseeInstall AgentQuestions about source-quality-assessment.
- Which coding agents can use source-quality-assessment?
- source-quality-assessment installs in Claude Code and Cursor: each loads subagents from .claude/agents, so copy the file there. Flowy's auto-invocation runs in Claude Code only.