HumanLayer VS pumaDB
Compare HumanLayer VS pumaDB, what is the difference between HumanLayer and pumaDB?
You may like
Summarize
HumanLayer summarize
HumanLayer is an API and SDK that enables tool-calling AI Agents to contact humans for help, feedback, and approvals.
HumanLayer Landing Page
pumaDB summarize
Most AI agent workflows lose useful context between sessions, tools, and chats. The usual fixes are either too manual, like copying notes into docs, or too heavy, like setting up a database, vector store, or custom RAG stack. pumaDB gives agents a simple shared place to save and reuse notes, facts, preferences, project context, transcripts, task state, and other useful memory. No database setup, vector DB, or infrastructure to manage
pumaDB Landing Page
Compare Details
HumanLayer details
| Categories | AI Agent, AI API, AI Developer Tools, AI Workflow, Large Language Models (LLMs) |
| HumanLayer Website | https://humanlayer.dev?utm_source=toolify |
| Added Time | December 07 2024 |
| HumanLayer Pricing | -- |
pumaDB details
| Categories | AI Agent, AI API, AI Developer Tools |
| pumaDB Website | https://pumadb.ai?utm_source=toolify |
| Added Time | June 24 2026 |
| pumaDB Pricing | -- |
Comparison of usage
How to use HumanLayer?
Integrate the HumanLayer SDK into your AI agent workflow. Use the @hl.require_approval() decorator to block function calls requiring human oversight. Contact humans through various channels and route approvals to specific teams or individuals.
How to use pumaDB?
To use pumaDB, you can either connect via a hosted Model Context Protocol (MCP) endpoint by adding it to clients like Codex, ChatGPT, or Claude, or you can interact directly with its server-side REST API by utilizing a secure backend key to perform JSON row operations like remember, query, and update.
Compare Pros between HumanLayer and pumaDB
Core features of HumanLayer
- Require Human Approval for Function Calls
- OmniChannel Contact (Slack, Email, Discord)
- Advanced Approval Workflows with Escalations and Timeouts
- Human as Tool (hl.human_as_tool())
- Granular Routing of Approvals
- LLM and Framework Agnostic
Core features of pumaDB
- Durable JSON memory without database setup or infrastructure management
- Dual connectivity options via hosted MCP or a server-side REST API
- Automatic version history saving the last 10 versions for 30 days
- Natural language edits that translate plain text requests into filtered updates
- Built-in safety rails including scoped table limits and per-key rate limits
Compare Use Cases
Use cases for HumanLayer
- AI agents requiring human approval for critical decisions.
- Workflows needing human feedback to improve agent performance.
- Agentic AI workflows that need human oversight for production-grade reliability.
- Automated lead generation with human feedback on lead quality.
Use cases for pumaDB
- Storing user preferences across separate AI agent chat sessions
- Maintaining reusable operating instructions and project conventions for coding agents
- Tracking task states, open threads, and handoff notes for long-running workflows
- Saving research clippings, summaries, and links from continuous investigations
Different Plan between HumanLayer and pumaDB
HumanLayer
$0/month
Free forever for Hackers and Tinkerers. Works with all popular frameworks. 100 operations/month. Pay as you go ($20/200 addt'l). Send to Slack, Email, Discord. Up to 10 active users. Limited Data Retention.
$500/month
Collaborate and scale. Remove HumanLayer Branding (BYO app/keys). Includes 2000 operations/month ($18/200 add'l). Advanced Approval Workflows w/ Escalations and Timeouts. Learning and Auto Approvals. Channels for MSTeams, SMS, RCS. Priority Support. 180-day retention on feedback datasets export.
Custom
Deploy into your Private VPC or on-prem. RBAC and SSO support. Volume discounts. Custom notification channels. Expert Advice on custom-built agents for sales, marketing, hiring, and more.
pumaDB
Free
Includes 20 tables, 1,000 rows per table, 25 MB total storage, 30 writes/min per key, and 60 reads/min per key.
HumanLayer's traffic
HumanLayer is the one with 197.4K monthly visits and 00:00:24 Avg.visit duration. HumanLayer has a Page per visit of 1.54 and a bounce rate of 48.52%.
Visit Over Time
| Monthly Visits | 197.4K |
| Avg·visit Duration | 00:00:24 |
| Page per Visit | 1.54 |
| Bounce Rate | 48.52% |
pumaDB's traffic
pumaDB is the one with 0 monthly visits and 00:00:00 Avg.visit duration. pumaDB has a Page per visit of 0.00 and a bounce rate of 0.00%.
Visit Over Time
| Monthly Visits | 0 |
| Avg·visit Duration | 00:00:00 |
| Page per Visit | 0.00 |
| Bounce Rate | 0.00% |
Geography
The top 5 countries/regions for HumanLayer are:Vietnam 21.08%, United States 10.63%, China 6.89%, India 3.53%, South Korea 2.74%
Top 5 Countries/regions
 | 21.08% |
 | 10.63% |
 | 6.89% |
 | 3.53% |
 | 2.74% |
Geography
Sorry, there are no data
Traffic Sources
The 6 main sources of traffic to HumanLayer are:vs_sourcesSearchOrganic 41.63%, Direct 27.16%, Referrals 15.87%, vs_sourcesSocialOrganic 11.21%, vs_sourcesGenAi 3.42%, Mail 0.71%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%
vs_sourcesSearchOrganic | 41.63% |
Direct | 27.16% |
Referrals | 15.87% |
vs_sourcesSocialOrganic | 11.21% |
vs_sourcesGenAi | 3.42% |
Mail | 0.71% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
vs_sourcesSocialPaid | 0.00% |
Traffic Sources
The 6 main sources of traffic to pumaDB are:Mail 0, vs_sourcesGenAi 0, Direct 0, vs_sourcesAffiliate 0, Referrals 0, vs_sourcesDisplayAds 0, vs_sourcesSearchPaid 0, vs_sourcesSocialPaid 0, vs_sourcesSearchOrganic 0, vs_sourcesSocialOrganic 0
Mail | 0 |
vs_sourcesGenAi | 0 |
Direct | 0 |
vs_sourcesAffiliate | 0 |
Referrals | 0 |
vs_sourcesDisplayAds | 0 |
vs_sourcesSearchPaid | 0 |
vs_sourcesSocialPaid | 0 |
vs_sourcesSearchOrganic | 0 |
vs_sourcesSocialOrganic | 0 |
Which is better: HumanLayer or pumaDB?
HumanLayer might be a bit more popular than pumaDB.As you can see, HumanLayer has 197.4K monthly visits, while pumaDB has 0 monthly visits. So more people choose HumanLayer. So the odds are that people will recommend HumanLayer more on social platforms.
HumanLayer has an Avg.visit duration of 00:00:24, while pumaDB has an Avg.visit duration of 00:00:00. Also, HumanLayer has a page per visit of 1.54 and a Bounce Rate of 48.52%. pumaDB has a page per visit of 0.00 and a Bounce Rate of 0.00%.
The main users of HumanLayer are Vietnam, United States, China, India, South Korea, with the following distribution: 21.08%, 10.63%, 6.89%, 3.53%, 2.74%.
See other comparisons
Featured*
