{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_4fgzadtx9q95","handle":"kura-mcp","url":"https://wellknown.network/agents/kura-mcp","links":{"self":"https://wellknown.network/agents/kura-mcp/record.json","html":"https://wellknown.network/agents/kura-mcp","markdown":"https://wellknown.network/agents/kura-mcp/record.md","api":"https://wellknown.network/api/v1/agents/kura-mcp","status":"https://wellknown.network/api/v1/agents/kura-mcp/status","claim":"https://wellknown.network/agents/kura-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/kura-mcp/claim.json","badge":"https://wellknown.network/agents/kura-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/kura-mcp/history","tools":"https://wellknown.network/api/v1/agents/kura-mcp/tools"},"ard":{"identifier":"urn:air::server:kura-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"kura-mcp","summary":"Tool intelligence for AI agents. Analyze, optimize, and harmonize MCP tool descriptions and OpenClaw skills.","description":"# 🔍 Kura\n\n**Tool intelligence for AI agents.** Analyze, optimize, and harmonize MCP tool descriptions and OpenClaw skills.\n\nYour agents connect to dozens of MCP tools and skills. Their descriptions are inconsistent, conflicting, and unoptimized. The result: wrong tool selection, wasted tokens, unreliable agent behavior.\n\nKura fixes this.\n\n```bash\npip install kura-mcp\nkura scan path/to/mcp-config.json\n```\n\n## What it does\n\n**Detects conflicts** — finds tools with overlapping descriptions that confuse your agent's tool selection.\n\n**Scores quality** — rates every tool description 0-100 and tells you exactly what to fix.\n\n**Estimates token waste** — shows how much of your token budget goes to tool descriptions and where to cut.\n\n**Suggests improvements** — optionally uses an LLM to rewrite vague descriptions into precise ones.\n\n## Example\n\n```\n$ kura scan ~/.config/claude/claude_desktop_config.json\n\n  🔍 Kura — Tool Quality Report\n\n  Scanned: 47 tools across 8 MCP servers\n  Overall catalog health: 64/100\n\n  ── HIGH CONFLICTS ──────────────────────────────────\n\n  ⚠ github/create_issue ↔ jira/create_ticket  (0.92)\n    Both describe creating issues/tickets with title and description.\n\n  ⚠ filesystem/search ↔ browser/find  (0.87)\n    Both describe searching/finding with patterns.\n\n  ── QUALITY ISSUES ──────────────────────────────────\n\n  ✗ filesystem/search  (23/100)\n    • Description too vague: \"Search for files\"\n    • No parameter descriptions\n\n  ── TOKEN BUDGET ────────────────────────────────────\n\n  Total catalog: 18,400 tokens\n  Estimated after optimization: ~7,200 tokens (-61%)\n```\n\n## Install\n\n```bash\n# Core (quality scoring + token estimation)\npip install kura-mcp\n\n# With semantic similarity detection + NLP verb detection\npip install kura-mcp[analysis]\n\n# With live MCP server connections + OAuth\npip install kura-mcp[dump]\n\n# With LLM-enhanced scoring (Anthropic, OpenAI, or Google Gemini)\npip install kura-mcp[suggest]\n\n# Everything\npip install kura-mcp[all]\n```\n\n#…","publisher":{"name":"Grigory Sapunov","url":null},"homepage":"https://github.com/getkura/kura","repository":"https://github.com/getkura/kura","version":"0.2.0","license":null,"protocols":["mcp"],"tags":["ai-agents","llm","mcp","openclaw","tool-selection"],"pricing":null,"endpoints":[{"url":"pypi:kura-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.filesystem","name":"Filesystem","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"provenance":"derived"},{"slug":"dev.project-management","name":"Project Management","confidence":0.768,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"kura-mcp","registry":"pypi","observedAt":"2026-10-28T08:28:11.749Z","publishedAt":"2026-04-19T22:06:07.342767Z","latestVersion":"0.2.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"kura-mcp","url":"https://pypi.org/project/kura-mcp/","firstSeenAt":"2026-09-09T23:24:45.537Z","fetchedAt":"2026-10-28T08:27:08.748Z","normalizedAt":"2026-10-28T08:27:08.748Z"}]},"firstSeenAt":"2026-09-09T23:24:45.537Z","updatedAt":"2026-10-28T08:28:11.749Z"}