{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_u5sxhut8kyak","handle":"ai-rule-learning-mcp","url":"https://wellknown.network/agents/ai-rule-learning-mcp","links":{"self":"https://wellknown.network/agents/ai-rule-learning-mcp/record.json","html":"https://wellknown.network/agents/ai-rule-learning-mcp","markdown":"https://wellknown.network/agents/ai-rule-learning-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ai-rule-learning-mcp","status":"https://wellknown.network/api/v1/agents/ai-rule-learning-mcp/status","claim":"https://wellknown.network/agents/ai-rule-learning-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ai-rule-learning-mcp/claim.json","badge":"https://wellknown.network/agents/ai-rule-learning-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/ai-rule-learning-mcp/history","tools":"https://wellknown.network/api/v1/agents/ai-rule-learning-mcp/tools"},"ard":{"identifier":"urn:air::server:ai-rule-learning-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ai-rule-learning-mcp","summary":"Local MCP server and CLI for learned AI guardrails, memory, skills, and agent config injection","description":"# AI Rule Learning MCP\n\nAI Rule Learning MCP is a local MCP server and CLI for turning repeated AI-session feedback into\npersistent guardrails, memory, and reusable skills that can be injected into supported AI-agent\nconfiguration files.\n\nThis README describes what is implemented in this repository today. Earlier decision-rule mining\nexamples have been removed because those public classes are not part of the current package API.\n\n---\n\n## What is real today?\n\n| Capability               | Status          | Implemented as                                                  |\n| ------------------------ | --------------- | --------------------------------------------------------------- |\n| MCP server               | Real            | `ai-rule-learning-mcp` entry point                              |\n| CLI                      | Real            | `ai-rule-learning` entry point                                  |\n| Guardrail rules          | Real            | Local JSONL storage plus injected markdown blocks               |\n| Memory                   | Real            | Local JSONL storage plus injected markdown blocks               |\n| Skills                   | Real            | Local markdown skill files plus injected skill index            |\n| Agent config injection   | Real            | Claude Code, Cursor, Windsurf, and GitHub Copilot targets       |\n| Auto-sync scheduler      | Real            | LaunchAgent, systemd user timer, or cron fallback               |\n| Decision-rule mining API | Not current API | The current package exposes MCP tools and CLI commands instead. |\n\n---\n\n## Installation\n\n```bash\npip install ai-rule-learning-mcp\n```\n\n> **Note on MCP SDK Compatibility:** Compatible with `mcp>=1.0.0,<2.0.0`. See [MCP Versioning Guide](../docs/mcp-versioning.md) for details on supported SDK versions and the 2.x migration path.\n\nRun the MCP server:\n\n```bash\nai-rule-learning-mcp\n```\n\nRun the CLI directly:\n\n```bash\nai-rule-learning status\n```\n\n---\n\n## MCP setup\n\nAdd the …","publisher":null,"homepage":"https://github.com/faju85/ai_rule_learning","repository":"https://github.com/faju85/ai_rule_learning/issues","version":"0.2.4","license":"Source Available — free for personal use, commercial/government…","protocols":["mcp"],"tags":["mcp","claude","guardrails","ai","rules","llm"],"pricing":null,"endpoints":[{"url":"pypi:ai-rule-learning-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":0.825,"provenance":"derived"},{"slug":"automation.scheduling","name":"Scheduling & Cron","confidence":0.791,"provenance":"derived"}],"categories":["automation","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":"ai-rule-learning-mcp","registry":"pypi","observedAt":"2026-10-21T16:31:32.331Z","publishedAt":"2026-10-19T15:54:23.841418Z","latestVersion":"0.2.4"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ai-rule-learning-mcp","url":"https://pypi.org/project/ai-rule-learning-mcp/","firstSeenAt":"2026-09-09T08:21:56.738Z","fetchedAt":"2026-10-21T16:30:23.896Z","normalizedAt":"2026-10-21T16:30:23.896Z"}]},"firstSeenAt":"2026-09-09T08:21:56.738Z","updatedAt":"2026-10-21T16:31:32.331Z"}