Model Context Protocol servers that extend AI capabilities
rcs2807
Assert Studio test execution runtime β scripted runner, agentic runner (multi-provider via Vercel AI SDK), path-based assertion evaluator (T-144).
...moreaddai
Daemon that pairs a machine with your +Ai account and runs Claude / Codex / Kimi / Gemini agents on its behalf. Reachable via Supabase from Vault, Entity Studio, or any other +Ai surface.
...moreReddit growth toolkit β opportunities, replies, cold DMs, brand mentions, SEO, autopilot.
Dalydoo
https://github.com/Dalydoo/youbank-mcp
[](https://glama.ai/mcp/servers/zafronix/wc-mcp) π π βοΈ π πͺ π§ - Every FIFA World Cup since 1930. 23 tournaments, full squads, knockout brackets, stadium altitudes, hat-tricks. Free tier API.
...more[](https://glama.ai/mcp/servers/ksterx/srunx) π π π§ π - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
...more[](https://glama.ai/mcp/servers/googlarz/signal-mcp) π - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli β no third-party servers.
...more[](https://glama.ai/mcp/servers/iletimerkezi/iletimerkezi-mcp-server) ποΈ βοΈ - Send SMS, query delivery reports, manage senders / blacklists, register and check Δ°YS (Turkish messaging consent registry) records through the [iletiMerkezi](https://www.iletimerkezi.com) BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Inst
...more[](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) π π π πͺ π§ - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via `npx -y mcp-discord-bridge`. Also runs as a standalone bot with slash commands.
...more[](https://glama.ai/mcp/servers/Sealjay/mcp-hey) π π π - Local MCP server for Hey.com email. Read, search, send, reply, and manage the screener via locally cached session from Hey's webview auth.
...more[](https://glama.ai/mcp/servers/kiro0x/five-mcp) π π - LLM character consistency engine β generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM.
...more[](https://glama.ai/mcp/servers/denismaggior8/enigma-python-mcp) π βοΈ π π πͺ π§ - A Model Context Protocol server that brings the capabilities of [enigmapython](https://github.com/denismaggior8/enigma-python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
...more[](https://glama.ai/mcp/servers/aegis-dq/aegis-dq) π π π πͺ π§ - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
...more[](https://glama.ai/mcp/servers/rust-works/omni-dev) π¦ βοΈ π - MCP server for Atlassian Jira and Confluence with schema-validated MarkdownβADF conversion. Catches content-model violations at conversion time rather than silently dropping ADF-only nodes like panels, mentions, and layouts.
...more[](https://glama.ai/mcp/servers/astandrik/codex-pets) π βοΈ - Companion Gallery for Codex: public read-only registry for Codex-compatible animated companion packs. Search, preview, install community pets, generate badges/embed cards, and discover the request flow via Streamable HTTP MCP.
...more[](https://glama.ai/mcp/servers/Jungle-Grid/mcp-server) ποΈ π βοΈ - MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads.
...more[](https://glama.ai/mcp/servers/stfade/moth) π π - A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.
...more[](https://glama.ai/mcp/servers/NazarKalytiuk/tarn) π¦ π π πͺ π§ - CLI-first API testing tool with structured JSON failures (`failure_category`, `error_code`, `hints`) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: `tarn_run`, `tarn_validate`, `tarn_fix_plan`, `tarn_inspect`, `tarn_rerun_failed`, and more. Tests are `.tarn.yaml`. Single static binary (musl), MIT.
...more[](https://glama.ai/mcp/servers/parasxos/cpp26-adapter) π π π πͺ π§ - C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, `std::execution` senders, `#embed`, expansion statements
...more[](https://glama.ai/mcp/servers/playidea-lab/pcq) π π π πͺ π§ - Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
...more[](https://glama.ai/mcp/servers/Claynsn/agent-discovery-mcp) π π π πͺ π§ - Minimal MCP server (~250 lines TS) for ERC-8004 agent discovery + x402 payment. Three tools: `find_agents_by_skill` (via 8004scan public API), `get_agent_card`, `call_agent_with_payment` using Coinbase's official `x402-fetch`. Direct EOA signing β no smart account, no bundler, no relay. Works with Claude
...more[](https://glama.ai/mcp/servers/dolphinquant/echolon) π π π πͺ π§ - LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP tools (strategy validation, scaffolding, indicator catalog, error-code lookup), 22 in-package skills, 32 catalogued error codes, working strategy templates. `pip install echolon` then `claude mcp add -s user echolon -- echolon-mcp`.
...more[](https://glama.ai/mcp/servers/felippeyann/agentfi) π βοΈ π - Crypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3, Curve), yield (Aave V3, Compound V3, any ERC-4626 vault), transfers, and agent-to-agent collaboration (jobs, escrow, reputation, atomic payments, P&L). Turnkey MPC wallets + Safe Smart Accounts on Ethereum / Base / Arbitrum / Polygon. Apache 2.0, self-hos
...more[](https://glama.ai/mcp/servers/FLOX-Foundation/flox) π π - MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: `pip install flox-mcp`.
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