Comparison
quelmap vs TradingAgents
Verdict
Pick quelmap when quelmap is primarily TypeScript; TradingAgents is Python; pick TradingAgents when tradingAgents is primarily Python; quelmap is TypeScript.
Markdown twin · quelmap alternatives · TradingAgents alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | quelmap | TradingAgents |
|---|---|---|
| Maintenance | Slowing (267d since push) As of today · github_public_v1 | Very active (5d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of 4d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of today · osv@v1 | No lockfile (source not queried) As of 4d · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- quelmap
- Open Source Local Data Analysis Assistant.
- TradingAgents
- Multi-Agents LLM Financial Trading Framework
Stars
- quelmap
- 201
- TradingAgents
- 92k
Forks
- quelmap
- 20
- TradingAgents
- 18k
Open issues
- quelmap
- 4
- TradingAgents
- 292
Language
- quelmap
- TypeScript
- TradingAgents
- Python
Adopt for
- quelmap
- -
- TradingAgents
- Use TradingAgents for projects requiring a sophisticated framework to develop and deploy AI agents in financial market transactions leveraging Large Language Models. Avoid it if you need simpler tools or frameworks thatだ
Persona
- quelmap
- -
- TradingAgents
- -
Runtime
- quelmap
- -
- TradingAgents
- -
License
- quelmap
- Apache-2.0
- TradingAgents
- Apache-2.0
Last pushed
- quelmap
- Oct 20, 2025
- TradingAgents
- Jul 5, 2026
Categories
- quelmap
- AI Agents, LLM Frameworks
- TradingAgents
- AI Agents, LLM Frameworks
Trust and health
Maintenance
- quelmap
- Slowing (36%)
- TradingAgents
- Very active (96%)
Days since push
- quelmap
- 267d
- TradingAgents
- 5d
Open issues (now)
- quelmap
- 4
- TradingAgents
- 292
Full report
- quelmap
- Trust report
- TradingAgents
- Trust report
Choose quelmap if…
- quelmap is primarily TypeScript; TradingAgents is Python.
- Tags unique to quelmap: data-analysis, data-analysis-agent, data-science, local-ai-agents.
- Leaner open-issue backlog (4).
When NOT to use quelmap
- Last GitHub push was 268 days ago (slowing maintenance, Oct 20, 2025). Validate activity before betting a new project on quelmap.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose TradingAgents if…
- TradingAgents is primarily Python; quelmap is TypeScript.
- Requirements: Min 8 GB RAM; Python environment setup is required.; Deep understanding of finance and LLMs will enhance the utilization of this framework..
- Tags unique to TradingAgents: agent, finance, llm, multiagent.
- When your project involves complex multi-agent interactions specifically in the finance domain, utilizing LLMs to manage trading strategies.
When NOT to use TradingAgents
- If simplicity and ease of deployment are prioritized over advanced AI capabilities; TradingAgents' complexity might introduce unnecessary overhead.
- When the focus is on non-financial applications or when LLM integration isn't necessary, as this framework specializes in financial market trading with a multi-agent approach.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (quelmap-inc/quelmap) · observed Jul 15, 2026
- GitHub forks (quelmap-inc/quelmap) · observed Jul 15, 2026
- Last push (quelmap-inc/quelmap) · observed Oct 20, 2025
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (TauricResearch/TradingAgents) · observed Jul 11, 2026
- GitHub forks (TauricResearch/TradingAgents) · observed Jul 11, 2026
- Last push (TauricResearch/TradingAgents) · observed Jul 5, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: quelmap 201 · TradingAgents 92k (synced Jul 15, 2026).
Common questions
- What is the difference between quelmap and TradingAgents?
- quelmap: Open Source Local Data Analysis Assistant.. TradingAgents: Multi-Agents LLM Financial Trading Framework. See the comparison table for live GitHub stats and shared categories.
- When should I choose quelmap over TradingAgents?
- Choose quelmap over TradingAgents when quelmap is primarily TypeScript; TradingAgents is Python; Tags unique to quelmap: data-analysis, data-analysis-agent, data-science, local-ai-agents; Leaner open-issue backlog (4).
- When should I choose TradingAgents over quelmap?
- Choose TradingAgents over quelmap when TradingAgents is primarily Python; quelmap is TypeScript; Requirements: Min 8 GB RAM; Python environment setup is required.; Deep understanding of finance and LLMs will enhance the utilization of this framework.; Tags unique to TradingAgents: agent, finance, llm, multiagent; When your project involves complex multi-agent interactions specifically in the finance domain, utilizing LLMs to manage trading strategies.
- When should I avoid quelmap?
- Last GitHub push was 268 days ago (slowing maintenance, Oct 20, 2025). Validate activity before betting a new project on quelmap. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid TradingAgents?
- If simplicity and ease of deployment are prioritized over advanced AI capabilities; TradingAgents' complexity might introduce unnecessary overhead. When the focus is on non-financial applications or when LLM integration isn't necessary, as this framework specializes in financial market trading with a multi-agent approach.
- Is quelmap or TradingAgents more popular on GitHub?
- TradingAgents has more GitHub stars (92,290 vs 201). Stars measure visibility, not whether either tool fits your constraints.
- Are quelmap and TradingAgents open source?
- Yes - both are open-source projects on GitHub (quelmap: Apache-2.0, TradingAgents: Apache-2.0).
- Where can I find alternatives to quelmap or TradingAgents?
- GraphCanon lists graph-backed alternatives at quelmap alternatives and TradingAgents alternatives (quelmap markdown twin, TradingAgents markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, quelmap or TradingAgents?
- quelmap: Slowing. TradingAgents: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for quelmap and TradingAgents?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: quelmap trust report; TradingAgents trust report.