MIT-licensed project
Free
Free project; optional provider usage separate
- Included scope
- MCP knowledge retrieval and approved source collection
Personal research knowledge bases · Official-source review 2026-10-09
Opyt turns saved reading, followed authors and research topics into a growing knowledge base available through MCP. It supports public research and web sources plus user-approved X and Substack connections.
Useful for researchers retrieving source material from their existing reading habits.
LinkedIn, aggregator feeds and funding data are marked forthcoming. Connected accounts and source-content rights require review. The site says default model access is covered but does not specify a recurring quota. Background collection and retrieval quality were not hands-on tested.
Approve one source, inspect imported content and citations, and confirm background-worker behavior before connecting more personal accounts.
LinkedIn, aggregator feeds and funding data are marked forthcoming. Connected accounts and source-content rights require review. The site says default model access is covered but does not specify a recurring quota. Background collection and retrieval quality were not hands-on tested.
Official product evidence reviewed on 2026-10-09; product artwork inspected visually. No hands-on vendor application test was performed. Application performance, security claims and plan enforcement were not independently tested.
What it can do
Unknown is different from unavailable. Each fact carries its own evidence.
| Capability | Value | Evidence | Checked |
|---|---|---|---|
| Product workflow | Opyt turns saved reading, followed authors and research topics into a growing knowledge base available through MCP. It supports public research and web sources plus user-approved X and Substack connections. | Facts sourced | 2026-10-09 |
| Pricing and restrictions | LinkedIn, aggregator feeds and funding data are marked forthcoming. Connected accounts and source-content rights require review. The site says default model access is covered but does not specify a recurring quota. Background collection and retrieval quality were not hands-on tested. | Facts sourced | 2026-10-09 |
Understand the total cost
MIT-licensed project
Free
Free project; optional provider usage separate
Olostep provides APIs for web search, page extraction, site crawling, URL mapping and monitoring. It returns structured content for AI workflows and offers Python/Node clients, CLI and MCP connections.
Explore toolAgent Jesse searches current public web sources for companies, people and contextual business signals. It offers saved lists, alerts, lookalike discovery and paid contact enrichment with CSV export.
Explore toolOzBrain shares structured knowledge among people and AI agents through connectors. Agents read and write linked articles with provenance and freshness, while teams can export their knowledge as Markdown.
Explore toolThe practical questions
No. This listing is based on dated official-source evidence and a visual artwork check. Unconfirmed costs and restrictions are identified explicitly.
Opyt turns saved reading, followed authors and research topics into a growing knowledge base available through MCP. It supports public research and web sources plus user-approved X and Substack connections.
The official site describes Opyt as free and MIT-licensed; optional own OpenRouter use has separate provider terms.. This record lists ongoing free access; check the plan limits before starting.
No paid monthly price is listed; this record treats the product as free to start. See the plan cards for entitlements, billing commitments and seat minimums.
MCP over stdio is documented for supported AI clients; it runs a local collection worker on macOS.. API access and subscription access may have different terms; consult the linked sources.
LinkedIn, aggregator feeds and funding data are marked forthcoming. Connected accounts and source-content rights require review. The site says default model access is covered but does not specify a recurring quota. Background collection and retrieval quality were not hands-on tested.
No retained pricing changes yet. A current price alone does not establish a historical trend.
Current official product source read individually; product artwork inspected visually.
Read original source ↗Official product page reviewed for disclosed costs; unverified prices and allowances are identified in the listing.
Read original source ↗Facts apply to the named version and check date. Send a sourced correction if something changed.