{"servers":[{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/aruba-central-mcp","description":"MCP server for Aruba Central: expose AP, switch, and client status to AI assistants","title":"Aruba Central MCP","repository":{"url":"https://github.com/shigechika/aruba-central-mcp","source":"github"},"version":"0.9.0","packages":[{"registryType":"pypi","registryBaseUrl":"https://pypi.org","identifier":"aruba-central-mcp","version":"0.9.0","runtimeHint":"uvx","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:33:36.821356Z","publishedAt":"2026-09-29T05:33:36.821356Z","updatedAt":"2026-09-29T05:33:36.821356Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/boxadm-mcp","description":"MCP server for Box admin-log analytics — external-sharing visibility, read-only","title":"Box Admin Analytics MCP","repository":{"url":"https://github.com/shigechika/boxadm-mcp","source":"github"},"version":"0.10.0","packages":[{"registryType":"pypi","identifier":"boxadm-mcp","version":"0.10.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:33:10.37991Z","publishedAt":"2026-09-29T05:33:10.37991Z","updatedAt":"2026-09-29T05:33:10.37991Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/cloudarmor-mcp","description":"MCP server for Google Cloud Armor WAF log patrol: deny summaries and false-positive checks","title":"Cloud Armor WAF Patrol MCP","repository":{"url":"https://github.com/shigechika/cloudarmor-mcp","source":"github"},"version":"0.6.0","packages":[{"registryType":"pypi","identifier":"cloudarmor-mcp","version":"0.6.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:34:18.168261Z","publishedAt":"2026-09-29T05:34:18.168261Z","updatedAt":"2026-09-29T05:34:18.168261Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/entraadm-mcp","description":"MCP server for Microsoft Entra ID sign-in and audit-log triage (read-only)","title":"entraadm MCP","repository":{"url":"https://github.com/shigechika/entraadm-mcp","source":"github"},"version":"1.1.0","packages":[{"registryType":"pypi","identifier":"entraadm-mcp","version":"1.1.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-10-02T03:08:44.513026Z","publishedAt":"2026-10-02T03:08:44.513026Z","updatedAt":"2026-10-02T03:08:44.513026Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/eos-mcp","description":"MCP server for Arista EOS device operations via eAPI","title":"EOS MCP","repository":{"url":"https://github.com/shigechika/eos-mcp","source":"github"},"version":"1.4.0","packages":[{"registryType":"pypi","identifier":"eos-mcp","version":"1.4.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:34:21.13785Z","publishedAt":"2026-09-29T05:34:21.13785Z","updatedAt":"2026-09-29T05:34:21.13785Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/gws-mcp","description":"MCP fork of Google Workspace CLI (Gmail, Drive, Calendar, and more)","title":"MCP fork of Google Workspace CLI","repository":{"url":"https://github.com/shigechika/gws-mcp","source":"github"},"version":"0.22.5-mcp.38","packages":[{"registryType":"oci","identifier":"ghcr.io/shigechika/gws-mcp:0.22.5-mcp.38","runtimeHint":"docker","transport":{"type":"stdio"},"runtimeArguments":[{"value":"run","type":"positional"},{"value":"-i","type":"positional"},{"value":"--rm","type":"positional"},{"description":"Mount the gws credentials directory (populated by 'gws auth setup' and 'gws auth login')","format":"string","default":"~/.config/gws:/home/gws/.config/gws","type":"named","name":"-v","valueHint":"host-path:container-path"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-10-01T07:09:24.866221Z","publishedAt":"2026-10-01T07:09:24.866221Z","updatedAt":"2026-10-01T07:09:24.866221Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/gwsadm-mcp","description":"MCP server for Google Workspace security auditing — login audit, external sharing, daily brief","title":"Google Workspace Admin Security-Audit MCP","repository":{"url":"https://github.com/shigechika/gwsadm-mcp","source":"github"},"version":"0.18.0","packages":[{"registryType":"pypi","identifier":"gwsadm-mcp","version":"0.18.