[new agent] MediGraph Agent：医疗数据—知识—洞察智能体 - #1
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归档队伍 MaineCoon 的参赛作品至 通用智能体/其他/MediGraphAgent/。 基于 Nexent、DataMate、MCP 与 A2A，把非结构化医疗文本做到可溯源知识图谱 与图谱驱动的 BI 洞察，形成数据→知识→洞察闭环。 包含四个智能体，由同一套 MCP 服务（17 个工具）驱动： - 医疗数据处理智能体：编排算子完成清洗/抽取/建图，可调度 DataMate 流水线 - 医疗知识图谱生成与问答智能体：构建可溯源图谱并做 GraphRAG 问答 - 图谱驱动分析与 BI 智能体：SQL 统计与 GRAPH 关联分析自动路由，产出图表 - 闭环协作总控智能体：统一调度上述三者，支持 A2A 子智能体转交 目录内容： agent.json 平台导入入口，即闭环协作总控智能体 智能体源文件/ 4 个可导入 Nexent 的 AgentConfig mcp服务/ MCP 服务源码、知识库、配置与容器化部署文件 skills/ Nexent 技能包（zip + 源码 + 打包脚本） datamate算子包/ DataMate 平台可上传的 5 个算子（zip + 源码） README.md 运行环境依赖、启动命令与四个智能体的使用示例 随包提供知识库文件（演示知识图谱、分析数据库、词典抽取器、实体链接知识库）， 导入后无需额外下载即可运行。自训练神经抽取权重约 1.4 GB 未随包提供， 抽取级联会自动回退词典或 LLM 路径，不影响核心功能。 包内最大文件 5.56 MB，不依赖 Git LFS。
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Pull request overview
This PR archives the “MediGraph Agent” submission into 通用智能体/其他/MediGraphAgent/, providing a full “data → knowledge graph → BI insights” closed-loop demo built around Nexent Agents, an MCP service, optional A2A collaboration, a Nexent skill, and DataMate operator packages.
Changes:
- Added four Nexent-importable agent configurations (data processing, KG build/QA, BI analysis, and a closed-loop supervisor).
- Added the MediGraph MCP/A2A service implementation (operators, schema, graph backends, extraction cascade, analytics utilities) plus Docker/PowerShell tooling for running the demo.
- Added a Nexent skill (“medical-kg-report”), DataMate operator zips source layout, and bundled demo corpora/datasets for out-of-the-box runs.
Reviewed changes
Copilot reviewed 166 out of 190 changed files in this pull request and generated no comments.
Show a summary per file
| File | Description |
|---|---|
| 通用智能体/其他/MediGraphAgent/智能体源文件/kg_qa_agent.json | KG build + GraphRAG QA agent config wired to MediGraph MCP tools. |
| 通用智能体/其他/MediGraphAgent/智能体源文件/dataproc_agent.json | DataMate/MCP-driven medical text processing agent config. |
| 通用智能体/其他/MediGraphAgent/智能体源文件/collaboration_supervisor.json | Closed-loop supervisor agent config (delegation-oriented). |
| 通用智能体/其他/MediGraphAgent/智能体源文件/analysis_supervisor.json | Graph-driven analytics/BI agent config (SQL/GRAPH routing). |
| 通用智能体/其他/MediGraphAgent/skills/medical-kg-report源码/SKILL.md | Skill definition and usage guide for KG reporting/extraction. |
| 通用智能体/其他/MediGraphAgent/skills/medical-kg-report源码/scripts/render_report.py | Skill script to render graph.json → self-contained HTML report. |
| 通用智能体/其他/MediGraphAgent/skills/medical-kg-report源码/scripts/extract_triples.py | Skill script to extract ontology-constrained triples via LLM. |
| 通用智能体/其他/MediGraphAgent/skills/build_skill_zip.py | Script to package the Nexent skill into an uploadable zip. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/stop_demo_services.ps1 | Stops demo services by port + commandline pattern. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/start_mcp.ps1 | Starts MCP server locally on Windows. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/start_finetuned_model.ps1 | Starts local fine-tuned orchestrator OpenAI-compatible API. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/start_a2a.ps1 | Starts A2A server locally on Windows. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/download_encoder.py | Helper to fetch an encoder model from hf-mirror. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/docker_up.ps1 | Powershell helper to bring up Docker services and wait for readiness. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/docker_down.ps1 | Powershell helper to stop Docker services. |
| 通用智能体/其他/MediGraphAgent/mcp服务/scripts/check_demo_services.ps1 | Health check script for demo ports/services. |
| 通用智能体/其他/MediGraphAgent/mcp服务/requirements.txt | Full Python dependency set for local-first + optional features. |
| 通用智能体/其他/MediGraphAgent/mcp服务/requirements-docker.txt | Slimmer dependency set for Docker runtime. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/utils/io.py | IO helpers for reading/writing text/json/jsonl. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/utils/console.py | UTF-8 console configuration helper. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/utils/init.py | Package init for utils. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/schema/relation_mapping.py | Bridges CMeIE predicates to a compact clinical ontology with provenance. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/schema/ontology.py | Defines entity/relation types and relation endpoint constraints. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/schema/normalize.py | Entity normalization / aliasing / noise filtering helpers. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/schema/cmeie_schema.py | Full CMeIE schema adapter + key/label mapping. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/schema/init.py | Package init for schema. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/text_clean.py | Rule-based medical text cleaning operator. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/pii_redact.py | Deterministic PII redaction operator with audit counts. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/entity_linker.py | Operator wrapper for KB-backed entity linking/normalization. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/document_loader.py | Multi-format document ingestion operator (txt/md/html/csv/json/docx/pdf). |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/data_quality.py | Deterministic data quality profiling and dedup detection operator. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/chunker.py | Heading-aware chunking operator for downstream extraction. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/base.py | Operator contract + registry + MCP tool adapter. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/init.py | Package init for operators. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/llm/init.py | Package init for llm. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/graph/vector_store.py | Local numpy-based vector store for hybrid GraphRAG retrieval. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/graph/pg_vector_store.py | Optional pgvector-backed ANN store for scalable vector search. