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LIVE──────── · ──:──:── UTCabout
beam
beam
Discover
PulseActivityAnalyticsBest forMapOrgs
Niches
AgentsMCPRAGCoding AssistantsInference & ServingVector DBs
Personal
WatchlistCompareWeekly report
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Sign in
magic link · no password
[ANALYTICS//QUANT_VIEW]

The numbers behind the feed.

Eight panels showing what changed across the AI tooling ecosystem this period — who moved, where attention concentrated, and which niches are heating up. Every panel reads as a sentence first.

Period
Niches
3,914 tools tracked
[01 / SUMMARY]

The ecosystem at a glance

3.9k tools tracked across 20 niches. Concentration reads as moderate. Sparklines show the last 30 days.

Tracked tools
3.9k
open-source AI repos
Avg velocity
3.98
0–10 composite score
Accelerating
111
2.8% of tracked
Concentrationⓘ
0.15
moderate
[02 / STATE]

State of the ecosystem

60 tools changed velocity class in the last 5 days. Tiles show today's class membership; table shows who moved.

5D WINDOW
ACCEL
111
0 vs last week
STABLE
1,734
0 vs last week
STALL
275
0 vs last week
DYING
1,665
0 vs last week
Biggest class transitions
10 tools · 5d window
  • 01Canner/WrenAISTALL→ACCELMCP
    STARS
  • 02microsoft/agent-governance-toolkitACCEL→STALLAgents
    STARS
  • 03Integuru-AI/InteguruSTALL→ACCELAgents
    STARS
  • 04memvid/memvidSTALL→ACCELRAG
    STARS
  • 05dolthub/doltSTALL→ACCELAgents
    STARS
  • 06ag-ui-protocol/ag-uiACCEL→STALLAgents
    STARS
  • 07googleapis/mcp-toolboxACCEL→STALLMCP
    STARS
  • 08firerpa/lamdaACCEL→STALLMCP
    STARS
  • 09SanMuzZzZz/LuaN1aoAgentSTALL→ACCELMulti-Agent
    STARS
  • 10urchade/GLiNERACCEL→STALLFrameworks & SDKs
    STARS
[03 / MOVERS]

Top movers this period

Tools whose velocity score moved most. Toggle between gainers, losers, and most-volatile. The driver column tags the signal that contributed most.

60 TOTAL · 5D
5d window
  • ToolNicheVelΔ14dDriver
  • 01Canner/WrenAIMCP1.9+3.00
    STARS
  • 02Integuru-AI/InteguruAgents0.2+3.00
    STARS
  • 03memvid/memvidRAG0.6+3.00
    STARS
  • 04dolthub/doltAgents0.5+3.00
    STARS
  • 05SanMuzZzZz/LuaN1aoAgentMulti-Agent0.8+3.00
    STARS
  • 06livekit/agentsAgents5.4+2.00
    STARS
  • 07getpaseo/paseoCoding Assistants2.0+2.00
    STARS
  • 08Significant-Gravitas/AutoGPTAgents4.4+2.00
    STARS
  • 09apify/apify-mcp-serverMCP1.2+2.00
    STARS
  • 10gastownhall/beadsCoding Assistants1.1+2.00
    STARS
  • 11embabel/embabel-agentAgents1.5+2.00
    STARS
  • 12xberg-io/xbergRAG0.9+2.00
    STARS
  • 130x4m4/hexstrike-aiMCP0.8+2.00
    STARS
  • 14amitshekhariitbhu/ai-engineering-interview-questionsMCP0.4+2.00
    STARS
  • 15zilliztech/claude-contextMCP0.6+2.00
    STARS
[04 / TREEMAP]

Where the ecosystem's mass sits

Each rectangle is a niche, sized by tracked repos and colored by average velocity. Click any tile to drill into that niche.

20 NICHES
MCP985 · 0.3 avgFrameworks & SDKs574 · 0.2 avgRAG538 · 0.2 avgAgents476 · 0.2 avgCoding Assistants454 · 0.4 avgInference & Serving259 · 0.5 avg
[05 / MOMENTUM]

Which niches are heating up

Momentum history is filling — first columns land after week 1.

0 OF 8 WEEKS
History filling — first columns land at week 1
[06 / HYPE]

Hype vs substance

X = stars added per week (growth). Y = HN mentions per 30d (buzz). Top-right is the sweet spot: real growth + real attention. Top-3 outliers per quadrant labeled.

195 REPOS
RISING STAR· growth + mentions
  • ollama/ollama
DARK HORSE· growth ≫ mentions
  • affaan-m/ECC
  • NousResearch/hermes-agent
  • n8n-io/n8n
HYPE BUBBLE· mentions ≫ growth
empty
FADING· low everywhere
  • huggingface/transformers
  • Snailclimb/JavaGuide
  • langflow-ai/langflow
[07 / DISTRIBUTION]

Velocity distribution per niche

Each row is a niche; each dot a tool placed by within-niche percentile rank. Top-3 by score labeled below each row. Percentile-rank sidesteps the score-collapse you'd see on raw values.

17 POPULATED
Agents
52 repos · med 1.1
4.4AutoGPT3.3adk-samples3.2agentscope-java
MCP
91 repos · med 1.2
5.8n8n3.2lobehub3.2Vibe-Trading
RAG
44 repos · med 1.3
6.4Flowise3.1memanto3.1langgraph
Coding Assistants
39 repos · med 0.9
6.5ai-job-search4.9nanoclaw4.0sub2api
Inference & Serving
10 repos · med 0.8
4.3vllm2.2mediapipe2.2ray
Vector DBs
1 repos · med 1.9
1.9Resume-Matcher
Multi-Agent
6 repos · med 1.2
5.3ai-agents-for-beginners1.8TradingAgents-astock1.2camel
Local LLMs
5 repos · med 1.7
2.2NextChat1.8openmed1.7ollama
Fine-Tuning
9 repos · med 1.3
2.5sdk1.9LlamaFactory1.5unsloth
On-Device & Edge
1 repos · med 0.9
0.9llmfit
Workflow & No-Code
1 repos · med 2.9
2.9MoneyPrinterTurbo
Observability & LLMOps
4 repos · med 1.2
3.4litellm1.2opik1.1coze-loop
Eval & Benchmark
1 repos · med 1.2
1.2VLMEvalKit
Image Generation
2 repos · med 2.1
2.1gpt_image_playground1.1Toonflow-app
Browsing & Scraping
1 repos · med 1.3
1.3browser-harness
Frameworks & SDKs
38 repos · med 1.1
10.0daily_stock_analysis3.3transformers3.1Megatron-LM
Other
695 repos · med 1.0
6.7generative-ai-for-beginners6.2cc-haha6.0rocketride-server
[08 / METHODOLOGY]

How this is computed

  • // Velocity score blends nine signals into a 0–10 composite — see /about for the full weighting.
  • // Classifications (accelerating / stable / stalling / dying) update continuously.
  • // Live signal feed. Top movers use the largest available window (currently 5d).
  • // Free to read. Dataset published under CC-BY-4.0 — cite as "beam — AI ecosystem intelligence (beamforai.com)".
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