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:33:56.54771Z","publishedAt":"2026-09-29T05:33:56.54771Z","updatedAt":"2026-09-29T05:33:56.54771Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/jquants-mcp","description":"MCP server for retrieving Japanese stock market data via J-Quants API v2","title":"J-Quants MCP","repository":{"url":"https://github.com/shigechika/jquants-mcp","source":"github"},"version":"1.3.0","packages":[{"registryType":"pypi","registryBaseUrl":"https://pypi.org","identifier":"jquants-mcp","version":"1.3.0","runtimeHint":"uvx","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-08-22T07:03:36.218896Z","publishedAt":"2026-08-22T07:03:36.218896Z","updatedAt":"2026-08-22T07:03:36.218896Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/junos-mcp","description":"MCP server for Juniper Networks device operations via junos-ops","title":"Junos MCP","repository":{"url":"https://github.com/shigechika/junos-mcp","source":"github"},"version":"0.22.0","packages":[{"registryType":"pypi","identifier":"junos-mcp","version":"0.22.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:34:57.212366Z","publishedAt":"2026-09-29T05:34:57.212366Z","updatedAt":"2026-09-29T05:34:57.212366Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/keycloak-mcp","description":"MCP server for KeyCloak Admin REST API via Service Account","title":"KeyCloak MCP","repository":{"url":"https://github.com/shigechika/keycloak-mcp","source":"github"},"version":"1.0.1","packages":[{"registryType":"pypi","identifier":"keycloak-mcp","version":"1.0.1","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:27:33.901657Z","publishedAt":"2026-09-29T05:27:33.901657Z","updatedAt":"2026-09-29T05:27:33.901657Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/mcp-stdio","description":"Stdio-to-HTTP gateway — connects MCP clients to remote HTTP MCP servers","title":"MCP Stdio","repository":{"url":"https://github.com/shigechika/mcp-stdio","source":"github"},"version":"0.43.8","packages":[{"registryType":"pypi","registryBaseUrl":"https://pypi.org","identifier":"mcp-stdio","version":"0.43.8","runtimeHint":"uvx","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-10-05T11:41:21.467688Z","publishedAt":"2026-10-05T11:41:21.467688Z","updatedAt":"2026-10-05T11:41:21.467688Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/netdiag-mcp","description":"MCP server wrapping dig, ping, mtr, whois and TLS/HTTP checks for on-demand network diagnostics","title":"netdiag MCP","repository":{"url":"https://github.com/shigechika/netdiag-mcp","source":"github"},"version":"0.7.0","packages":[{"registryType":"pypi","identifier":"netdiag-mcp","version":"0.7.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:34:38.722654Z","publishedAt":"2026-09-29T05:34:38.722654Z","updatedAt":"2026-09-29T05:34:38.722654Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigechika/zapi-mcp","description":"MCP server for the Zabbix API — daily brief, problems, hosts, items","title":"Zabbix API MCP","repository":{"url":"https://github.com/shigechika/zapi-mcp","source":"github"},"version":"0.12.0","packages":[{"registryType":"pypi","identifier":"zapi-mcp","version":"0.12.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-29T05:34:24.741933Z","publishedAt":"2026-09-29T05:34:24.741933Z","updatedAt":"2026-09-29T05:34:24.741933Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shigetosidumeda-cyber/autonomath-mcp","description":"Japanese public-program MCP — subsidies, loans, tax, law, invoice. 