{ "netuid": 124, "slug": "swarm", "name": "Swarm", "symbol": "\ud804\udc01", "description": "Swarm Bittensor subnet", "priceTao": 0.008547285, "priceUsd": 2.1628999201248327, "athUsd": 2.1628999201248327, "change24h": 3.069529396627434, "change7d": 20.708798427547407, "change30d": 24.464414586795417, "change90d": 2.71, "marketCapUsd": 6212847.1613510735, "volume24hUsd": 182701.4564563492, "rootProp": 0.20764604938708026, "liquidityUsd": 4809186.816202339, "alphaStaked": 1762734.581297612, "activeMiners": 2, "activeValidators": 13, "emissionPct": 0.004073029629487319, "emissionPerDayTao": 1.0, "registrationCost": 79.312501676, "pruningRank": 46, "immunityRemaining": 4781, "sentiment": "Greed", "githubRepo": "https://github.com/swarm-subnet/swarm", "subnetUrl": "www.swarm124.com", "scorecard": { "adoption": { "label": "weak", "score": 18, "reasons": [ { "tone": "neutral", "label": "Stars", "value": "11", "weight": null }, { "tone": "neutral", "label": "Contributors", "value": "6", "weight": null }, { "tone": "neutral", "label": "24h volume", "value": "$182,701", "weight": null }, { "tone": "neutral", "label": "Validators", "value": "13", "weight": null }, { "tone": "positive", "label": "Bus factor", "value": "Top contributor: 45%", "weight": null }, { "tone": "neutral", "label": "LLM blend", "value": "heuristic=15 \u00d7 0.6 + llm=22 \u00d7 0.4", "weight": null } ] }, "shipSpeed": { "label": "high", "score": 86, "reasons": [ { "tone": "positive", "label": "Commits 30d", "value": "115", "weight": null }, { "tone": "positive", "label": "Merged PRs 30d", "value": "17", "weight": null }, { "tone": "neutral", "label": "Releases 12m", "value": "0", "weight": null }, { "tone": "positive", "label": "Latest push", "value": "2026-04-29T17:26:21Z", "weight": null }, { "tone": "neutral", "label": "Momentum", "value": "stable (115/30d vs 113/mo avg)", "weight": null }, { "tone": "neutral", "label": "LLM blend", "value": "heuristic=95 \u00d7 0.6 + llm=72 \u00d7 0.4", "weight": null } ] }, "updatedAt": "2026-04-29T20:41:08.738347+00:00", "confidence": 0.82, "usefulness": { "label": "watch", "score": 48, "reasons": [ { "tone": "neutral", "label": "Durable keywords", "value": "1 matched", "weight": null }, { "tone": "positive", "label": "Commodity risk", "value": "0 matched", "weight": null }, { "tone": "neutral", "label": "Subnet traction", "value": "2/30", "weight": null }, { "tone": "neutral", "label": "LLM blend", "value": "heuristic=42 \u00d7 0.6 + llm=58 \u00d7 0.4", "weight": null } ] }, "codeQuality": { "label": "weak", "score": 38, "reasons": [ { "tone": "negative", "label": "CI", "value": "Missing", "weight": null }, { "tone": "positive", "label": "Tests", "value": "3 dir(s), framework config", "weight": null }, { "tone": "positive", "label": "Docs", "value": "Basic (600 chars)", "weight": null }, { "tone": "negative", "label": "Dep mgmt", "value": "None", "weight": null }, { "tone": "neutral", "label": "PR reviews", "value": "0.0 avg, 0% self-merge", "weight": null }, { "tone": "neutral", "label": "Commit quality", "value": "35% conventional", "weight": null }, { "tone": "neutral", "label": "Security hygiene", "value": "No SECURITY.md", "weight": null }, { "tone": "neutral", "label": "LLM blend", "value": "heuristic=35 \u00d7 0.6 + llm=42 \u00d7 0.4", "weight": null } ] } }, "marketScore": 26.0, "githubScore": 56.0, "aiScore": 49.0, "masterScore": 44.0, "masterRating": "C", "lastUpdatedAt": "2026-04-29T20:21:48Z", "isStale": false, "masterScorePrev": 43.0, "purpose": { "title": "Swarm", "source": "llm", "confidence": 0.72, "shortSummary": "Swarm is a Bittensor subnet incentivizing AI-driven autonomous drone navigation, where miners train neural networks to pilot drones through 3D environments using only depth camera and raw flight state inputs. Development velocity is notably strong at 115 commits and 17 merged PRs in 30 days, but adoption is