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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
4,318 tools tracked
[01 / SUMMARY]

The ecosystem at a glance

4.3k tools tracked across 20 niches. Concentration reads as moderate. Sparklines show the last 30 days.

Tracked tools
4.3k
open-source AI repos
Avg velocity
3.30
0–10 composite score
Accelerating
78
1.8% of tracked
Concentrationⓘ
0.16
moderate
[02 / STATE]

State of the ecosystem

58 tools changed velocity class in the last 1 day. Tiles show today's class membership; table shows who moved.

1D WINDOW
ACCEL
78
0 vs last week
STABLE
1,799
0 vs last week
STALL
386
0 vs last week
DYING
1,900
0 vs last week
Biggest class transitions
10 tools · 1d window
  • 01browserbase/stagehandACCEL→STABLEAgents
    STARS
  • 02urchade/GLiNERSTABLE→ACCELFrameworks & SDKs
    STARS
  • 03TencentCloud/CubeSandboxACCEL→STABLEAgents
    STARS
  • 04iii-hq/iiiSTABLE→ACCELAgents
    STARS
  • 05humanlayer/humanlayerSTABLE→DYINGCoding Assistants
    STARS
  • 06holaboss-ai/holaOSACCEL→STABLEMCP
    STARS
  • 07cube-js/cubeSTABLE→ACCELAgents
    STARS
  • 08graykode/abtopACCEL→STABLECoding Assistants
    STARS
  • 09data-prep-kit/data-prep-kitSTABLE→DYINGFrameworks & SDKs
    STARS
  • 10EvolvingLMMs-Lab/NEODYING→STABLEFrameworks & 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.

58 TOTAL · 1D
1d window
  • ToolNicheVelΔ14dDriver
  • 01urchade/GLiNERFrameworks & SDKs1.0+2.00
    STARS
  • 02iii-hq/iiiAgents0.9+2.00
    STARS
  • 03cube-js/cubeAgents1.1+2.00
    STARS
  • 04EvolvingLMMs-Lab/NEOFrameworks & SDKs0.0+2.00
    STARS
  • 05deepset-ai/haystack-cookbookRAG0.5+2.00
    STARS
  • 06oxylabs/ai-crawler-pyAgents0.0+2.00
    —
  • 07sgl-project/sglangInference & Serving4.1+1.00
    STARS
  • 08alibaba/zvecRAG0.7+1.00
    STARS
  • 09walkinglabs/hands-on-modern-rlAgents0.5+1.00
    STARS
  • 10dagger/daggerAgents0.6+1.00
    STARS
  • 11NirDiamant/agents-towards-productionMCP1.0+1.00
    STARS
  • 12DataTalksClub/ai-dev-tools-zoomcampMCP0.8+1.00
    STARS
  • 13a5c-ai/babysitterCoding Assistants0.3+1.00
    STARS
  • 14roboflow/inferenceAgents0.9+1.00
    STARS
  • 15vstorm-co/full-stack-ai-agent-templateRAG0.3+1.00
    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
MCP1095 · 0.7 avgFrameworks & SDKs588 · 0.5 avgRAG572 · 0.6 avgAgents520 · 0.6 avgCoding Assistants507 · 0.6 avgInference & Serving294 · 0.6 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.

198 REPOS
RISING STAR· growth + mentions
  • f/prompts.chat
DARK HORSE· growth ≫ mentions
  • affaan-m/ECC
  • NousResearch/hermes-agent
  • deepseek-ai/deepseek-harness
HYPE BUBBLE· mentions ≫ growth
  • Significant-Gravitas/AutoGPT
FADING· low everywhere
  • Snailclimb/JavaGuide
  • google-gemini/gemini-cli
  • ChatGPTNextWeb/NextChat
[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.

16 POPULATED
Agents
51 repos · med 1.1
5.0openalgo3.2AutoGPT2.2deepseek-harness
MCP
84 repos · med 1.2
5.9n8n3.9LibreChat3.1dify
RAG
38 repos · med 1.2
3.5memanto2.9langchain2.9langgraph
Coding Assistants
41 repos · med 1.1
6.3ai-job-search4.2hermes-agent4.2nanoclaw
Inference & Serving
12 repos · med 1.1
2.3ray2.0mediapipe1.9nvcf
Vector DBs
3 repos · med 0.8
1.7Resume-Matcher0.8RaBitQ-Library0.6fiftyone
Multi-Agent
5 repos · med 1.5
4.9ai-agents-for-beginners3.4nasiko1.5eigent
Local LLMs
8 repos · med 1.6
2.9dograh2.6Soup2.4NextChat
Fine-Tuning
6 repos · med 1.3
1.6LlamaFactory1.5unsloth1.3ms-swift
On-Device & Edge
1 repos · med 1.0
1.0llmfit
Workflow & No-Code
2 repos · med 3.1
3.1MoneyPrinterTurbo2.4VoiceStudio
Observability & LLMOps
3 repos · med 1.2
3.6litellm1.2opik0.7helicone
Eval & Benchmark
1 repos · med 1.4
1.4VLMEvalKit
Image Generation
1 repos · med 1.6
1.6gpt_image_playground
Frameworks & SDKs
28 repos · med 1.2
8.1daily_stock_analysis3.4transformers3.0Megatron-LM
Other
716 repos · med 1.1
8.3generative-ai-for-beginners7.2cc-haha6.5rocketride-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 1d).
  • // Free to read. Dataset published under CC-BY-4.0 — cite as "beam — AI ecosystem intelligence (beamforai.com)".
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