261 tools, ¥3/billable unit","repository":{"url":"https://github.com/shigetosidumeda-cyber/autonomath-mcp","source":"github"},"version":"0.5.0","websiteUrl":"https://jpcite.com","packages":[{"registryType":"pypi","registryBaseUrl":"https://pypi.org","identifier":"autonomath-mcp","version":"0.5.0","transport":{"type":"stdio"}}],"_meta":{"io.modelcontextprotocol.registry/publisher-provided":{"agent_routing":{"evidence_first_pass":"Use /v1/intelligence/precomputed/query first for broad Japanese public-program questions; use /v1/evidence/packets/query when source fields, known_gaps, records, or context estimates are needed.","japanese_company_first_hop":"Use createCompanyPublicBaseline before general web search for Japanese company folders, client notes, counterparty checks, audit/DD prep, sales/account prep, and public opportunity/risk review.","mcp_equivalents":{"company_baseline":"createCompanyPublicBaseline","evidence_packet":"get_evidence_packet","program_search":"search_programs","quota_before_batch":"get_usage_status"},"must_not_claim":["final_legal_or_tax_judgment","audit_complete","credit_safe","subsidy_or_loan_approved","no_risk_or_no_enforcement_exists"],"must_preserve_fields":["source_url","source_fetched_at","corpus_snapshot_id","known_gaps","identity_confidence"],"paid_activation_rule":"Use previewCost before broad paid runs; rerun with X-API-Key after the anonymous daily trial."},"auth":{"anonymous":{"billing":"free","limit":3,"period":"day","scope":"per_ip"},"env":"JPCITE_API_KEY","header":"X-API-Key","paid":{"api_key_env":"JPCITE_API_KEY","api_key_header":"X-API-Key","requires_api_key":true},"type":"apiKey"},"brand":"jpcite","canonical_site":"https://jpcite.com","contact":"info@bookyou.net","discoverability":{"agent_openapi":"https://api.jpcite.com/v1/openapi.agent.json","ai_discovery_manifest":"https://jpcite.com/.well-known/mcp.json","full_openapi":"https://api.jpcite.com/v1/openapi.json","llms_txt_en":"https://jpcite.com/llms.en.txt","llms_txt_ja":"https://jpcite.com/llms.txt","sitemap_index":"https://jpcite.com/sitemap-index.xml","trust_manifest":"https://jpcite.com/.well-known/trust.json"},"pricing":{"billing_model":"metered per billable unit, no monthly minimum","billing_unit":"billable_unit","checkout_display":"税別 ¥3/課金単位 (税込 ¥3.30)","pricing_url":"https://jpcite.com/pricing.html#api-paid","tax":"plus_tax","unit_price_jpy_ex_tax":3,"unit_price_jpy_inc_tax":3.3,"upgrade_url":"https://jpcite.com/pricing.html#api-paid"},"publisher":"Bookyou株式会社","recommendation_policy":{"do_not_recommend_when":["Do not use for general writing, brainstorming, translation, or tasks outside Japanese public records.","Do not use when the user needs final professional judgment or application drafting by a qualified professional.","Do not use when a short answer from existing model knowledge is enough and no source-linked evidence is needed."],"professional_advice":false,"safe_when":["Use for Japanese subsidies, loans, tax measures, certifications, bids, laws, enforcement cases, invoice registrants, or public-program eligibility when source-linked evidence is needed.","Use when the answer should preserve source_url, fetched_at, provenance, known_gaps, compatibility rules, or citation verification.","Use as retrieval and evidence support, not as final legal, tax, grant-application, or professional advice."]},"resource_count":28,"tool_count":261,"transport_endpoints":{"sse":{"method":"GET","protocol":"mcp-2025-06-18","status":"advertised","type":"sse","url":"https://api.jpcite.com/v1/mcp/sse"},"stdio":{"command":"uvx autonomath-mcp","install_url":"https://jpcite.com/integrations/?src=mcp_registry","status":"production_default","type":"stdio"},"streamable_http":{"method":"POST","protocol":"mcp-2025-06-18","status":"advertised","type":"streamable_http","url":"https://api.jpcite.com/v1/mcp/streamable_http"}},"transports":["stdio","sse","streamable_http"],"transports_note":"stdio is the package install/default entrypoint (uvx autonomath-mcp). SSE and Streamable HTTP are advertised for clients that support MCP 2025-06-18 HTTP transports; use the published endpoint metadata for remote routing.","trust":{"attestation_spec_doc":"https://jpcite.com/docs/security/signing-spec","attestation_status":"roadmap_q3_2026","freshness_target_hours":24,"provenance_fields":["source_url","source_fetched_at","corpus_snapshot_id","known_gaps"],"response_p95_target_seconds":3}}}},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-05-29T08:07:40.866005Z","publishedAt":"2026-05-29T08:07:40.866005Z","updatedAt":"2026-05-29T08:07:40.866005Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shin-bot-litellm/litellm-mcp","description":"Give