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/graph/neo4j_store.py | Optional Neo4j backend implementing the graph store interface. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/graph/base.py | GraphStore interface + backend factory. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/graph/init.py | Package init for graph. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/extraction/entity_linker.py | Stable-ID entity linking implementation with auditable scores. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/extraction/cascade.py | Cascade loader + merge logic for neural/fast/LLM extraction routing. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/extraction/init.py | Extraction package exports. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/analysis/sql_guard.py | AST-based read-only SQL validation for NL2SQL execution. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/analysis/graph_profile.py | Loads task graph (or example) and builds a schema/profile summary. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/analysis/graph_algorithms.py | Adds PageRank/centrality/community/shortest-path analytics utilities. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/analysis/init.py | Analysis package init. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/agents/kg_agent.py | KG builder agent orchestrating chunk→NER→RE→validate→store (+ vectors). |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/agents/init.py | Agents package init. |
| 通用智能体/其他/MediGraphAgent/mcp服务/medigraph/init.py | medigraph package init. |
| 通用智能体/其他/MediGraphAgent/mcp服务/integration/a2a/README.md | A2A integration usage instructions and routing behavior. |
| 通用智能体/其他/MediGraphAgent/mcp服务/integration/a2a/a2a_server.py | Minimal A2A server exposing QA + analysis via JSON-RPC. |
| 通用智能体/其他/MediGraphAgent/mcp服务/integration/a2a/init.py | A2A package init. |
| 通用智能体/其他/MediGraphAgent/mcp服务/integration/init.py | integration package init. |
| 通用智能体/其他/MediGraphAgent/mcp服务/Dockerfile | Container image for MCP/A2A runtime (+ optional neural deps). |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/models/temperature_calibration.json | Temperature scaling parameters for confidence calibration. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/models/README.md | Documentation for shipped model artifacts and baselines. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/outpatient_record_demo/门诊病历_高血压_合成样例.txt | Synthetic outpatient record demo text (single-case). |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/outpatient_batch_demo/门诊病历_03_脂肪肝_合成样例.txt | Synthetic outpatient record demo text (batch case). |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/outpatient_batch_demo/门诊病历_02_慢阻肺_合成样例.txt | Synthetic outpatient record demo text (batch case). |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/outpatient_batch_demo/门诊病历_01_2型糖尿病_合成样例.txt | Synthetic outpatient record demo text (batch case). |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/cardiometabolic_20260701/README.md | Demo dataset description and suggested QA prompts. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/cardiometabolic_20260701/03_diabetes.txt | Cardio-metabolic demo text: diabetes. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/cardiometabolic_20260701/02_hypertension.txt | Cardio-metabolic demo text: hypertension. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/demo_cases/cardiometabolic_20260701/01_heart_failure.txt | Cardio-metabolic demo text: heart failure. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/diakg_5.txt | Corpus document used for extraction/build demos. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_039.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_038.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_037.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_036.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_035.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_034.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_033.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_032.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_031.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_030.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_029.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_028.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_027.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_026.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_025.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_024.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_023.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_022.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_021.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_020.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_019.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_018.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_017.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_016.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_015.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_014.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_013.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_012.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_011.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_010.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_009.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_008.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_007.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_006.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_005.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_004.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_003.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_002.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_001.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/data/corpus/cmeie_000.txt | CMeIE corpus sample. |
| 通用智能体/其他/MediGraphAgent/mcp服务/config/init.py | Config package init. |
| 通用智能体/其他/MediGraphAgent/mcp服务/compose.yaml | Docker Compose for MCP + A2A services and mounts. |
