Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Local-first agent memory with verified backup rotation and explicit project isolation.
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We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
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The GitHub repo last changed –, and the latest version (0.8.25) reached the registry 7 days ago.
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In the same category: Context7, Codebase Memory, Exa
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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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English · [Українська](README.uk.md)
A native, local-first, multilingual memory server for Codex, Claude Code, and any MCP client. Go + Qdrant + bge-m3 — no Docker, no cloud, no API keys.
Purpose-built for private coding-agent memory: a small native appliance rather than a hosted, multi-tenant memory platform. The default path is offline and cross-lingual, with observable retrieval cost and no account dependency.
[Project site](https://mclaut.github.io/ariadne/) · [Hugging Face Space](https://huggingface.co/spaces/mclaut/ariadne) · [Latest release](https://github.com/mclaut/ariadne/releases/latest)
Built as a replacement for embedded vector-DB memory backends that crash or starve under several concurrent MCP sessions. ariadne is a server: one Qdrant handles concurrent writes natively, so the whole single-writer / lock-starvation class simply doesn't exist.
With a declared full-backup plan, the only retained recovery set is backups/previous/full. Collection snapshots are captured inside that set; upgrades and client integration reuse its verified recovery proof instead of creating separate runtime or configuration copies. Existing component copies require an explicit cleanup plan and are not silently removed. Audit remains outside rotation.
previous-runtime copies join the canonical one-copy retention policy.backup-retention runtime-cleanup.approval_id. Tests verify successful continuation and rejection of reused one-time grants.ariadnectl approvals --all lists retained requests and their lifecycle without authorizing or consuming access.Ariadne.app in the system Applications folder when writable, with a user-level ~/Applications fallback and a native project icon.v0.8.14 detached the confirmed macOS update helper from tray shutdown and made the handoff observable in update.log.
v0.8.13 makes a consolidation deadline safe deferred work rather than a maintenance failure, preserving every source diary with append-only deferred metadata.
v0.8.12 bounded the maintenance supervisor, made schema-bound consolidation JSON deterministic for reasoning-capable Ollama models, and added exact, append-only owner-approved credential trust.
v0.8.11 made the desktop tray truly single-instance, reconciled canonical and historical launchd ownership, preserved superseded plist files in an archive, and added real tray-process diagnostics.
v0.8.10 made token attribution auditable with lossless Qdrant pagination, recallable-versus-history coverage, separated measured and estimated provenance, explicit gap classification, and safe opt-in attribution backfill.
ariadnectl status, the tray, and the full-stack doctor report Qdrant's open descriptors and configured limit, with a visible warning before exhaustion.cmd/eval now calculates deterministic macro Recall, MRR, and nDCG for judged BM25 and learned-sparse runs instead of claiming a SPLADE improvement without corpus evidence.internal/maintenance; ariadnectl retains its established CLI and activity semantics.make clean archives generated assets with a recovery manifest instead of deleting them.brew is absent from launchd's minimal PATH, so both Qdrant and Ollama actually restart.ariadnectl restart runs the start phase even when stopping one service reports an error, then returns every failure instead of leaving the stack down after a partial stop.ariadnectl status expose service PIDs; structured logs include duration, before/after state, command output, and the exact verification failure.start, stop, and restart propagate platform errors to the CLI and tray instead of displaying success.startup, resume, clear, compact, and fork, and injects an explicit reminder to save durable decisions, gotchas, and verified outcomes immediately.The macOS approval warning comes to the foreground. The native dialog activates before it is displayed, so an access request cannot sit unnoticed behind the active coding window. Activation changes visibility, never authority.
Hugging Face publishing is valid. Th
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