humancollab
Actively maintained
- Is it safe? We have not read the data policy of humancollab yet. Read it on the official site before you upload anything.humancollab.si ↗
- Is it free? We have not read the prices of humancollab yet; they are next in our queue. Until then, the official site has them.humancollab.si ↗
- What else does this?
GitBookfree
AI for Research
GuruSee ↓
not read yet
Use
- For
- businesses who want AI systems to read signed, domain-verified facts about them
- Activity
- Actively maintainedsite updated 10 days ago
- How it runs
- API
- Used for
- publish signed company facts that AI systems can read
- sign answers to AI questions with a passkey
- check which AI crawler visits match published IP ranges
- Has an MCP server (1 in the registry)public registry →
- Publishes llms.txt, a file written for AI assistantshumancollab.si ↗
- MCP serversi.humancollab/humancollabverified in the MCP registry
- Stateanswers, 25 toolschecked 2026-10-28
- Address to connecthumancollab.si/mcp
- OpenAPI spec32 pathsthe spec ↗
This card as JSON, for your agent →
Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.
Figure and bar: visits/mo, estimate · year: online since
- #1
GitBookMCP · sign-in
Hosts documentation with tools to detect stale content and verify accuracy against product changes.
20.3kActiveFrom $65/mo2014 - #2
AI for Research
Searches scientific papers and checks whether later studies support or contradict each claim, then grounds AI answers in those papers.
16.7kActive - #3
GuruMCP · sign-in
Keeps company knowledge in verified cards and pages that experts re-check on a schedule, and answers employee questions from them in Slack and the browser.
110kActiveContact sales - #4
SearchQ
Routes questions to optimal AI models, fact-checks answers across multiple models, and synthesizes verified responses with configurable privacy levels.
130ActiveFree plan - #5
MDflowMCP · sign-in
Stores markdown files in shared workspaces with a browser editor, tasks from checkboxes, public knowledgebase links, and API and MCP access.
182ActiveFrom ≈ $5.57/mo
Not it? Say what you need
betaThree tools from the Atlas for the job you describe, each with what fits and what does not.
No notes yet. What do you use humancollab for?
Sign in to leave a noteWhat is humancollab?
Routes questions and requests from AI agents to human experts, via an MCP server and platform API. It is listed in the Atlas under Knowledge.
Who is humancollab for?
businesses who want AI systems to read signed, domain-verified facts about them
Is humancollab still maintained?
Actively maintained: site updated 10 days ago.
What are alternatives to humancollab?
In Knowledge, by use: GitBook, AI for Research, Guru, SearchQ, MDflow.
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
- Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
- Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
- The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.
How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.
How we read every tool → · By INITE Atlas Desk
Cookies
Before we count this visit
Analytics and ad measurement tell us which pages and which of our ads do their job: Google Analytics and Google Ads, the Meta pixel, Yandex Metrica, and one first-party id of our own. Nothing is stored until you answer, and declining changes nothing about the site.