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beam
Discover
PulseActivityAnalyticsBest forMapOrgs
Niches
AgentsMCPRAGCoding AssistantsInference & ServingVector DBs
Personal
WatchlistCompare
A
Hi, Adam
—
beam
[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
3,148 tools tracked
[01 / SUMMARY]

The ecosystem at a glance

3.1k tools tracked across 20 niches. Concentration reads as moderate.

Tracked tools
3.1k
open-source AI repos
Avg velocity
4.00
0–10 composite score
Accelerating
61
1.9% of tracked
Concentrationⓘ
0.14
moderate
[02 / STATE]

State of the ecosystem

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

6D WINDOW
ACCEL
61
0 vs last week
STABLE
880
0 vs last week
STALL
784
0 vs last week
DYING
1,352
0 vs last week
Biggest class transitions
5 tools · 6d window
  • 01Significant-Gravitas/AutoGPTSTALL→STABLEAgents
    STARS
  • 02xstongxue/best-promptsSTALL→STABLEFrameworks & SDKs
    STARS
  • 03xx025/carrotSTABLE→STALLFrameworks & SDKs
    STARS
  • 04skills-directory/skill-codexSTABLE→STALLCoding Assistants
    STARS
  • 05mongodb/mongotSTALL→DYINGVector DBs
    —
[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.

5 TOTAL · 6D
6d window
  • ToolNicheVelΔ14dDriver
  • 01Significant-Gravitas/AutoGPTAgents3.8+1.00
    STARS
  • 02xstongxue/best-promptsFrameworks & SDKs0.1+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
MCP701 · 0.0 avgFrameworks & SDKs535 · 0.0 avgRAG447 · 0.2 avgAgents391 · 0.1 avgCoding Assistants315 · 0.1 avgInference & Serving222 · 0.0 avg
[05 / MOMENTUM]

Which niches are heating up

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

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

Hype vs substance

30 of 30 candidates plotted; the rest lack adoption or sentiment data. Top-3 outliers per quadrant labeled.

30 REPOS
RISING STAR· mentions + installs
empty
DARK HORSE· installs ≫ mentions
  • huggingface/transformers
  • langchain-ai/langchain
  • vllm-project/vllm
HYPE BUBBLE· mentions ≫ installs
  • ollama/ollama
  • NousResearch/hermes-agent
  • google-gemini/gemini-cli
FADING· low everywhere
  • Significant-Gravitas/AutoGPT
  • rasbt/LLMs-from-scratch
  • thedotmack/claude-mem
[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.

19 POPULATED
Agents
232 repos · med 0.5
4.4agentcore-samples4.0agents3.7adk-samples
MCP
138 repos · med 0.7
4.0open-multi-agent3.9JeecgBoot3.2antigravity-awesome-skills
RAG
146 repos · med 0.4
10.0daily_stock_analysis3.9all-in-rag2.5DeepTutor
Coding Assistants
96 repos · med 0.5
6.8nanoclaw3.59router3.2nanobot
Inference & Serving
15 repos · med 0.5
2.3ray1.2nano-vllm0.9xllm
Vector DBs
2 repos · med 0.3
0.3Large-Language-Model-Notebooks-Course0.0prompttools
Multi-Agent
26 repos · med 0.7
6.2ai-agents-for-beginners2.6agent-framework2.0neuro-san-studio
Local LLMs
6 repos · med 0.9
2.3langchain4j1.7ollama0.9BrowserOS
Fine-Tuning
6 repos · med 1.2
1.4axolotl1.2maxtext1.2ms-swift
On-Device & Edge
1 repos · med 0.6
0.6neural-compressor
Workflow & No-Code
1 repos · med 0.1
0.1alan-sdk-web
Observability & LLMOps
6 repos · med 0.8
3.4litellm1.0helicone0.8tensorzero
Voice & Speech
2 repos · med 0.7
0.7ChatTTS0.4Bert-VITS2
Eval & Benchmark
4 repos · med 0.9
1.2lmms-eval0.9VLMEvalKit0.0evalplus
Security & Red-Team
1 repos · med 0.1
0.1L1B3RT4S
Image Generation
1 repos · med 1.0
1.0AIGC-Interview-Book
Browsing & Scraping
1 repos · med 0.0
0.0thepipe
Frameworks & SDKs
65 repos · med 0.4
3.2transformers3.0Megatron-LM2.4prompts.chat
Other
251 repos · med 0.6
7.5generative-ai-for-beginners7.0Flowise4.3new-api
[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) are recomputed daily.
  • // Snapshots land at 03:00 UTC. 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 (theterminal.dev)".
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