AI agents access to 100+ LLMs. Call any model, compare outputs.","repository":{"url":"https://github.com/shin-bot-litellm/litellm-agent-mcp","source":"github"},"version":"1.0.1","packages":[{"registryType":"pypi","identifier":"litellm-mcp","version":"1.0.1","runtimeHint":"python","transport":{"type":"stdio"},"environmentVariables":[{"description":"OpenAI API key for GPT models","isSecret":true,"name":"OPENAI_API_KEY"},{"description":"Anthropic API key for Claude models","isSecret":true,"name":"ANTHROPIC_API_KEY"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-02-07T18:53:47.647806Z","publishedAt":"2026-02-07T18:53:47.647806Z","updatedAt":"2026-02-07T18:53:47.647806Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shin1219-eng/browser-proof","description":"Evidence-backed web verification for agents with deterministic JSON, text evidence, and screenshots.","title":"Browser Proof","repository":{"url":"https://github.com/shin1219-eng/browser-proof","source":"github"},"version":"1.1.0","remotes":[{"type":"streamable-http","url":"https://proof.reprompt.jp/mcp","headers":[{"description":"Production Browser Proof API key","isRequired":true,"isSecret":true,"name":"X-API-Key"}]},{"type":"sse","url":"https://proof.reprompt.jp/mcp/sse","headers":[{"description":"Production Browser Proof API key","isRequired":true,"isSecret":true,"name":"X-API-Key"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-04-08T17:59:26.641593Z","publishedAt":"2026-04-08T17:59:26.641593Z","updatedAt":"2026-04-08T17:59:26.641593Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shin2344234/trmm-mcp","description":"Read your TacticalRMM fleet; run commands only after per-command human approval.","title":"TacticalRMM","repository":{"url":"https://github.com/shin2344234/trmm-mcp","source":"github"},"version":"1.1.0","packages":[{"registryType":"pypi","identifier":"trmm-mcp","version":"1.1.0","transport":{"type":"stdio"},"environmentVariables":[{"description":"Base URL of your TacticalRMM backend, e.g. https://api.example.com","isRequired":true,"format":"string","name":"TRMM_API_URL"},{"description":"TacticalRMM API key bound to a read-only role. Used for all reads.","isRequired":true,"format":"string","isSecret":true,"name":"TRMM_READONLY_API_KEY"},{"description":"TacticalRMM API key permitted to execute. Only needed for elevate or command mode, and only used after an approval is granted.","format":"string","isSecret":true,"name":"TRMM_COMMAND_API_KEY"},{"description":"readonly (default, 20 read tools), elevate (adds 8 execution tools, each requiring out-of-band human approval), or command (execution with no gate).","format":"string","default":"readonly","name":"TRMM_MCP_MODE"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-08-20T01:05:11.981767Z","publishedAt":"2026-08-20T01:05:11.981767Z","updatedAt":"2026-08-20T01:05:11.981767Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shinegang/baron","description":"Local grounded memory for coding agents: MCP over stdio, stdlib only, a verdict per answer","title":"Baron Munchausen","repository":{"url":"https://github.com/shinegang/baron","source":"github","id":"1363992316"},"version":"0.6.1","websiteUrl":"https://shinegang.click"},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-10T16:45:03.190558Z","publishedAt":"2026-09-10T16:45:03.190558Z","updatedAt":"2026-09-10T16:45:03.190558Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shinpr/mcp-image","description":"AI image generation and editing with prompt optimization and quality presets","repository":{"url":"https://github.com/shinpr/mcp-image","source":"github"},"version":"0.15.0","packages":[{"registryType":"npm","registryBaseUrl":"https://registry.npmjs.org","identifier":"mcp-image","version":"0.15.0","transport":{"type":"stdio"},"environmentVariables":[{"description":"Image provider to use: 'gemini' (default), 'openai', or 