critically thin with only 2 active miners and 11 GitHub stars. The subnet occupies a genuinely differentiated robotics niche, yet its on-chain participation and code quality infrastructure lag far behind its shipping pace." }, "analysis": { "risks": [ "Critically low miner participation: only 2 active miners creates near-zero decentralization and makes the subnet fragile to any single miner dropping off", "Zero PR reviews and no CI pipeline despite 17 merged PRs in 30 days \u2014 code is being shipped at high velocity without automated gates or peer review, raising reliability risk as complexity grows" ], "score": 49, "summary": "Swarm is a Bittensor subnet incentivizing AI-driven autonomous drone navigation, where miners train neural networks to pilot drones through 3D environments using only depth camera and raw flight state inputs. Development velocity is notably strong at 115 commits and 17 merged PRs in 30 days, but adoption is critically thin with only 2 active miners and 11 GitHub stars. The subnet occupies a genuinely differentiated robotics niche, yet its on-chain participation and code quality infrastructure lag far behind its shipping pace.", "provider": "cascade:sonnet", "expiresAt": "2026-05-29T20:40:18.746514+00:00", "strengths": [ "High shipping velocity: 115 commits and 17 merged PRs in the last 30 days (339 commits over 90 days) signals an actively developing core team", "Differentiated robotics use case \u2014 autonomous drone navigation via depth-camera-only neural networks is a niche not replicated by other Bittensor subnets, reducing direct competition", "Foundational repo quality signals present: tests, license, and docs all confirmed in rootSignals, and self-merge ratio of 0.0 indicates no solo-merge abuse" ], "updatedAt": "2026-04-29T20:40:18.746514+00:00", "durability": "watch", "recommendation": "Monitor for miner growth above 10 before increasing allocation \u2014 the development team is clearly active, but a subnet with 2 miners and no CI is too fragile for conviction sizing.", "dimensionScores": { "adoption": 22, "shipSpeed": 72, "usefulness": 58, "codeQuality": 42 } }, "repoCoverageStatus": "covered", "image": "https://swarm124.com/apple-touch-icon.png", "repos": [ { "netuid": 124, "repoKind": "primary", "provider": "github", "owner": "swarm-subnet", "name": "swarm", "url": "https://github.com/swarm-subnet/swarm", "source": "registry", "isArchived": false, "isFork": false } ], "repoSnapshots": [ { "fullName": "swarm-subnet/swarm", "description": "Swarm \u2014 Autonomous Drone Navigation", "homepageUrl": "https://swarm124.com/", "defaultBranch": "main", "stars": 11, "forks": 18, "watchers": 3, "contributors": 6, "commits30d": 115, "commits90d": 339, "mergedPrs30d": 17, "mergedPrs90d": 21, "releases12m": 0, "openIssues": 0, "closedIssues30d": 0, "languages": [ { "name": "Python", "percentage": 99.1 }, { "name": "Shell", "percentage": 0.8 }, { "name": "Dockerfile", "percentage": 0.0 }, { "name": "Cap'n Proto", "percentage": 0.0 } ], "topics": [ "ai", "ai-agents", "drone", "robotics", "robotics-competition" ], "rootSignals": { "hasCi": false, "hasTests": true, "hasLintConfig": false, "hasFormatterConfig": false, "hasTypeScript": false, "hasLicense": true, "hasSecurityPolicy": false, "hasDocs": true, "hasDocker": false, "hasDependabot": false, "hasRenovate": false, "rootEntries": [ ".env.example", ".flake8", ".gitignore", "ARCHITECTURE.md", "LICENSE", "MANIFEST.in", "README.md", "RL", "conftest.py", "contrib", "docs", "min_compute.yml", "neurons", "pyproject.toml", "pytest.ini", "requirements.txt", "scripts", "swarm", "tests" ] }, "readmeExcerpt": "

\"Swarm\"

Swarm \u2014 Autonomous Drone Navigation

The open benchmark where AI learns to fly.
Train a neural network to navigate drones through 3D worlds it has never seen \u2014
using nothing but a depth camera and raw flight state. No maps. No rules. No shortcuts.