| Rank | Agent | 24h | Score | Δ24h | Cmp | Watch |
|---|---|---|---|---|---|---|
| #1 | open-design | 59.0 | +0.00 | |||
| #2 | crewai | 58.4 | +0.08 | |||
| #3 | open-webui | 58.1 | 0.00 | |||
| #4 | pi | 2 | 54.6 | +0.17 | ||
| #5 | ollama | 2 | 53.2 | -0.18 | ||
| #6 | dify | 8 | 53.2 | +1.14 | ||
| #7 | deer-flow | 2 | 53.2 | 0.00 | ||
| #8 | hermes-agent | 4 | 53.2 | -1.44 | ||
| #9 | graphify | 4 | 53.1 | -1.48 | ||
| #10 | Flowise | 2 | 53.0 | -0.35 | ||
| #11 | daily_stock_analysis | 1 | 52.7 | +0.09 | ||
| #12 | OmniRoute | 1 | 52.4 | -0.11 | ||
| #13 | caveman | 1 | 52.2 | +0.05 | ||
| #14 | open-code-review | 1 | 52.2 | +0.06 | ||
| #15 | Agent-Reach | 52.1 | +0.01 | |||
| #16 | ruflo | 2 | 51.2 | +0.16 | ||
| #17 | gemini-cli | 51.1 | -0.02 | |||
| #18 | deepseek-harness | 2 | 50.9 | +0.01 | ||
| #19 | MinerU | 50.8 | -0.17 | |||
| #20 | oh-my-pi | 1 | 50.8 | +0.03 | ||
| #21 | gpt4free | 1 | 50.6 | -0.04 | ||
| #22 | nanobot | 5 | 50.5 | +0.83 | ||
| #23 | AutoGPT | 50.4 | +0.12 | |||
| #24 | opencode | 14 | 50.2 | +1.63 | ||
| #25 | prompts.chat | 9 | 50.1 | -1.88 | ||
| #26 | firecrawl | 16 | 50.0 | +1.67 | ||
| #27 | ui-ux-pro-max-skill | 3 | 50.0 | +0.00 | ||
| #28 | Codewhale | 3 | 49.8 | -0.10 | ||
| #29 | agency-agents | 3 | 49.8 | -0.00 | ||
| #30 | worldmonitor | 2 | 49.5 | +0.10 | ||
| #31 | CopilotKit | 49.3 | +0.02 | |||
| #32 | ragflow | 2 | 49.2 | -0.04 | ||
| #34 | ai-agents-for-beginners | 1 | 49.1 | -0.01 | ||
| #35 | paperclip | 9 | 48.9 | +0.96 | ||
| #36 | mlflow | 2 | 48.8 | 0.00 | ||
| #37 | QwenPaw | 2 | 48.7 | +0.00 | ||
| #38 | siyuan | 2 | 48.7 | -0.00 | ||
| #39 | MoneyPrinterTurbo | 2 | 48.6 | +0.29 | ||
| #40 | cherry-studio | 3 | 48.6 | +0.00 | ||
| #41 | Vibe-Trading | 2 | 48.5 | +0.00 | ||
| #42 | lobehub | 2 | 48.4 | -0.04 | ||
| #43 | cs249r_book | 14 | 48.2 | +2.50 | ||
| #44 | browser-use | 1 | 47.9 | 0.00 | ||
| #45 | RuView | 2 | 47.9 | -0.40 | ||
| #46 | CowAgent | 47.8 | 0.00 | |||
| #47 | huginn | 18 | 47.1 | -2.28 | ||
| #48 | magpie | 46.7 | +0.04 | |||
| #49 | agentscope | 46.7 | +0.00 | |||
| #50 | gepa-ai/gepa | 46.6 | +0.00 | |||
| #51 | hindsight | 46.5 | +0.05 | |||
| #52 | awesome-llm-apps | 46.3 | +0.00 | |||
| #53 | oh-my-opencode-slim | 46.3 | -0.01 | |||
| #54 | superpowers | 1 | 46.1 | 0.00 | ||
| #55 | anthropics/claude-code | 8 | 46.0 | -1.43 | ||
| #56 | anything-llm | 3 | 45.6 | +0.14 | ||
| #57 | autogen | 3 | 45.5 | +0.20 | ||
| #58 | awesome-openclaw-skills | 3 | 45.0 | +0.00 | ||
| #59 | crush | 3 | 45.0 | 0.00 | ||
| #60 | codex | 3 | 44.9 | +0.04 | ||
| #61 | omnigent | 7 | 44.8 | -1.29 | ||
| #62 | ECC | 2 | 44.6 | -0.15 | ||
| #63 | omnigent-ai/omnigent | 7 | 44.5 | -1.29 | ||
| #64 | agentops | 1 | 44.4 | +0.00 | ||
| #65 | E2B | 1 | 44.4 | +0.01 | ||
| #66 | WrenAI | 2 | 44.3 | 0.00 | ||
| #67 | OpenMontage | 44.1 | -0.25 | |||
| #68 | mobilerun | 1 | 44.0 | 0.00 | ||
| #69 | eve | 1 | 44.0 | +0.00 | ||
| #70 | awesome-generative-ai-guide | 1 | 43.9 | -0.00 | ||
| #72 | giskard-oss | 3 | 43.9 | +0.37 | ||
| #74 | ai-memory | 43.8 | +0.12 | |||
| #75 | Hmbown/CodeWhale | 2 | 43.5 | -0.19 | ||
| #76 | gptme | 43.3 | +0.28 | |||
| #77 | ponytail | 19 | 43.1 | -2.49 | ||
| #78 | awesome-jev | 1 | 42.9 | -0.01 | ||
| #79 | GenAI_Agents | 1 | 42.9 | 0.00 | ||
| #81 | superset-sh/superset | 42.7 | +0.01 | |||
| #82 | DeepSeek-Reasonix | 1 | 42.7 | +0.03 | ||
| #83 | ex-ussr-kinship-research | 1 | 42.6 | -0.09 | ||
| #84 | evolver | 2 | 42.5 | -0.26 | ||
| #85 | affaan-m/everything-claude-code | 1 | 42.3 | 0.00 | ||
| #86 | mu | 3 | 42.2 | +0.07 | ||
| #87 | tester-army/e2e | 2 | 42.1 | -0.25 | ||
| #88 | pandacode | 4 | 42.1 | +0.16 | ||
| #89 | claude-plugins-official | 5 | 42.0 | +0.46 | ||
| #90 | solidcraft | 42.0 | +0.01 | |||
| #91 | universal-modder | 42.0 | -0.01 | |||
| #92 | gsd-pi | 5 | 41.7 | -0.61 | ||
| #93 | awesome-design-md | 2 | 41.4 | -0.00 | ||
| #94 | splash | 3 | 41.3 | +0.00 | ||
| #95 | coucou | 4 | 41.3 | +0.27 | ||
| #96 | backnotprop/plannotator | 2 | 41.1 | -0.04 | ||
| #97 | awesome-agents | 3 | 41.0 | -0.00 | ||
| #103 | claude-code | 7 | 40.3 | -1.07 | ||
| #104 | MiniCPM | 24 | 40.3 | -2.50 | ||
| #106 | openalgo | 40.2 | +0.02 | |||
| #113 | makecindy/cindy | 1 | 39.4 | -0.33 | ||
