Market intelligence for technical decisions
Spot the tech shifts that matter, first.
Describe your market in one sentence. Dokeon ranks what is really moving and explains every score.
Free on one brief · No card required
Your brief
Track agent frameworks. Flag real integration traction, skip demo repos.
Ranked against your brief
- 1langchain-ai/langgraphBreakout87
- 2huggingface/smolagentsRising74
- 3crewAIInc/crewAILeader68
4
signal families behind every score
Repository activity, release cadence, web & community discussion, and historical trajectory, not star counts alone.
24h
refresh cycle
Momentum, topics, and rankings are recomputed every night, and each view shows the date of its snapshot.
1
brief scopes everything
Topics, repositories, news, and alerts are all ranked against the same thesis, written in your own words.
The product
Three questions, answered every morning.
Real screens from the Dokeon app: what is moving in your market, what deserves a look, and why each project ranks where it does.
Topics: your pinned clusters with heat, trajectory, and who is moving inside each one.
News, written by agents
An AI newsroom that works the night shift.
Every night, Dokeon’s agents turn the day’s signals into sourced articles, then rank them against your brief before you wake up.
01 · Editor agents
Pick the stories
Three editors, with developer, CTO, and investor angles, read the day’s momentum and pitch article ideas. Repeats of earlier days are filtered out.
02 · Journalist agents
Investigate and write
Each idea goes to a journalist agent that digs into repository data, reads the code itself, and searches the web, then writes a sourced long-form article.
03 · Rewriting pass
Publish in two languages
Internal jargon is stripped out and every article ships in English and French: a short pitch first, the full read on demand.
~2,000-word articlesSources on every pieceEnglish + French
See how News worksTonight’s run
Ready for youEditor agents
Journalist agents
Rewriting pass
- Breakout· Matches your brief
LangGraph crosses a durable pull-request threshold
Six straight weeks of contributor growth, driven by integrations rather than demos.
4 sources · 9 min read
- Topic
Why Rust query engines keep winning contributors
A look at the projects pulling maintainers away from the incumbents, and what it means for data teams.
6 sources · 11 min read
- Release
Eval tooling converges on a shared trace format
Three releases in two weeks point to a de facto standard for agent observability.
5 sources · 8 min read
How Dokeon thinks
From raw activity to a decision you can defend.
Three steps run every night for every brief. You only see the result, and the reasons behind it.
01
Ingest the evidence
Dokeon reads repository activity, releases, contributor moves, and web discussion continuously, plus the brief you wrote in plain language.
- Commits, pull requests, issues, and contributors
- Release cadence and changelog substance
- Web and community context around each project
- Repository activity
- Releases
- Contributors
- Web & community
- Your brief
Dokeon AI
02
Analyze what is real
AI separates growth from volume, spikes from trajectories, and weights every signal against the interest axes distilled from your brief.
- Growth rate and absolute volume, side by side
- Trajectory over time, so a spike never reads as a trend
- Weights tuned to your thesis, shown with every score
Score87Breakoutlangchain-ai/langgraph
Contributor growth92
PR & issue volume81
Release cadence74
Web discussion66
03
Decide with confidence
You get a ranked, explained view, Breakouts, Leaders, Rising, and an alert only when something crosses the threshold you set.
- A shortlist worth a closer look this week
- The reasons behind each rank, in plain terms
- Alerts that trace back to the axis that fired them
Breakout
langgraph
Leader
crewAI
autogen
Rising
smolagents
Alert
langgraph crossed your threshold on contributor growth
01 · Ingest the evidence
- Repository activity
- Releases
- Contributors
- Web & community
- Your brief
Dokeon AI
Sample analysis
Why this repo matters now.
What you get for every project Dokeon ranks for you: a score, the signals behind it, its peers, and where the evidence comes from.
1
langchain-ai/langgraph
Graph-based orchestration framework for stateful agents
87
Breakout+6.2 over 30 days
2
Signals, weighted for your brief
Contributor growthHigh weight · 92
PR & issue volumeHigh weight · 81
Release cadenceMedium weight · 74
Web discussionLow weight · 66
Why now
Contributors and merged pull requests both rose for six consecutive weeks, driven by integrations rather than demo forks. Release cadence tightened from monthly to bi-weekly.
3
Peers in your brief
- huggingface/smolagents74
- crewAIInc/crewAI68
- microsoft/autogen61
4
Evidence
- GitHub activity
- Release notes
- Web discussion
Snapshot · nightly run
1
A score and a momentum bucket
Breakout, Leader, or Rising, with the change over 30 days.
2
The signals behind it
Each one weighted for your brief, never a black box.
3
Peers, side by side
The alternatives in your market, ranked the same way.
4
Evidence and freshness
Where the facts come from, and when they were computed.
Who it’s for
One engine, three kinds of decisions.
CTO & tech leads
Should we build, adopt, or ignore this shift?
Separate real technical leverage from hype before it costs engineering time, and walk into build-vs-buy reviews with external evidence.
Decisions it supports
- Which repos deserve a technical review this quarter
- Whether a shift in your stack is durable or noise
- Which alternative to shortlist, and why
What you walk away with
Explained repository shortlist
Investors & research
Where is real momentum forming before it is consensus?
Track category outliers and contributor momentum across a thesis, and bring sharper evidence into sourcing and diligence.
Decisions it supports
- Which categories deserve a deeper look
- Where momentum is building versus fading
- What to flag before it is widely known
What you walk away with
Thesis watchlist with momentum context
Strategy & corp dev
Which market shifts are becoming strategically relevant?
Translate technical movement into readable intelligence for planning, partnerships, and competitive response, without reading code.
Decisions it supports
- Which competitors or entrants are setting the pace
- Which shifts to brief leadership on now
- Which projects belong on a partner or acquisition list
What you walk away with
Recurring, leadership-ready briefs
Why it’s different
Built around timing and evidence, not volume.
Early, not loud
Dokeon scores the repos and releases everyone eventually notices while the shift is still forming. By the time it is a headline, you already saw it move.
Every score explained
Each rank shows the signals behind it, how they are weighted for your brief, and the date of the snapshot. No black box to take on faith.
Factual, not hyped
Every brief and news pitch follows one rule: state the observable fact, invent nothing, exaggerate nothing. No score theater, no manufactured urgency.
How it compares
| What you need | Dokeon | Trending pages | Newsletters | Analyst reports |
|---|---|---|---|---|
| Scoped to your own thesis | Yes | No | No | Partly |
| Reads activity and releases, not just stars | Yes | No | Partly | Partly |
| Explains why something ranks | Yes | No | Partly | Yes |
| Refreshed every day | Yes | Yes | Partly | No |
| Alerts on a threshold you set | Yes | No | No | No |
FAQ
The questions serious buyers ask.
Dokeon is market intelligence for technical decisions. It uses AI to analyze repositories, releases, and web signals, ranks what moves against a brief you write in plain language, and explains every score.
Start with one brief. Decide with evidence.
Free on one market, no card required. Describe what you want to track and see what is really moving.