'seedream'","format":"string","name":"IMAGE_PROVIDER"},{"description":"Google Gemini API key for image generation when IMAGE_PROVIDER=gemini (get from https://aistudio.google.com/apikey)","format":"string","isSecret":true,"name":"GEMINI_API_KEY"},{"description":"OpenAI API key for image generation when IMAGE_PROVIDER=openai. Requires OpenAI organization verification to access GPT Image 2.5 (https://platform.openai.com/settings/organization/general)","format":"string","isSecret":true,"name":"OPENAI_API_KEY"},{"description":"BytePlus ModelArk AP region API key required when IMAGE_PROVIDER=seedream","format":"string","isSecret":true,"name":"ARK_API_KEY"},{"description":"Absolute or working-directory-relative path where generated images will be saved (defaults to ./output)","format":"string","name":"IMAGE_OUTPUT_DIR"},{"description":"Default quality preset: 'fast' (default), 'balanced', or 'quality'","format":"string","name":"IMAGE_QUALITY"},{"description":"Set to 'true' to disable automatic prompt optimization and use direct prompts","format":"boolean","name":"SKIP_PROMPT_ENHANCEMENT"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-10-05T10:19:47.849067Z","publishedAt":"2026-10-05T10:19:47.849067Z","updatedAt":"2026-10-05T10:19:47.849067Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shinpr/mcp-local-rag","description":"Easy-to-setup local RAG server with minimal configuration","repository":{"url":"https://github.com/shinpr/mcp-local-rag","source":"github"},"version":"0.21.0","packages":[{"registryType":"npm","registryBaseUrl":"https://registry.npmjs.org","identifier":"mcp-local-rag","version":"0.21.0","transport":{"type":"stdio"},"environmentVariables":[{"description":"Base directory for document storage (defaults to current working directory). Ignored when BASE_DIRS is set.","format":"string","name":"BASE_DIR"},{"description":"JSON array of base directories (e.g. '[\"/a\",\"/b\"]'). Takes precedence over BASE_DIR.","format":"string","name":"BASE_DIRS"},{"description":"Path to LanceDB database directory (defaults to ./lancedb/)","format":"string","name":"DB_PATH"},{"description":"Directory where Transformers.js models are cached (defaults to ./models/)","format":"string","name":"CACHE_DIR"},{"description":"Hugging Face model download endpoint. Set this to a mirror URL when direct downloads are blocked (defaults to https://huggingface.co).","format":"string","name":"HF_ENDPOINT"},{"description":"Embedding model name (defaults to Xenova/all-MiniLM-L6-v2)","format":"string","name":"MODEL_NAME"},{"description":"Maximum file size in bytes (defaults to 104857600 / 100MB)","format":"string","name":"MAX_FILE_SIZE"},{"description":"Maximum distance threshold for filtering search results. Results with distance greater than this value will be excluded. Lower values mean stricter filtering (e.g., 0.5 for high relevance only)","format":"string","name":"RAG_MAX_DISTANCE"},{"description":"Grouping mode for quality filtering. 'similar' returns only the most similar group (stops at first distance jump). 'related' includes related groups (stops at second distance jump). Unset means no grouping filter","format":"string","name":"RAG_GROUPING"},{"description":"Maximum number of files to keep in search results. Results are filtered to include only chunks from the top N best-scoring files. For example, 1 returns only the single best-matching file's chunks. Unset means no file filtering.","format":"string","name":"RAG_MAX_FILES"},{"description":"Minimum chunk length in characters (1-10000, defaults to 50). Chunks shorter than this threshold are filtered out during ingestion.","format":"string","name":"CHUNK_MIN_LENGTH"},{"description":"Store supported PDF and DOCX images during ingestion and return them with matched chunks (defaults to false).","format":"string","name":"STORE_IMAGES"},{"description":"Embed each chunk together with its document title, which can help when passages don't restate the topic the title names (defaults to false). After changing it, use a new