beam
beam
Discover
PulseActivityAnalyticsBest forMapOrgs
Niches
AgentsMCPRAGCoding AssistantsInference & ServingVector DBs
Personal
WatchlistCompareWeekly report
?
Sign in
magic link · no password
LIVE──────── · ──:──:── UTCabout
beam
beam
Discover
PulseActivityAnalyticsBest forMapOrgs
Niches
AgentsMCPRAGCoding AssistantsInference & ServingVector DBs
Personal
WatchlistCompareWeekly report
?
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
3,541 tools tracked
[01 / SUMMARY]

The ecosystem at a glance

3.5k tools tracked across 20 niches. Concentration reads as moderate. Sparklines show the last 30 days.

Tracked tools
3.5k
open-source AI repos
Avg velocity
3.96
0–10 composite score
Accelerating
60
1.7% of tracked
Concentrationⓘ
0.15
moderate
[02 / STATE]

State of the ecosystem

60 tools changed velocity class in the last 6 days. Tiles show today's class membership; table shows who moved.

6D WINDOW
ACCEL
60
0 vs last week
STABLE
1,645
0 vs last week
STALL
326
0 vs last week
DYING
1,377
0 vs last week
Biggest class transitions
10 tools · 6d window
  • 01lyogavin/airllmDYING→ACCELFine-Tuning
    STARS
  • 02elder-plinius/CL4R1T4SACCEL→STALLAgents
    STARS
  • 03p-e-w/hereticACCEL→STALLFrameworks & SDKs
    STARS
  • 04thesysdev/openuiSTALL→ACCELAgents
    STARS
  • 05OpenPipe/ARTSTALL→ACCELAgents
    STARS
  • 06MODSetter/SurfSenseACCEL→STALLRAG
    STARS
  • 07dolthub/doltSTALL→ACCELAgents
    STARS
  • 081Panel-dev/MaxKBACCEL→STALLMCP
    STARS
  • 09Armur-Ai/Pentest-Swarm-AISTALL→ACCELAgents
    STARS
  • 10cocoindex-io/cocoindex-codeACCEL→STALLMCP
    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 · 6D
6d window
  • ToolNicheVelΔ14dDriver
  • 01lyogavin/airllmFine-Tuning1.3+4.00
    STARS
  • 02thesysdev/openuiAgents1.1+3.00
    STARS
  • 03OpenPipe/ARTAgents1.1+3.00
    STARS
  • 04dolthub/doltAgents0.5+3.00
    STARS
  • 05Armur-Ai/Pentest-Swarm-AIAgents1.3+3.00
    STARS
  • 06kayba-ai/agentic-context-engineAgents1.0+3.00
    STARS
  • 07the-open-engine/zeroshotCoding Assistants0.5+3.00
    STARS
  • 08ZhuLinsen/daily_stock_analysisFrameworks & SDKs9.9+2.00
    STARS
  • 09mukul975/Anthropic-Cybersecurity-SkillsMCP1.3+2.00
    STARS
  • 10topoteretes/cogneeAgents1.8+2.00
    STARS
  • 11bytedance/deer-flowMulti-Agent2.7+2.00
    STARS
  • 12JCodesMore/ai-website-cloner-templateCoding Assistants1.0+2.00
    STARS
  • 13shanraisshan/claude-code-best-practiceCoding Assistants0.9+2.00
    STARS
  • 14EverMind-AI/EverOSMCP0.7+2.00
    STARS
  • 15alibaba/page-agentMCP1.4+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
MCP836 · 0.1 avgFrameworks & SDKs562 · 0.2 avgRAG490 · 0.2 avgAgents437 · 0.2 avgCoding Assistants391 · 0.4 avgInference & Serving236 · 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.

198 REPOS
RISING STAR· growth + mentions
  • NousResearch/hermes-agent
  • ollama/ollama
  • open-webui/open-webui
DARK HORSE· growth ≫ mentions
  • affaan-m/ECC
  • n8n-io/n8n
  • f/prompts.chat
HYPE BUBBLE· mentions ≫ growth
empty
FADING· low everywhere
  • Significant-Gravitas/AutoGPT
  • huggingface/transformers
  • Snailclimb/JavaGuide
[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
95 repos · med 1.1
3.7agents3.5agentcore-samples3.1AutoGPT
MCP
97 repos · med 1.2
4.1JeecgBoot3.5Vibe-Trading3.4LibreChat
RAG
59 repos · med 1.2
7.3Flowise3.4all-in-rag3.0langgraph
Coding Assistants
38 repos · med 1.0
3.8sub2api3.6hermes-agent2.8nanobot
Inference & Serving
9 repos · med 0.8
4.3vllm2.3ray2.2mediapipe
Vector DBs
1 repos · med 1.5
1.5cuvs
Multi-Agent
9 repos · med 1.2
5.6ai-agents-for-beginners2.7deer-flow2.2uAgents
Local LLMs
6 repos · med 0.9
2.2langchain4j1.6ollama0.9BrowserOS
Fine-Tuning
9 repos · med 1.1
1.8LlamaFactory1.6unsloth1.2maxtext
On-Device & Edge
1 repos · med 1.0
1.0llmfit
Observability & LLMOps
5 repos · med 1.0
3.3litellm1.2coze-loop1.0opik
Eval & Benchmark
2 repos · med 1.1
1.1lmms-eval1.0VLMEvalKit
Image Generation
3 repos · med 1.5
2.4gpt_image_playground1.5Toonflow-app0.8AIGC-Interview-Book
Browsing & Scraping
1 repos · med 1.4
1.4browser-harness
Frameworks & SDKs
48 repos · med 0.9
9.9daily_stock_analysis3.1transformers3.1Megatron-LM
Other
617 repos · med 0.9
5.9n8n5.6generative-ai-for-beginners5.3rocketride-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 6d).
  • // Free to read. Dataset published under CC-BY-4.0 — cite as "beam — AI ecosystem intelligence (beamforai.com)".
LIVE──────── · ──:──:── UTCabout