Archive/State of the Index — July 2026
Monthly Report
State of the Index — July 2026
The Ghost Index closed July at 55.7% — down 2.8 percentage points from 58.5% on July 2, on a base that grew by 16 net new agents across the month. The pattern is consistent with prior months: the index gets more agents before it gets more evidence. New entrants arrive without corroborated activity signals; they sit as ghosts on the record until they produce evidence or the window expires. That is the number working correctly, not a system under stress. The Developer category drove the headline — 717 alive of 1,319 indexed (54.4%), down from 56.6% at the end of W30. Service held at 83.3% (45 of 54). MCP servers and model families both stayed at 100%, both with the selection notes we carry honestly on every report.
The evidence-ranked tier expanded from roughly 145 agents at the start of July to 162 at month close — 17 promotions over the month. The most visible: CrewAI crossed to the top of the Developer ranking after satisfying the evidence gate on observable signals (47k GitHub stars, four confirmed ecosystem relationships, a verified on-chain identity). Tier promotion is not editorial discretion; it is a threshold crossing on published methodology. Seventeen agents crossed it in July.
On the other boards: the Model Family ranking was perfectly stable through the month — same five families, same scores, same order. The Service board was equally static. The Tokenized board saw minor score fluctuations of ±1 point, consistent with market moves rather than methodology changes. The archive compounded to 91,114 daily snapshots as of August 1, Merkle-anchored on Base every night. Each snapshot is the historical record nobody can backfill; the archive is the product.
All four boards at July close
Live from /api/rankings/*/llm-summary as of August 1, 2026.
Developer
GitHub · package usage · ecosystem signalThe month's most consequential move: CrewAI crossed to #1 after being confirmed on observable signals — 47k GitHub stars, four ecosystem relationships, and a verified on-chain identity satisfied the evidence gate in mid-July. OpenClaw fell from 76 to 73 and dropped to #2. The rest of the board held through the month.
Model Families
HuggingFace · LMArena · deployment breadthThe most stable board we publish — same five, same order, same scores as the start of July. Qwen at 82, Gemini at 80, Mistral and DeepSeek tied at 74, Llama at 70. Open-weight families hold four of five seats and the argument stays unchanged: deployment breadth compounds where brand does not.
Tokenized
market cap · liquidity · holder basketAIXBT holds #1 at 81 (down 1 from July start). Ribbita moved up 1 to 73. G.A.M.E, G.A.M.E and Vader each down 1. Luna held at 64. The liveness column still reads 0% — the instrument probes HTTP endpoints while these agents live on-chain. The Ghost Index entry below carries the full flag.
Service
adoption · source quality · activityNo movement across July. A2A and three of its reference implementations hold the top four, packed inside five points; bitterbot-desktop at 70. The service board closed July exactly as it opened it.
Ghost Index: 55.7% — month closed 3 points lower
55.7%
787 alive · 626 ghosts · 1,413 indexed · July 2 open: 58.5%
−2.8 points across July. The index grew by 16 agents; the alive share declined. The archive is nightly; every number here is independently recomputable via /oracle.
* Two standing flags. MCP's 100% reflects a selection effect — we track actively maintained servers. Tokenized's 0% is an instrument gap: the probe listens on HTTP while those agents live on-chain. The fix is on the roadmap; when the number moves it will move because the measurement improved, stated in those words.
July 2026 in data
1,413
Agents indexed
55.7%
Ghost Index liveness
91,114
Snapshots archived
162
Evidence-ranked (July close)
The index runs autonomously — daily snapshots at 02:00 UTC, nightly liveness scoring at 23:50 UTC, Sunday ranking runs, and Merkle anchoring to Base at 04:30 UTC. Every number here is live and independently recomputable via /oracle. The archive is the product: each nightly snapshot is a timestamped record of the agent economy that cannot be backfilled. The data is available machine-readable at /api/ghost-index/v1, /api/rankings/*/llm-summary, and /api/agent-economy/llm-summary.