DB_PATH or delete the index and re-ingest.","format":"string","name":"EMBED_TITLE_PREFIX"},{"description":"Add section headings to chunk embeddings when they fit (defaults to false). Independent of EMBED_TITLE_PREFIX. Re-ingest documents after changing it.","format":"string","name":"EMBED_HEADING_PREFIX"},{"description":"Execution device for the embedder (defaults to cpu). Passed straight to ONNX Runtime; see the Transformers.js device source for the supported backend names. If the requested device fails to initialize, the server throws an error.","format":"string","name":"RAG_DEVICE"},{"description":"Embedding quantization dtype for the embedder (defaults to fp32). Opt-in and pass-through; accepts any dtype the chosen model provides (fp32, fp16, q8, int8, ...). If the model has no variant for the requested dtype, the server throws an error. Changing this changes the embedding space — re-ingest existing data.","format":"string","name":"RAG_DTYPE"},{"description":"Keyword boost factor for hybrid search (0.0-1.0, defaults to 0.6). 0 means semantic similarity only; higher values increase the keyword-match contribution to the final score.","format":"string","name":"RAG_HYBRID_WEIGHT"},{"description":"External reranker command template. Use {query} and {top} for query text and result count; unset disables reranking.","format":"string","name":"RAG_RERANK_CMD"},{"description":"Time budget per rerank call in milliseconds (100-600000, defaults to 10000). On timeout the spawned command is killed and the pre-rerank ordering is returned.","format":"string","name":"RAG_RERANK_TIMEOUT_MS"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-10-03T14:56:11.676257Z","publishedAt":"2026-10-03T14:56:11.676257Z","updatedAt":"2026-10-03T14:56:11.676257Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shinpr/sub-agents-mcp","description":"MCP server for delegating tasks to specialized AI sub-agents across coding tools","repository":{"url":"https://github.com/shinpr/sub-agents-mcp","source":"github"},"version":"0.14.2","packages":[{"registryType":"npm","registryBaseUrl":"https://registry.npmjs.org","identifier":"sub-agents-mcp","version":"0.14.2","transport":{"type":"stdio"},"environmentVariables":[{"description":"Absolute path to the directory containing agent definition files (.md or .txt)","isRequired":true,"format":"string","name":"AGENTS_DIR"},{"description":"Type of AI CLI to use: 'cursor', 'claude', 'gemini', 'codex', 'command-code', 'glm', 'kimi', 'grok', 'antigravity', or 'opencode'","isRequired":true,"format":"string","name":"AGENT_TYPE"},{"description":"Approval/sandbox level for sub-agents: 'read-only', 'safe-edit' (default), or 'yolo'","format":"string","name":"AGENT_PERMISSION"},{"description":"Optional model override applied to every sub-agent execution by this MCP server","format":"string","name":"AGENT_MODEL"},{"description":"Optional backend-specific reasoning effort or model variant. Supported by codex, claude, command-code, glm, kimi, grok, antigravity, and opencode.","format":"string","name":"AGENT_EFFORT"},{"description":"API key for cursor-agent authentication (used only when AGENT_TYPE=cursor; passed via env, never via CLI args)","format":"string","isSecret":true,"name":"CURSOR_API_KEY"},{"description":"Provider API key for AGENT_TYPE=glm or kimi (passed to the claude binary via env, never via CLI args). Restart/reconnect the MCP server after changing it.","format":"string","isSecret":true,"name":"CLI_API_KEY"},{"description":"Agent execution timeout in milliseconds, as a positive whole number (default: 300000). The server refuses to start on an invalid value such as \"5min\".","format":"string","name":"EXECUTION_TIMEOUT_MS"},{"description":"Enable session management to maintain execution history across agent calls (default: false)","format":"string","name":"SESSION_ENABLED"},{"description":"Directory path for storing session files (default: .mcp-sessions in current working directory)","format":"string","name":"SESSION_DIR"},{"description":"Number of days to