| 通用智能体/其他/MediGraphAgent/mcp服务/.env.example | Environment template for providers, extraction, analytics, and docker ports. |
| 通用智能体/其他/MediGraphAgent/mcp服务/.dockerignore | Docker build context exclusions for large/transient artifacts. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/triple_validator/requirements.txt | DataMate operator requirements (rule-only). |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/triple_validator/README.md | Triple validator operator documentation. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/triple_validator/process.py | Triple validation governance logic for DataMate. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/triple_validator/metadata.yml | DataMate operator metadata and settings. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/triple_validator/init.py | Operator registration for DataMate runtime. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/text_clean/requirements.txt | DataMate operator requirements (rule-only). |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/text_clean/README.md | Text clean operator documentation. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/text_clean/process.py | Text cleaning rules mirrored for DataMate packaging. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/text_clean/metadata.yml | DataMate operator metadata and settings. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/text_clean/init.py | Operator registration for DataMate runtime. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_re/requirements.txt | DataMate operator requirements (OpenAI client). |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_re/README.md | Medical RE operator documentation. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_re/metadata.yml | DataMate operator metadata and settings. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_re/init.py | Operator registration for DataMate runtime. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_ner/requirements.txt | DataMate operator requirements (OpenAI client). |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_ner/README.md | Medical NER operator documentation. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_ner/process.py | LLM-backed NER operator implementation for DataMate. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_ner/metadata.yml | DataMate operator metadata and settings. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/medical_ner/init.py | Operator registration for DataMate runtime. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/chunker/requirements.txt | DataMate operator requirements (rule-only). |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/chunker/README.md | Chunker operator documentation. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/chunker/process.py | Heading-aware chunking operator for DataMate. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/chunker/metadata.yml | DataMate operator metadata and settings. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/chunker/init.py | Operator registration for DataMate runtime. |
| 通用智能体/其他/MediGraphAgent/datamate算子包/源码/build_zip.py | Script to package DataMate operators into correctly named zips. |
| 通用智能体/其他/MediGraphAgent/agent.json | Nexent import entrypoint for the closed-loop supervisor agent. |
Suppressed comments (7)
通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/document_loader.py:82
DocumentLoaderOperatorresolves and reads arbitrary absolute paths (viaexpanduser().resolve()), which can expose host/container files if the MCP tool is reachable. Consider restricting reads to project-controlled directories (e.g.data/andoutputs/) and rejecting anything outside those roots.
通用智能体/其他/MediGraphAgent/mcp服务/scripts/download_encoder.py:26download_encoder.pydisables TLS verification unconditionally (CERT_NONE+check_hostname=False). That makes the downloaded model artifacts vulnerable to MITM tampering. If you need an insecure mode for restricted networks, gate it behind an explicit flag/env var; otherwise keep default certificate verification on.
通用智能体/其他/MediGraphAgent/mcp服务/scripts/start_mcp.ps1:11- The default Python fallback is hard-coded to
C:\Python314\python.exe, which is unlikely to exist on many machines and will cause the script to fail even whenpythonis on PATH. Prefer a PATH-based fallback (orpy -3.x) when no venv/interpreter env var is provided.
通用智能体/其他/MediGraphAgent/mcp服务/scripts/start_a2a.ps1:11 - The default Python fallback is hard-coded to
C:\Python314\python.exe, which is unlikely to exist on many machines and will cause the script to fail even whenpythonis on PATH. Prefer a PATH-based fallback (orpy -3.x) when no venv/interpreter env var is provided.
通用智能体/其他/MediGraphAgent/skills/build_skill_zip.py:10 build_skill_zip.py's docstring referencesnexent_skill/...paths, but this script lives underskills/(and writes intoskills/dist/). This mismatch can confuse users following the usage instructions.
通用智能体/其他/MediGraphAgent/mcp服务/medigraph/operators/data_quality.py:20DataQualityOperator.meta.input_schemaonly declaresdocuments, butrun()also acceptstext,required_fields, anddeduplicate. Keeping the schema accurate is important for planner/tooling to pass the right parameters and for users to discover optional knobs.
通用智能体/其他/MediGraphAgent/skills/medical-kg-report源码/scripts/extract_triples.py:55- When
--api-key(or the corresponding env vars) is missing, the script silently substitutes"EMPTY"and still makes a network call, which typically fails with a less actionable auth error. Failing fast with a clear message makes this easier to debug and avoids unnecessary requests.
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归档队伍 MaineCoon 的参赛作品至 通用智能体/其他/MediGraphAgent/。
基于 Nexent、DataMate、MCP 与 A2A，把非结构化医疗文本做到可溯源知识图谱
与图谱驱动的 BI 洞察，形成数据→知识→洞察闭环。
包含四个智能体，由同一套 MCP 服务（17 个工具）驱动：
目录内容：
agent.json 平台导入入口，即闭环协作总控智能体
智能体源文件/ 4 个可导入 Nexent 的 AgentConfig
mcp服务/ MCP 服务源码、知识库、配置与容器化部署文件
skills/ Nexent 技能包（zip + 源码 + 打包脚本）
datamate算子包/ DataMate 平台可上传的 5 个算子（zip + 源码）
README.md 运行环境依赖、启动命令与四个智能体的使用示例
随包提供知识库文件（演示知识图谱、分析数据库、词典抽取器、实体链接知识库），
导入后无需额外下载即可运行。自训练神经抽取权重约 1.4 GB 未随包提供，
抽取级联会自动回退词典或 LLM 路径，不影响核心功能。