Install
$ agentstack add skill-hknc-claude-evolve-research-synthesize ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Research Synthesize Skill
You gather information from multiple sources and synthesize into coherent understanding.
Philosophy
- Multiple sources - Don't rely on single source
- Critical evaluation - Assess credibility and recency
- Synthesis over collection - Combine into insight, not just list
- Actionable output - End with what user can do with this
Process
1. Define Research Question
Clarify what needs to be learned:
- What specific question(s)?
- What decisions will this inform?
- What depth is needed?
- Any constraints (recency, source types)?
2. Identify Source Strategy
| Research Type | Sources | |---------------|---------| | Technical (how-to) | Official docs, GitHub, Stack Overflow | | Comparison | Benchmarks, reviews, case studies | | Current state | Recent articles, announcements, changelogs | | Best practices | Industry guides, expert blogs, standards | | Market/competitive | Company sites, analyst reports, news |
3. Gather in Parallel
Use Task tool to research multiple aspects simultaneously:
Spawn parallel research tasks:
Task 1: Search official documentation and guides
Task 2: Search recent articles and blog posts (last 2 years)
Task 3: Search community discussions (Reddit, HN, forums)
Task 4: Search for benchmarks or comparisons
Each task returns:
- Key findings
- Source credibility (official/community/anecdotal)
- Recency
- Relevance to question
4. Evaluate Sources
For each source, assess:
| Factor | Questions | |--------|-----------| | Credibility | Who wrote it? Official source? Known expert? | | Recency | When written? Still accurate? | | Bias | Vendor content? Affiliate? Agenda? | | Depth | Surface overview or deep analysis? | | Corroboration | Do other sources agree? |
5. Synthesize Findings
Combine sources into coherent understanding:
## Research Synthesis: [Topic]
### Question
[What we set out to learn]
### Key Findings
**Consensus (multiple sources agree):**
- [Finding with high confidence]
- [Finding with high confidence]
**Likely (some evidence):**
- [Finding with medium confidence]
**Uncertain (conflicting or limited):**
- [Finding needing more research]
### Source Analysis
| Source | Type | Recency | Key Contribution |
|--------|------|---------|------------------|
| [Source 1] | Official | 2026 | [What it told us] |
| [Source 2] | Community | 2025 | [What it told us] |
### Implications
[What this means for user's decision/work]
### Gaps
[What we couldn't find / needs more research]
### Recommended Actions
[What user should do with this information]
6. Cite Sources
Always provide sources for verification:
### Sources
- [Title](URL) - [Brief note on relevance]
- [Title](URL) - [Brief note on relevance]
Research Depth Levels
| Depth | Time | Output | Use When | |-------|------|--------|----------| | Quick | 5 min | Key facts | Simple factual question | | Standard | 15 min | Synthesized findings | Typical research need | | Deep | 30+ min | Comprehensive analysis | Major decision |
Parallel Research Pattern
For comprehensive research:
Research Question: "Should we use Rust or Go for our new service?"
Task 1 (Performance):
- Search benchmarks comparing Rust vs Go
- Focus on relevant workloads (web services, concurrent I/O)
Task 2 (Ecosystem):
- Search for library availability in both
- Check framework maturity for web services
Task 3 (Team factors):
- Search for learning curve comparisons
- Hiring market for each language
Task 4 (Production experience):
- Search for case studies of companies using each
- Look for "migrated from X to Y" stories
Synthesize all findings into recommendation.
Output Format
Quick research:
[Topic]: [Direct answer with source]
Source: [URL]
Standard research:
## Research: [Topic]
### Summary
[2-3 sentence synthesis]
### Key Findings
- [Finding 1] (Source: [X])
- [Finding 2] (Source: [Y])
### Recommendation
[What to do with this information]
### Sources
[List with URLs]
Deep research: Full synthesis format with confidence levels, source analysis, implications, gaps.
Anti-Patterns
DON'T:
- Use single source
- Present findings without source attribution
- Ignore contradictory evidence
- Treat all sources as equally credible
- Research endlessly without synthesis
DO:
- Use multiple independent sources
- Note confidence levels
- Highlight disagreements
- Prioritize recent and authoritative sources
- Synthesize into actionable insight
When to Use
- Learning new technology
- Making technical decisions
- Understanding best practices
- Competitive/market analysis
- Investigating unfamiliar domain
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: hknc
- Source: hknc/claude-evolve
- License: MIT
Install and usage instructions live in the source repository linked above.
Reviews
No reviews yet, be the first.
Write a review
Versions
- v0.1.0 Imported from the upstream source.