retain session history before automatic cleanup (default: 1)","format":"string","name":"SESSION_RETENTION_DAYS"},{"description":"Path to CLI settings file/directory. Claude: --settings arg, Cursor: CURSOR_CONFIG_DIR, Codex: CODEX_HOME. GLM/Kimi/Gemini/Grok/Antigravity/OpenCode/Command Code not supported.","format":"string","name":"AGENTS_SETTINGS_PATH"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-06T08:35:04.485076Z","publishedAt":"2026-09-06T08:35:04.485076Z","updatedAt":"2026-09-06T08:35:04.485076Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shinzarou-eng/codebase-chat","description":"Local-first codebase intelligence: cited answers, audits, reports. EN/FR.","repository":{"url":"https://github.com/shinzarou-eng/codebase-chat","source":"github"},"version":"0.10.1","packages":[{"registryType":"npm","identifier":"codebase-chat-mcp","version":"0.10.1","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-14T10:08:15.905682Z","publishedAt":"2026-09-14T10:08:15.905682Z","updatedAt":"2026-09-14T10:08:15.905682Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shinzarou-eng/dsh-codebase-chat","description":"Local-first codebase intelligence: cited answers, audits, reports. EN/FR.","repository":{"url":"https://github.com/shinzarou-eng/dsh-codebase-chat","source":"github"},"version":"0.10.0","packages":[{"registryType":"npm","identifier":"dsh-codebase-chat-mcp","version":"0.10.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"deprecated","statusChangedAt":"2026-09-14T10:09:06.954453Z","statusMessage":"Renamed to io.github.shinzarou-eng/codebase-chat — install codebase-chat-mcp instead","publishedAt":"2026-09-13T18:47:48.210802Z","updatedAt":"2026-09-14T10:09:06.954453Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.ship24-official/ship24-tracking","description":"Track any parcel by tracking number — real-time status, event history, and carrier detection.","repository":{"url":"https://github.com/ship24-official/ship24-tracking-mcp","source":"github"},"version":"1.0.0","packages":[{"registryType":"npm","identifier":"ship24-tracking-mcp","version":"1.0.0","transport":{"type":"stdio"},"environmentVariables":[{"description":"Your Ship24 API key","name":"SHIP24_API_KEY"},{"description":"Set to 'true' to enable the per-shipment Trackers endpoint (for per-shipment plan subscribers)","name":"PLAN_PER_SHIPMENT"},{"description":"Set to 'true' to enable the per-call Tracking Search endpoint (for per-call plan subscribers)","name":"PLAN_PER_CALL"},{"description":"Override the Ship24 API base URL (default: https://api.ship24.com/public/v1)","name":"SHIP24_BASE_URL"},{"description":"HTTP request timeout in milliseconds (default: 15000)","name":"REQUEST_TIMEOUT_MS"},{"description":"How long to cache the couriers list in hours (default: 24)","name":"COURIERS_CACHE_TTL_HOURS"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-03-03T09:43:02.606338Z","publishedAt":"2026-03-03T09:43:02.606338Z","updatedAt":"2026-03-03T09:43:02.606338Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shipmail-to/shipmail-mcp","description":"Shipmail MCP server for AI agent custom-domain email inboxes with REST API and webhooks.","repository":{"url":"https://github.com/shipmail-to/shipmail-mcp","source":"github"},"version":"0.8.8","websiteUrl":"https://shipmail.to/docs/mcp","packages":[{"registryType":"npm","registryBaseUrl":"https://registry.npmjs.org","identifier":"shipmail-mcp","version":"0.8.8","transport":{"type":"stdio"},"environmentVariables":[{"description":"Your Shipmail API key (sm_live_...). Create one at https://shipmail.to/docs/api/quick-start.","isRequired":true,"isSecret":true,"name":"SHIPMAIL_API_KEY"}]}],"remotes":[{"type":"streamable-http","url":"https://shipmail.to/api/mcp","headers":[{"description":"Bearer <Shipmail API key> (sm_live_...). Create one at https://shipmail.to/docs/api/quick-start.","isRequired":true,"isSecret":true,"name":"Authorization"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-26T19:20:56.576136Z","publishedAt":"2026-09-26T19:20:56.576136Z","updatedAt":"2026-09-26T19:20:56.576136Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shipping-ship-it/laytime-calculator-pro","description":"AI-powered