| #127 | centaur | 4 | 38.2 | +0.14 | ||
| #223 | agents-course | 33.7 | 0.00 | |||
| #1474 | cactus-compute/needle | 250 | 18.8 | -2.17 |
**TAPE-100 Rebalance | Week TBD** Ten agents entered, ten exited. No weight shifts among incumbents. **Additions:** OmniRoute and opencode lead the intake—both routing/orchestration plays suggesting continued demand for agent coordination layers. The rest span workflow automation (huginn), code generation (cs249r_book, GenAI_Agents), and safety tooling (giskard-oss). **Removals:** Cline and LlamaFactory drop out—a code-execution agent and model-training framework that may have peaked in relevance or consolidated into other offerings. Career-ops and AIHOT also exit, reducing the specialized-vertical footprint. **Signal:** Equal churn at the 0.01-weight tier indicates the index is rotating through early-stage tooling rather than solidifying a core. Routing infrastructure gains slight ground while training and career tools fade.
**TAPE-100 Rebalance** Ten agents entered the index this week. **Daily_stock_analysis** and **Codewhale** lead the additions—the former signals continued appetite for financial automation, the latter suggests coding-focused agents are finding traction. Four other notable entries: **Flowise** (low-code agent framework), **Vibe-Trading** (trading vertical), **Graphify** (data visualization), and **QwenPaw** (inference optimization). Ten agents departed. **Langchain** and **Langroid** were framework reference points; their exit reflects the shift away from agent-as-framework toward purpose-built agents. **Front-End-Checklist**, **answer-me-with-html**, and **opencode** suggest specialized dev-tool agents lost momentum. **MiniCPM** and **TradingAgents-astock** indicate churn in open-model and trading verticals. The diff is clean 1:1 rotation—index held steady at 100 members. The pattern reads as consolidation: framework repos and generic dev utilities are out; domain-specific, production-oriented agents (financial, trading, inference, visualization) are in.
**TAPE-100 Rebalance** Ten agents entered the index this week; ten exited. No existing weights shifted. **Additions:** AgentOps and Langroid lead the new cohort—both instrument agent observability and orchestration respectively, reflecting continued focus on the operational layer. Solidcraft, Universal-Modder, and ZCode suggest renewed interest in code-generation and modification tasks. **Removals:** Letta and Langflow—both mature agent frameworks—dropped out alongside Claude-Mem and FinRobot, indicating churn in memory systems and domain-specific finance agents. Latitude-Dev and Adhd also exited. The swap signals a shift away from established frameworks toward lighter, purpose-built tooling and observability. No major weight concentration changes; the index remains evenly distributed at 100 members.
**TAPE-100 Rebalance** Ten new entries joined at minimum weight this week: **WrenAI** (SQL agent for data querying) and **MiniCPM** (compact multimodal model) led the incoming cohort, alongside task-specific tools like awesome-openclaw-skills, plannotator, and eve. The rest are smaller utilities spanning wikis, HTML output, and coding aids. On the exit side, ten agents dropped out at equivalent 0.01 weight—notably **loop-engineering** and **langroid**, both frameworks that had light index presence. CLI tools, financial platforms (OpenBB), and memory/orchestration layers (SimpleMem, botpress) also cycled out. The pattern reads as steady churn at the index floor: no agents gained or lost significant weight, and turnover was symmetric (10 in, 10 out). This suggests the index is testing new experimental tools while pruning those that didn't gain traction—typical consolidation in an emerging agent ecosystem.
### TAPE-100 rebalance 100 constituents this week. 16 new entrants, including magpie, paperclip, centaur. 16 dropped, including openclaude, tensorzero, AReaL.
### TAPE-100 rebalance 100 constituents this week. 28 new entrants (e.g. 8abbd7a0, ec79aeb6, 08517ff8…). 28 dropped (e.g. e24f75c9, 00a706c1, fd81f160…).
The 100 application agents with the highest AgentScore. Foundation models live in FM-50; this index is application-only. Equal-weighted v1. Rebalances Mondays 03:00 UTC.