{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_47nwxw3rauf8","handle":"mcp-reflect","url":"https://wellknown.network/agents/mcp-reflect","links":{"self":"https://wellknown.network/agents/mcp-reflect/record.json","html":"https://wellknown.network/agents/mcp-reflect","markdown":"https://wellknown.network/agents/mcp-reflect/record.md","api":"https://wellknown.network/api/v1/agents/mcp-reflect","status":"https://wellknown.network/api/v1/agents/mcp-reflect/status","claim":"https://wellknown.network/agents/mcp-reflect/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-reflect/claim.json","badge":"https://wellknown.network/agents/mcp-reflect/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-reflect/history","tools":"https://wellknown.network/api/v1/agents/mcp-reflect/tools"},"ard":{"identifier":"urn:air::server:mcp-reflect","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-reflect","summary":"A framework for model self-reflection and meta-cognitive processing","description":"# MCP-Reflect 🪞\n\n[![PyPI version](https://img.shields.io/pypi/v/mcp-reflect.svg)](https://pypi.org/project/mcp-reflect/)\n[![Python versions](https://img.shields.io/pypi/pyversions/mcp-reflect.svg)](https://pypi.org/project/mcp-reflect/)\n[![Tests](https://github.com/JonesH/mcp-reflect/actions/workflows/test.yml/badge.svg)](https://github.com/JonesH/mcp-reflect/actions/workflows/test.yml)\n[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](https://opensource.org/licenses/MIT)\n\n**MCP-Reflect** is a Model Control Protocol (MCP) tool for enhancing model self-reflection capabilities. It helps improve AI responses through structured evaluation and feedback.\n\n## 🌟 Features\n\n- ✅ **Qualitative Response Improvement** - Transform model outputs into more accurate, clear, and complete versions\n- ✅ **Structured Self-Evaluation** - Score responses across multiple quality dimensions\n- ✅ **Concrete Improvement Suggestions** - Get actionable feedback for each dimension\n- ✅ **Multiple Processing Modes** - Process responses independently, iteratively, or comparatively\n- ✅ **MCP-Compatible** - Seamlessly integrates with Claude and other MCP-compatible assistants\n\n## 📊 Evaluation Dimensions\n\nMCP-Reflect evaluates model responses across these key dimensions:\n\n- **Accuracy**: Factual correctness and absence of errors\n- **Clarity**: How well-structured and easy to understand the response is\n- **Completeness**: Whether all relevant aspects of the topic are addressed\n- **Relevance**: How directly the response addresses the query\n- **Coherence**: Logical flow and consistency of reasoning\n- **Conciseness**: Appropriate length without unnecessary repetition\n- **Helpfulness**: Practical value and actionability of the response\n- **Reasoning**: Quality of logic, evidence, and argumentation\n- **Safety**: Responsible handling of sensitive topics\n\n## 🚀 Installation\n\n### Using pip\n\n```bash\n# Install from PyPI (stable releases)\npip install mcp-reflect\n\n# Install with all dependencie…","publisher":{"name":"Jona Heidsick","url":null},"homepage":null,"repository":"https://github.com/JonesH/mcp-reflect","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["mcp","llm","ai","reflection","evaluation"],"pricing":null,"endpoints":[{"url":"pypi:mcp-reflect","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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"ai.evaluation","name":"Evaluation & Benchmarks","confidence":1,"provenance":"declared"}],"categories":["ai"],"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":"mcp-reflect","registry":"pypi","observedAt":"2026-10-28T12:23:08.756Z","publishedAt":"2025-05-11T22:15:02.268667Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-reflect","url":"https://pypi.org/project/mcp-reflect/","firstSeenAt":"2026-09-10T03:19:13.460Z","fetchedAt":"2026-10-28T12:22:33.994Z","normalizedAt":"2026-10-28T12:22:33.994Z"}]},"firstSeenAt":"2026-09-10T03:19:13.460Z","updatedAt":"2026-10-28T12:23:08.756Z"}