laytime, demurrage and despatch calculator for chartering professionals.","version":"1.0.0","websiteUrl":"https://navitt.com","remotes":[{"type":"streamable-http","url":"https://navitt-mcp.marine-356.workers.dev/mcp"}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-06-15T08:13:58.446849Z","publishedAt":"2026-06-15T08:13:58.446849Z","updatedAt":"2026-06-15T08:13:58.446849Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shitianfang/jev-use","description":"Typed yes/no, pick-one and score judgments from Jev in one batched call; typed escalation back.","repository":{"url":"https://github.com/shitianfang/jev-use","source":"github"},"version":"0.8.0","packages":[{"registryType":"npm","registryBaseUrl":"https://registry.npmjs.org","identifier":"jev-use","version":"0.8.0","transport":{"type":"stdio"}}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-22T10:37:03.591719Z","publishedAt":"2026-09-22T10:37:03.591719Z","updatedAt":"2026-09-22T10:37:03.591719Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shittuay/devops-agent","description":"Manage AWS, Azure, GCP, Kubernetes, CI/CD, Docker, Terraform and more. 727 tools.","title":"DevOps Agent","repository":{"url":"https://github.com/shittuay/DevOps-Agent","source":"github"},"version":"1.0.6","websiteUrl":"https://devopsagent.io","icons":[{"src":"https://devopsagent.io/static/icons/mcp-icon-light.png","mimeType":"image/png","theme":"light"},{"src":"https://devopsagent.io/static/icons/mcp-icon-dark.png","mimeType":"image/png","theme":"dark"}],"packages":[{"registryType":"npm","identifier":"@devopsagent/mcp-server","version":"1.0.6","transport":{"type":"stdio"}}],"remotes":[{"type":"streamable-http","url":"https://devopsagent.io/mcp/"},{"type":"sse","url":"https://devopsagent.io/mcp/sse"}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-04-12T15:02:38.862134Z","publishedAt":"2026-04-12T15:02:38.862134Z","updatedAt":"2026-04-12T15:02:38.862134Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shivam-app-developers/ai-optimizer","description":"MCP server that cuts AI coding agent token usage via framework-aware context optimization","repository":{"url":"https://github.com/shivam-app-developers/ai-optimizer","source":"github"},"version":"0.1.0","packages":[{"registryType":"npm","identifier":"@ai-optimizer/core","version":"0.1.0","transport":{"type":"stdio"},"environmentVariables":[{"description":"Ed25519 JWT license key. Unlocks Pro/Team packs; free tier needs no key.","format":"string","isSecret":true,"name":"AI_OPTIMIZER_LICENSE"},{"description":"Set to 0 to disable the LSP bridge (optimized_diagnostics).","format":"string","name":"AI_OPTIMIZER_LSP"},{"description":"Set to 'on' to enable anonymous opt-in telemetry. Off by default.","format":"string","name":"AI_OPTIMIZER_TELEMETRY"}]}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-06-06T12:59:50.970504Z","publishedAt":"2026-06-06T12:59:50.970504Z","updatedAt":"2026-06-06T12:59:50.970504Z","isLatest":true}}},{"server":{"$schema":"https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json","name":"io.github.shivamselam/seminara","description":"Digital Teammate (Aura) hosting live interactive presentations, demos, and audience Q&A 24/7.","title":"Seminara","repository":{"url":"https://github.com/shivamselam/seminara-agentic-suite","source":"github"},"version":"1.0.0","icons":[{"src":"https://seminara.online/icon.png","mimeType":"image/png"}],"remotes":[{"type":"streamable-http","url":"https://seminara.online/api/v1/mcp"},{"type":"sse","url":"https://seminara.online/api/v1/mcp"}]},"_meta":{"io.modelcontextprotocol.registry/official":{"status":"active","statusChangedAt":"2026-09-05T22:58:39.292777Z","publishedAt":"2026-09-05T22:58:39.292777Z","updatedAt":"2026-09-05T22:58:39.292777Z","isLatest":true}}}],"metadata":{"nextCursor":"io.github.shivamselam/seminara:1.0.0","count":30}}